{
    "measurement": {
        "model.layers.0.self_attn": [
            {
                "accuracy": 0.9191801827400923,
                "total_bits": 89141248,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9326923694461584,
                "total_bits": 91697152,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9359309836290777,
                "total_bits": 95234560,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9627768006175756,
                "total_bits": 111748096,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9635723289102316,
                "total_bits": 132388864,
                "q_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9640443191165105,
                "total_bits": 132455936,
                "q_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 64,
                        "3": 64
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9741219391580671,
                "total_bits": 169089024,
                "q_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9749728362075984,
                "total_bits": 169221632,
                "q_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9772595694521442,
                "total_bits": 170671104,
                "q_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.978508663829416,
                "total_bits": 173039616,
                "q_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9813088357914239,
                "total_bits": 174398976,
                "q_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9821704558562487,
                "total_bits": 175225856,
                "q_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9828816369990818,
                "total_bits": 178728960,
                "q_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 64
                    },
                    "bits": [
                        5
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9839125487487763,
                "total_bits": 181067776,
                "q_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 32
                    },
                    "bits": [
                        5
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9902989501424599,
                "total_bits": 219944960,
                "q_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9902592992584687,
                "total_bits": 223010816,
                "q_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9920443899172824,
                "total_bits": 252975104,
                "q_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.992073233705014,
                "total_bits": 265314304,
                "q_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "8": 32
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9950874516216572,
                "total_bits": 336861184,
                "q_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            }
        ],
        "model.layers.0.block_sparse_moe": [
            {
                "accuracy": 0.9297207260970026,
                "total_bits": 3157926400,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "6": 32,
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        6,
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.2,
                        0.75
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9281771467067301,
                "total_bits": 3268026880,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "6": 32,
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        6,
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.2,
                        0.75
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9335562952328473,
                "total_bits": 3652411392,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.3,
                        0.7
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "5": 32,
                        "3": 32
                    },
                    "bits": [
                        5,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9347508195787668,
                "total_bits": 4098056192,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.3,
                        0.7
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9755654628388584,
                "total_bits": 4621411072,
                "w1": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        8,
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9767723897239193,
                "total_bits": 4737212416,
                "w1": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        8,
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9791414072969928,
                "total_bits": 5093868288,
                "w1": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9886202476336621,
                "total_bits": 5824164608,
                "w1": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9886968625360169,
                "total_bits": 5910044672,
                "w1": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 32
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9884249803726561,
                "total_bits": 6006579968,
                "w1": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        8,
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.989469520340208,
                "total_bits": 6122381312,
                "w1": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        8,
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9941615229763556,
                "total_bits": 7391748864,
                "w1": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        8,
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.993995212164009,
                "total_bits": 7507550208,
                "w1": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        8,
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9965037330257474,
                "total_bits": 8550425344,
                "w1": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9964883503998863,
                "total_bits": 8877312000,
                "w1": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.15,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9968428940192098,
                "total_bits": 9674229760,
                "w1": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9979338288903818,
                "total_bits": 11318396928,
                "w1": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            }
        ],
        "model.layers.1.self_attn": [
            {
                "accuracy": 0.9101027622818947,
                "total_bits": 89141248,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9176783342845738,
                "total_bits": 91697152,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9302044911310077,
                "total_bits": 95234560,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9498919011093676,
                "total_bits": 111748096,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9521815881598741,
                "total_bits": 132388864,
                "q_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9556737744715065,
                "total_bits": 132455936,
                "q_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 64,
                        "3": 64
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9604022798594087,
                "total_bits": 169089024,
                "q_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9653653311543167,
                "total_bits": 169221632,
                "q_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9530960347037762,
                "total_bits": 170671104,
                "q_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9550264198333025,
                "total_bits": 173039616,
                "q_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9769198963185772,
                "total_bits": 174398976,
                "q_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9799150977050886,
                "total_bits": 175225856,
                "q_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9779008355690166,
                "total_bits": 178728960,
                "q_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 64
                    },
                    "bits": [
                        5
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9813078461447731,
                "total_bits": 181067776,
                "q_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 32
                    },
                    "bits": [
                        5
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9870176782715134,
                "total_bits": 219944960,
                "q_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9892573690740392,
                "total_bits": 223010816,
                "q_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9884048785897903,
                "total_bits": 252975104,
                "q_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9920507544302382,
                "total_bits": 265314304,
                "q_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "8": 32
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9936903981433716,
                "total_bits": 336861184,
                "q_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            }
        ],
        "model.layers.1.block_sparse_moe": [
            {
                "accuracy": 0.9550696986261755,
                "total_bits": 3157926400,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "6": 32,
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        6,
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.2,
                        0.75
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9584692632779479,
                "total_bits": 3268026880,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "6": 32,
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        6,
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.2,
                        0.75
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9575837410520762,
                "total_bits": 3652411392,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.3,
                        0.7
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "5": 32,
                        "3": 32
                    },
                    "bits": [
                        5,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9575866758823395,
                "total_bits": 4098056192,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.3,
                        0.7
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9937243207095889,
                "total_bits": 4621411072,
                "w1": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        8,
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9945068468223326,
                "total_bits": 4737212416,
                "w1": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        8,
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9945219070796156,
                "total_bits": 5093868288,
                "w1": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9985960042140505,
                "total_bits": 5824164608,
                "w1": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9977961845543177,
                "total_bits": 5910044672,
                "w1": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 32
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9987556370542734,
                "total_bits": 6006579968,
                "w1": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        8,
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9975449180856231,
                "total_bits": 6122381312,
                "w1": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        8,
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9990867403466837,
                "total_bits": 7391748864,
                "w1": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        8,
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9985376286040264,
                "total_bits": 7507550208,
                "w1": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        8,
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9992276473240054,
                "total_bits": 8550425344,
                "w1": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9991707176905038,
                "total_bits": 8877312000,
                "w1": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.15,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9991655363592145,
                "total_bits": 9674229760,
                "w1": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9994226377330051,
                "total_bits": 11318396928,
                "w1": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            }
        ],
        "model.layers.2.self_attn": [
            {
                "accuracy": 0.9944658576569054,
                "total_bits": 89141248,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9945684182457626,
                "total_bits": 91697152,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9947735166933853,
                "total_bits": 95234560,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9951622574299108,
                "total_bits": 111748096,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9979484843352111,
                "total_bits": 132388864,
                "q_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9979553794692038,
                "total_bits": 132455936,
                "q_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 64,
                        "3": 64
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9982267534069251,
                "total_bits": 169089024,
                "q_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9982165970941423,
                "total_bits": 169221632,
                "q_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9981351982205524,
                "total_bits": 170671104,
                "q_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9981645648731501,
                "total_bits": 173039616,
                "q_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9986767301743384,
                "total_bits": 174398976,
                "q_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9987402104234206,
                "total_bits": 175225856,
                "q_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9987539635840221,
                "total_bits": 178728960,
                "q_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 64
                    },
                    "bits": [
                        5
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9988130669444217,
                "total_bits": 181067776,
                "q_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 32
                    },
                    "bits": [
                        5
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9992157377455442,
                "total_bits": 219944960,
                "q_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9992497163548251,
                "total_bits": 223010816,
                "q_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9992495001097268,
                "total_bits": 252975104,
                "q_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9992523800683557,
                "total_bits": 265314304,
                "q_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "8": 32
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.999358583434514,
                "total_bits": 336861184,
                "q_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            }
        ],
        "model.layers.2.block_sparse_moe": [
            {
                "accuracy": 0.9963811562629417,
                "total_bits": 3157926400,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "6": 32,
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        6,
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.2,
                        0.75
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9965000271622557,
                "total_bits": 3268026880,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "6": 32,
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        6,
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.2,
                        0.75
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9968428422580473,
                "total_bits": 3652411392,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.3,
                        0.7
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "5": 32,
                        "3": 32
                    },
                    "bits": [
                        5,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9969255136675201,
                "total_bits": 4098056192,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.3,
                        0.7
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9983367251043092,
                "total_bits": 4621411072,
                "w1": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        8,
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9984650619662716,
                "total_bits": 4737212416,
                "w1": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        8,
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9985688771266723,
                "total_bits": 5093868288,
                "w1": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9991705989486945,
                "total_bits": 5824164608,
                "w1": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9992391130545002,
                "total_bits": 5910044672,
                "w1": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 32
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9991638623105246,
                "total_bits": 6006579968,
                "w1": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        8,
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9992703826974321,
                "total_bits": 6122381312,
                "w1": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        8,
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.999580712239549,
                "total_bits": 7391748864,
                "w1": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        8,
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9996119804527552,
                "total_bits": 7507550208,
                "w1": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        8,
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9997610205382443,
                "total_bits": 8550425344,
                "w1": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9997689376232302,
                "total_bits": 8877312000,
                "w1": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.15,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9997843489245497,
                "total_bits": 9674229760,
                "w1": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9998739695101904,
                "total_bits": 11318396928,
                "w1": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            }
        ],
        "model.layers.3.self_attn": [
            {
                "accuracy": 0.9862573959399015,
                "total_bits": 89141248,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9863267206237651,
                "total_bits": 91697152,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9859573178109713,
                "total_bits": 95234560,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9865202591754496,
                "total_bits": 111748096,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9948571201821323,
                "total_bits": 132388864,
                "q_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9951752419001423,
                "total_bits": 132455936,
                "q_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 64,
                        "3": 64
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9951726045110263,
                "total_bits": 169089024,
                "q_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9954839875135804,
                "total_bits": 169221632,
                "q_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9960176174790831,
                "total_bits": 170671104,
                "q_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9960548712406307,
                "total_bits": 173039616,
                "q_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.997533600369934,
                "total_bits": 174398976,
                "q_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9976056916639209,
                "total_bits": 175225856,
                "q_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9976553235101164,
                "total_bits": 178728960,
                "q_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 64
                    },
                    "bits": [
                        5
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9976503418220091,
                "total_bits": 181067776,
                "q_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 32
                    },
                    "bits": [
                        5
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9979052469134331,
                "total_bits": 219944960,
                "q_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9977742360060802,
                "total_bits": 223010816,
                "q_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9979353657763568,
                "total_bits": 252975104,
                "q_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9979856770223705,
                "total_bits": 265314304,
                "q_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "8": 32
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9984386474097846,
                "total_bits": 336861184,
                "q_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            }
        ],
        "model.layers.3.block_sparse_moe": [
            {
                "accuracy": 0.9948969026154373,
                "total_bits": 3157926400,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "6": 32,
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        6,
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.2,
                        0.75
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9950595787086058,
                "total_bits": 3268026880,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "6": 32,
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        6,
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.2,
                        0.75
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9955562632821966,
                "total_bits": 3652411392,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.3,
                        0.7
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "5": 32,
                        "3": 32
                    },
                    "bits": [
                        5,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9956778004125226,
                "total_bits": 4098056192,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.3,
                        0.7
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.997614565611002,
                "total_bits": 4621411072,
                "w1": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        8,
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9978048185512307,
                "total_bits": 4737212416,
                "w1": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        8,
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9979515957238618,
                "total_bits": 5093868288,
                "w1": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9988073761414853,
                "total_bits": 5824164608,
                "w1": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9989068487884651,
                "total_bits": 5910044672,
                "w1": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 32
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9987969018147851,
                "total_bits": 6006579968,
                "w1": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        8,
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.998953556172637,
                "total_bits": 6122381312,
                "w1": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        8,
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9993957945825969,
                "total_bits": 7391748864,
                "w1": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        8,
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9994450607809995,
                "total_bits": 7507550208,
                "w1": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        8,
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9996532780733105,
                "total_bits": 8550425344,
                "w1": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9996660856950257,
                "total_bits": 8877312000,
                "w1": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.15,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9996876456862083,
                "total_bits": 9674229760,
                "w1": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9998152903563096,
                "total_bits": 11318396928,
                "w1": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            }
        ],
        "model.layers.4.self_attn": [
            {
                "accuracy": 0.9872261063428596,
                "total_bits": 89141248,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9875273449579254,
                "total_bits": 91697152,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.988515169126913,
                "total_bits": 95234560,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9892847664887086,
                "total_bits": 111748096,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9928465782140847,
                "total_bits": 132388864,
                "q_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9924660592223518,
                "total_bits": 132455936,
                "q_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 64,
                        "3": 64
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9931498371006455,
                "total_bits": 169089024,
                "q_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9928616317920387,
                "total_bits": 169221632,
                "q_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9940639678970911,
                "total_bits": 170671104,
                "q_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9943057547789067,
                "total_bits": 173039616,
                "q_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9966871448414167,
                "total_bits": 174398976,
                "q_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9965274431160651,
                "total_bits": 175225856,
                "q_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9967745226458646,
                "total_bits": 178728960,
                "q_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 64
                    },
                    "bits": [
                        5
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9966515872511081,
                "total_bits": 181067776,
                "q_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 32
                    },
                    "bits": [
                        5
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.997164365457138,
                "total_bits": 219944960,
                "q_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9973855209100293,
                "total_bits": 223010816,
                "q_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9972172295674682,
                "total_bits": 252975104,
                "q_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9972956887650071,
                "total_bits": 265314304,
                "q_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "8": 32
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9975225847010734,
                "total_bits": 336861184,
                "q_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            }
        ],
        "model.layers.4.block_sparse_moe": [
            {
                "accuracy": 0.9925155104720034,
                "total_bits": 3157926400,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "6": 32,
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        6,
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.2,
                        0.75
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9927894710272085,
                "total_bits": 3268026880,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "6": 32,
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        6,
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.2,
                        0.75
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9935893121000845,
                "total_bits": 3652411392,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.3,
                        0.7
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "5": 32,
                        "3": 32
                    },
                    "bits": [
                        5,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9937727165815886,
                "total_bits": 4098056192,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.3,
                        0.7
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9965256727009546,
                "total_bits": 4621411072,
                "w1": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        8,
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9968032104079612,
                "total_bits": 4737212416,
                "w1": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        8,
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9970290741330246,
                "total_bits": 5093868288,
                "w1": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.998255021739169,
                "total_bits": 5824164608,
                "w1": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9983964334533084,
                "total_bits": 5910044672,
                "w1": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 32
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9982491572882282,
                "total_bits": 6006579968,
                "w1": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        8,
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9984752420059522,
                "total_bits": 6122381312,
                "w1": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        8,
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9991218329087133,
                "total_bits": 7391748864,
                "w1": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        8,
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9991928840463515,
                "total_bits": 7507550208,
                "w1": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        8,
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9994961029460683,
                "total_bits": 8550425344,
                "w1": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9995153385043523,
                "total_bits": 8877312000,
                "w1": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.15,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9995490592536953,
                "total_bits": 9674229760,
                "w1": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9997349818186194,
                "total_bits": 11318396928,
                "w1": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            }
        ],
        "model.layers.5.self_attn": [
            {
                "accuracy": 0.9867098149261437,
                "total_bits": 89141248,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9869790715747513,
                "total_bits": 91697152,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9875350958900526,
                "total_bits": 95234560,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9887874642736278,
                "total_bits": 111748096,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9929508982750122,
                "total_bits": 132388864,
                "q_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9930408188665751,
                "total_bits": 132455936,
                "q_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 64,
                        "3": 64
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9936315855593421,
                "total_bits": 169089024,
                "q_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9937167129246518,
                "total_bits": 169221632,
                "q_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9953537007968407,
                "total_bits": 170671104,
                "q_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9961193519266089,
                "total_bits": 173039616,
                "q_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9963547895022202,
                "total_bits": 174398976,
                "q_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9966876252292423,
                "total_bits": 175225856,
                "q_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9965786788088735,
                "total_bits": 178728960,
                "q_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 64
                    },
                    "bits": [
                        5
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9969385629956378,
                "total_bits": 181067776,
                "q_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 32
                    },
                    "bits": [
                        5
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9974594528757734,
                "total_bits": 219944960,
                "q_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9975419712282019,
                "total_bits": 223010816,
                "q_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9975632527493872,
                "total_bits": 252975104,
                "q_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9977824849411263,
                "total_bits": 265314304,
                "q_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "8": 32
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9978393362616771,
                "total_bits": 336861184,
                "q_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            }
        ],
        "model.layers.5.block_sparse_moe": [
            {
                "accuracy": 0.9897705873299856,
                "total_bits": 3157926400,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "6": 32,
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        6,
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.2,
                        0.75
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9901312051224522,
                "total_bits": 3268026880,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "6": 32,
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        6,
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.2,
                        0.75
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9912680717534386,
                "total_bits": 3652411392,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.3,
                        0.7
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "5": 32,
                        "3": 32
                    },
                    "bits": [
                        5,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9915269756456837,
                "total_bits": 4098056192,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.3,
                        0.7
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.995244379286305,
                "total_bits": 4621411072,
                "w1": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        8,
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9956232441036263,
                "total_bits": 4737212416,
                "w1": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        8,
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9959388982242672,
                "total_bits": 5093868288,
                "w1": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9976129926508293,
                "total_bits": 5824164608,
                "w1": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9978100502485177,
                "total_bits": 5910044672,
                "w1": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 32
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9976046562806005,
                "total_bits": 6006579968,
                "w1": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        8,
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9979148709971923,
                "total_bits": 6122381312,
                "w1": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        8,
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9987997257376264,
                "total_bits": 7391748864,
                "w1": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        8,
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9989023878442822,
                "total_bits": 7507550208,
                "w1": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        8,
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9993159311488853,
                "total_bits": 8550425344,
                "w1": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9993409943053848,
                "total_bits": 8877312000,
                "w1": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.15,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.999388523727248,
                "total_bits": 9674229760,
                "w1": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.99964627305053,
                "total_bits": 11318396928,
                "w1": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            }
        ],
        "model.layers.6.self_attn": [
            {
                "accuracy": 0.987127099535428,
                "total_bits": 89141248,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9874843394500203,
                "total_bits": 91697152,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9883111580274999,
                "total_bits": 95234560,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9899487314396538,
                "total_bits": 111748096,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9932943901512772,
                "total_bits": 132388864,
                "q_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9935472913493868,
                "total_bits": 132455936,
                "q_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 64,
                        "3": 64
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9942976413003635,
                "total_bits": 169089024,
                "q_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9946176632947754,
                "total_bits": 169221632,
                "q_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9938924105081242,
                "total_bits": 170671104,
                "q_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.993928777083056,
                "total_bits": 173039616,
                "q_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9962586681067478,
                "total_bits": 174398976,
                "q_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9964213917119196,
                "total_bits": 175225856,
                "q_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9965534523071256,
                "total_bits": 178728960,
                "q_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 64
                    },
                    "bits": [
                        5
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9966533146216534,
                "total_bits": 181067776,
                "q_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 32
                    },
                    "bits": [
                        5
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9975582635815954,
                "total_bits": 219944960,
                "q_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9977142648422159,
                "total_bits": 223010816,
                "q_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.997686812923348,
                "total_bits": 252975104,
                "q_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9978552780594327,
                "total_bits": 265314304,
                "q_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "8": 32
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9981253417936387,
                "total_bits": 336861184,
                "q_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            }
        ],
        "model.layers.6.block_sparse_moe": [
            {
                "accuracy": 0.9876099791727029,
                "total_bits": 3157926400,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "6": 32,
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        6,
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.2,
                        0.75
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9880385542055592,
                "total_bits": 3268026880,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "6": 32,
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        6,
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.2,
                        0.75
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9894833791186102,
                "total_bits": 3652411392,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.3,
                        0.7
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "5": 32,
                        "3": 32
                    },
                    "bits": [
                        5,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9898059682454914,
                "total_bits": 4098056192,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.3,
                        0.7
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9942598155757878,
                "total_bits": 4621411072,
                "w1": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        8,
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9947171967069153,
                "total_bits": 4737212416,
                "w1": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        8,
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9951146547537064,
                "total_bits": 5093868288,
                "w1": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.997117155828164,
                "total_bits": 5824164608,
                "w1": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9973549176356755,
                "total_bits": 5910044672,
                "w1": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 32
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9971082690026378,
                "total_bits": 6006579968,
                "w1": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        8,
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9974829991260776,
                "total_bits": 6122381312,
                "w1": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        8,
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9985515911248513,
                "total_bits": 7391748864,
                "w1": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        8,
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9986690940422704,
                "total_bits": 7507550208,
                "w1": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        8,
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9991718782366661,
                "total_bits": 8550425344,
                "w1": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9992016736105143,
                "total_bits": 8877312000,
                "w1": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.15,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9992613818612881,
                "total_bits": 9674229760,
                "w1": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9995663747049548,
                "total_bits": 11318396928,
                "w1": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            }
        ],
        "model.layers.7.self_attn": [
            {
                "accuracy": 0.9784367552492768,
                "total_bits": 89141248,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9786362645681947,
                "total_bits": 91697152,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9798921877518296,
                "total_bits": 95234560,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9815472280606627,
                "total_bits": 111748096,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9897402837523259,
                "total_bits": 132388864,
                "q_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9902183162630536,
                "total_bits": 132455936,
                "q_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 64,
                        "3": 64
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9909639651887119,
                "total_bits": 169089024,
                "q_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9915032639401034,
                "total_bits": 169221632,
                "q_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9923395752848592,
                "total_bits": 170671104,
                "q_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9923960217565764,
                "total_bits": 173039616,
                "q_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9943726513301954,
                "total_bits": 174398976,
                "q_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9944506768952124,
                "total_bits": 175225856,
                "q_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9945068433007691,
                "total_bits": 178728960,
                "q_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 64
                    },
                    "bits": [
                        5
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9948465147463139,
                "total_bits": 181067776,
                "q_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 32
                    },
                    "bits": [
                        5
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9962336539902026,
                "total_bits": 219944960,
                "q_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9961100493674167,
                "total_bits": 223010816,
                "q_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9963817258540075,
                "total_bits": 252975104,
                "q_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9963544621132314,
                "total_bits": 265314304,
                "q_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "8": 32
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9969871639914345,
                "total_bits": 336861184,
                "q_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            }
        ],
        "model.layers.7.block_sparse_moe": [
            {
                "accuracy": 0.9857383709168062,
                "total_bits": 3157926400,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "6": 32,
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        6,
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.2,
                        0.75
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9862177018658258,
                "total_bits": 3268026880,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "6": 32,
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        6,
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.2,
                        0.75
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9878443249617703,
                "total_bits": 3652411392,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.3,
                        0.7
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "5": 32,
                        "3": 32
                    },
                    "bits": [
                        5,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9882038609357551,
                "total_bits": 4098056192,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.3,
                        0.7
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9933748162293341,
                "total_bits": 4621411072,
                "w1": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        8,
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9939118386246264,
                "total_bits": 4737212416,
                "w1": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        8,
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9943460736249108,
                "total_bits": 5093868288,
                "w1": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9966826067393413,
                "total_bits": 5824164608,
                "w1": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9969466813054169,
                "total_bits": 5910044672,
                "w1": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 32
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9966516166459769,
                "total_bits": 6006579968,
                "w1": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        8,
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9970952325093094,
                "total_bits": 6122381312,
                "w1": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        8,
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9983182492724154,
                "total_bits": 7391748864,
                "w1": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        8,
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9984494154559798,
                "total_bits": 7507550208,
                "w1": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        8,
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9990286692918744,
                "total_bits": 8550425344,
                "w1": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9990620836688322,
                "total_bits": 8877312000,
                "w1": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.15,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9991264621967275,
                "total_bits": 9674229760,
                "w1": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.999470139389814,
                "total_bits": 11318396928,
                "w1": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            }
        ],
        "model.layers.8.self_attn": [
            {
                "accuracy": 0.9762418384198099,
                "total_bits": 89141248,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9767425651662052,
                "total_bits": 91697152,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.97772833914496,
                "total_bits": 95234560,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.979427037993446,
                "total_bits": 111748096,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9875031291157939,
                "total_bits": 132388864,
                "q_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9877140877069905,
                "total_bits": 132455936,
                "q_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 64,
                        "3": 64
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9888829530100338,
                "total_bits": 169089024,
                "q_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9890481901238672,
                "total_bits": 169221632,
                "q_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9917634002922568,
                "total_bits": 170671104,
                "q_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9914780150284059,
                "total_bits": 173039616,
                "q_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9929427026363555,
                "total_bits": 174398976,
                "q_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9930905153159983,
                "total_bits": 175225856,
                "q_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9930727550527081,
                "total_bits": 178728960,
                "q_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 64
                    },
                    "bits": [
                        5
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.993363048764877,
                "total_bits": 181067776,
                "q_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 32
                    },
                    "bits": [
                        5
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9942866972996853,
                "total_bits": 219944960,
                "q_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9944271156564355,
                "total_bits": 223010816,
                "q_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9944068439071998,
                "total_bits": 252975104,
                "q_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9946253055823036,
                "total_bits": 265314304,
                "q_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "8": 32
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9950428740121424,
                "total_bits": 336861184,
                "q_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            }
        ],
        "model.layers.8.block_sparse_moe": [
            {
                "accuracy": 0.9844100120826624,
                "total_bits": 3157926400,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "6": 32,
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        6,
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.2,
                        0.75
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9849351743469015,
                "total_bits": 3268026880,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "6": 32,
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        6,
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.2,
                        0.75
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9867742111673579,
                "total_bits": 3652411392,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.3,
                        0.7
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "5": 32,
                        "3": 32
                    },
                    "bits": [
                        5,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9871883824234828,
                "total_bits": 4098056192,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.3,
                        0.7
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9927490323316306,
                "total_bits": 4621411072,
                "w1": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        8,
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9933371421648189,
                "total_bits": 4737212416,
                "w1": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        8,
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9938512128137518,
                "total_bits": 5093868288,
                "w1": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9963640381029109,
                "total_bits": 5824164608,
                "w1": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9966563510533888,
                "total_bits": 5910044672,
                "w1": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 32
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9963399150292389,
                "total_bits": 6006579968,
                "w1": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        8,
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.996817099119653,
                "total_bits": 6122381312,
                "w1": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        8,
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9981595785575337,
                "total_bits": 7391748864,
                "w1": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        8,
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9983042448002379,
                "total_bits": 7507550208,
                "w1": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        8,
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9989359608662198,
                "total_bits": 8550425344,
                "w1": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.998974990361603,
                "total_bits": 8877312000,
                "w1": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.15,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9990515300523839,
                "total_bits": 9674229760,
                "w1": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9994230728389084,
                "total_bits": 11318396928,
                "w1": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            }
        ],
        "model.layers.9.self_attn": [
            {
                "accuracy": 0.9798314429353923,
                "total_bits": 89141248,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.980340225098189,
                "total_bits": 91697152,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9810796794481575,
                "total_bits": 95234560,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9834920495050028,
                "total_bits": 111748096,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9912050235725474,
                "total_bits": 132388864,
                "q_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9913809988356661,
                "total_bits": 132455936,
                "q_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 64,
                        "3": 64
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9933610103325918,
                "total_bits": 169089024,
                "q_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9935535261465702,
                "total_bits": 169221632,
                "q_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9944018447131384,
                "total_bits": 170671104,
                "q_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9950433608319145,
                "total_bits": 173039616,
                "q_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9959030572354095,
                "total_bits": 174398976,
                "q_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9961853785207495,
                "total_bits": 175225856,
                "q_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.996313409646973,
                "total_bits": 178728960,
                "q_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 64
                    },
                    "bits": [
                        5
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9965658199216705,
                "total_bits": 181067776,
                "q_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 32
                    },
                    "bits": [
                        5
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9971907341096085,
                "total_bits": 219944960,
                "q_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.997197229298763,
                "total_bits": 223010816,
                "q_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9974985474545974,
                "total_bits": 252975104,
                "q_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9975530734227505,
                "total_bits": 265314304,
                "q_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "8": 32
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9986280291050207,
                "total_bits": 336861184,
                "q_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            }
        ],
        "model.layers.9.block_sparse_moe": [
            {
                "accuracy": 0.9827036585193127,
                "total_bits": 3157926400,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "6": 32,
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        6,
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.2,
                        0.75
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9832711771014147,
                "total_bits": 3268026880,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "6": 32,
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        6,
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.2,
                        0.75
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9852868051966652,
                "total_bits": 3652411392,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.3,
                        0.7
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "5": 32,
                        "3": 32
                    },
                    "bits": [
                        5,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9857455478631891,
                "total_bits": 4098056192,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.3,
                        0.7
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9919551377824973,
                "total_bits": 4621411072,
                "w1": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        8,
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9926176689914428,
                "total_bits": 4737212416,
                "w1": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        8,
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9931918183283415,
                "total_bits": 5093868288,
                "w1": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9959209075168474,
                "total_bits": 5824164608,
                "w1": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9962474181375001,
                "total_bits": 5910044672,
                "w1": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 32
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.995941067187232,
                "total_bits": 6006579968,
                "w1": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        8,
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9964614596538013,
                "total_bits": 6122381312,
                "w1": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        8,
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9979609234942473,
                "total_bits": 7391748864,
                "w1": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        8,
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9981068111446803,
                "total_bits": 7507550208,
                "w1": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        8,
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9988163157067902,
                "total_bits": 8550425344,
                "w1": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.99886291083385,
                "total_bits": 8877312000,
                "w1": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.15,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.998948388172721,
                "total_bits": 9674229760,
                "w1": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.999354239411332,
                "total_bits": 11318396928,
                "w1": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            }
        ],
        "model.layers.10.self_attn": [
            {
                "accuracy": 0.9768867897801101,
                "total_bits": 89141248,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9774936769390479,
                "total_bits": 91697152,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9785769990412518,
                "total_bits": 95234560,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9813981087645516,
                "total_bits": 111748096,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9882385274977423,
                "total_bits": 132388864,
                "q_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9884258166421205,
                "total_bits": 132455936,
                "q_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 64,
                        "3": 64
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9903375874273479,
                "total_bits": 169089024,
                "q_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9904821862583049,
                "total_bits": 169221632,
                "q_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.992613169568358,
                "total_bits": 170671104,
                "q_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9933892121480312,
                "total_bits": 173039616,
                "q_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9938670939300209,
                "total_bits": 174398976,
                "q_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9940907954296563,
                "total_bits": 175225856,
                "q_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9942537941387855,
                "total_bits": 178728960,
                "q_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 64
                    },
                    "bits": [
                        5
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.994301939586876,
                "total_bits": 181067776,
                "q_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 32
                    },
                    "bits": [
                        5
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9962500890396768,
                "total_bits": 219944960,
                "q_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9962089665787062,
                "total_bits": 223010816,
                "q_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.996555227029603,
                "total_bits": 252975104,
                "q_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9964764317555819,
                "total_bits": 265314304,
                "q_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "8": 32
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9974236818961799,
                "total_bits": 336861184,
                "q_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            }
        ],
        "model.layers.10.block_sparse_moe": [
            {
                "accuracy": 0.9805310040828772,
                "total_bits": 3157926400,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "6": 32,
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        6,
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.2,
                        0.75
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9812180838780478,
                "total_bits": 3268026880,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "6": 32,
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        6,
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.2,
                        0.75
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9836389462579973,
                "total_bits": 3652411392,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.3,
                        0.7
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "5": 32,
                        "3": 32
                    },
                    "bits": [
                        5,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9841884897905402,
                "total_bits": 4098056192,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.3,
                        0.7
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9909301300358493,
                "total_bits": 4621411072,
                "w1": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        8,
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9916755932499655,
                "total_bits": 4737212416,
                "w1": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        8,
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9923701582010835,
                "total_bits": 5093868288,
                "w1": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9954057052236749,
                "total_bits": 5824164608,
                "w1": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9958055861934554,
                "total_bits": 5910044672,
                "w1": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 32
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.995417143611121,
                "total_bits": 6006579968,
                "w1": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        8,
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9960185153613565,
                "total_bits": 6122381312,
                "w1": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        8,
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9976933537618606,
                "total_bits": 7391748864,
                "w1": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        8,
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9978689297131496,
                "total_bits": 7507550208,
                "w1": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        8,
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9986566053485149,
                "total_bits": 8550425344,
                "w1": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9987134970724583,
                "total_bits": 8877312000,
                "w1": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.15,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9988179430474702,
                "total_bits": 9674229760,
                "w1": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9992678591115691,
                "total_bits": 11318396928,
                "w1": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            }
        ],
        "model.layers.11.self_attn": [
            {
                "accuracy": 0.9732816958567128,
                "total_bits": 89141248,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9738391182618216,
                "total_bits": 91697152,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9746833393583074,
                "total_bits": 95234560,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9776463211746886,
                "total_bits": 111748096,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9864865053677931,
                "total_bits": 132388864,
                "q_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9866718785488047,
                "total_bits": 132455936,
                "q_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 64,
                        "3": 64
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9889546712511219,
                "total_bits": 169089024,
                "q_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9891317306901328,
                "total_bits": 169221632,
                "q_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9909358585719019,
                "total_bits": 170671104,
                "q_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9906594350468367,
                "total_bits": 173039616,
                "q_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9931316784059163,
                "total_bits": 174398976,
                "q_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9933643657132052,
                "total_bits": 175225856,
                "q_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9935794050397817,
                "total_bits": 178728960,
                "q_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 64
                    },
                    "bits": [
                        5
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9935179538442753,
                "total_bits": 181067776,
                "q_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 32
                    },
                    "bits": [
                        5
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9942361088760663,
                "total_bits": 219944960,
                "q_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9946218488621525,
                "total_bits": 223010816,
                "q_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9945266345748678,
                "total_bits": 252975104,
                "q_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9947979883581866,
                "total_bits": 265314304,
                "q_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "8": 32
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9958233498182381,
                "total_bits": 336861184,
                "q_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            }
        ],
        "model.layers.11.block_sparse_moe": [
            {
                "accuracy": 0.9784623017767444,
                "total_bits": 3157926400,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "6": 32,
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        6,
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.2,
                        0.75
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9792359789134935,
                "total_bits": 3268026880,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "6": 32,
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        6,
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.2,
                        0.75
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9819522622274235,
                "total_bits": 3652411392,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.3,
                        0.7
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "5": 32,
                        "3": 32
                    },
                    "bits": [
                        5,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9825783856213093,
                "total_bits": 4098056192,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.3,
                        0.7
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9899221967207268,
                "total_bits": 4621411072,
                "w1": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        8,
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9907580791623332,
                "total_bits": 4737212416,
                "w1": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        8,
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9915605284040794,
                "total_bits": 5093868288,
                "w1": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9948648784775287,
                "total_bits": 5824164608,
                "w1": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9953218756127171,
                "total_bits": 5910044672,
                "w1": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 32
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.994904994906392,
                "total_bits": 6006579968,
                "w1": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        8,
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9955703331797849,
                "total_bits": 6122381312,
                "w1": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        8,
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9974276375869522,
                "total_bits": 7391748864,
                "w1": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        8,
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.997618814202724,
                "total_bits": 7507550208,
                "w1": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        8,
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9984889160914463,
                "total_bits": 8550425344,
                "w1": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9985526865857537,
                "total_bits": 8877312000,
                "w1": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.15,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9986724016489461,
                "total_bits": 9674229760,
                "w1": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9991556544191553,
                "total_bits": 11318396928,
                "w1": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            }
        ],
        "model.layers.12.self_attn": [
            {
                "accuracy": 0.9716639124089852,
                "total_bits": 89141248,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9728633826598525,
                "total_bits": 91697152,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9741959181847051,
                "total_bits": 95234560,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.977799913729541,
                "total_bits": 111748096,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9841856397106312,
                "total_bits": 132388864,
                "q_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9847290863399394,
                "total_bits": 132455936,
                "q_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 64,
                        "3": 64
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9868506855564192,
                "total_bits": 169089024,
                "q_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.987462225893978,
                "total_bits": 169221632,
                "q_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9878377158893272,
                "total_bits": 170671104,
                "q_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9889835285721347,
                "total_bits": 173039616,
                "q_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9912088437704369,
                "total_bits": 174398976,
                "q_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9915831436519511,
                "total_bits": 175225856,
                "q_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9917217583570164,
                "total_bits": 178728960,
                "q_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 64
                    },
                    "bits": [
                        5
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9923659208870959,
                "total_bits": 181067776,
                "q_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 32
                    },
                    "bits": [
                        5
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9935692491417285,
                "total_bits": 219944960,
                "q_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9937964342243504,
                "total_bits": 223010816,
                "q_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9938537317793816,
                "total_bits": 252975104,
                "q_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9941077905532438,
                "total_bits": 265314304,
                "q_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "8": 32
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9940472978632897,
                "total_bits": 336861184,
                "q_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            }
        ],
        "model.layers.12.block_sparse_moe": [
            {
                "accuracy": 0.976854297099635,
                "total_bits": 3157926400,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "6": 32,
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        6,
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.2,
                        0.75
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9777306823525578,
                "total_bits": 3268026880,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "6": 32,
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        6,
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.2,
                        0.75
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9805816330481321,
                "total_bits": 3652411392,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.3,
                        0.7
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "5": 32,
                        "3": 32
                    },
                    "bits": [
                        5,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9812426348798908,
                "total_bits": 4098056192,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.3,
                        0.7
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9891410527634434,
                "total_bits": 4621411072,
                "w1": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        8,
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9900628544273786,
                "total_bits": 4737212416,
                "w1": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        8,
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9909017165191472,
                "total_bits": 5093868288,
                "w1": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.994476727937581,
                "total_bits": 5824164608,
                "w1": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9949649258051068,
                "total_bits": 5910044672,
                "w1": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 32
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9944922129507177,
                "total_bits": 6006579968,
                "w1": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        8,
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9952271135116462,
                "total_bits": 6122381312,
                "w1": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        8,
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9972220109630143,
                "total_bits": 7391748864,
                "w1": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        8,
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9974200242286315,
                "total_bits": 7507550208,
                "w1": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        8,
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9983653209055774,
                "total_bits": 8550425344,
                "w1": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9984324355027638,
                "total_bits": 8877312000,
                "w1": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.15,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9985563466834719,
                "total_bits": 9674229760,
                "w1": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9990819203703722,
                "total_bits": 11318396928,
                "w1": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            }
        ],
        "model.layers.13.self_attn": [
            {
                "accuracy": 0.9718058367725462,
                "total_bits": 89141248,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9728975113248453,
                "total_bits": 91697152,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9749319882830605,
                "total_bits": 95234560,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9797523574670777,
                "total_bits": 111748096,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9853979029576294,
                "total_bits": 132388864,
                "q_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9855577994603664,
                "total_bits": 132455936,
                "q_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 64,
                        "3": 64
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9893670472083613,
                "total_bits": 169089024,
                "q_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9895685596275143,
                "total_bits": 169221632,
                "q_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9923465628526174,
                "total_bits": 170671104,
                "q_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9926447491452564,
                "total_bits": 173039616,
                "q_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9931920905073639,
                "total_bits": 174398976,
                "q_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9936541020870209,
                "total_bits": 175225856,
                "q_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9939586547552608,
                "total_bits": 178728960,
                "q_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 64
                    },
                    "bits": [
                        5
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9944100905850064,
                "total_bits": 181067776,
                "q_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 32
                    },
                    "bits": [
                        5
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9959589103091275,
                "total_bits": 219944960,
                "q_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9961531018925598,
                "total_bits": 223010816,
                "q_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9965775933815166,
                "total_bits": 252975104,
                "q_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9966979273449397,
                "total_bits": 265314304,
                "q_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "8": 32
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9973029832326574,
                "total_bits": 336861184,
                "q_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            }
        ],
        "model.layers.13.block_sparse_moe": [
            {
                "accuracy": 0.9733619849430397,
                "total_bits": 3157926400,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "6": 32,
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        6,
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.2,
                        0.75
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9743697310332209,
                "total_bits": 3268026880,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "6": 32,
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        6,
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.2,
                        0.75
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9775525595759973,
                "total_bits": 3652411392,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.3,
                        0.7
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "5": 32,
                        "3": 32
                    },
                    "bits": [
                        5,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9782872297801077,
                "total_bits": 4098056192,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.3,
                        0.7
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9874857580871321,
                "total_bits": 4621411072,
                "w1": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        8,
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9885491442400962,
                "total_bits": 4737212416,
                "w1": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        8,
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9894649055786431,
                "total_bits": 5093868288,
                "w1": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9936453972186428,
                "total_bits": 5824164608,
                "w1": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9942172845476307,
                "total_bits": 5910044672,
                "w1": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 32
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9936734270886518,
                "total_bits": 6006579968,
                "w1": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        8,
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9945248095318675,
                "total_bits": 6122381312,
                "w1": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        8,
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9968218132853508,
                "total_bits": 7391748864,
                "w1": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        8,
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9970889026881196,
                "total_bits": 7507550208,
                "w1": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        8,
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9981556679558707,
                "total_bits": 8550425344,
                "w1": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9982329706763267,
                "total_bits": 8877312000,
                "w1": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.15,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9983697236530134,
                "total_bits": 9674229760,
                "w1": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9990097443478589,
                "total_bits": 11318396928,
                "w1": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            }
        ],
        "model.layers.14.self_attn": [
            {
                "accuracy": 0.9658779067685828,
                "total_bits": 89141248,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9674482565606013,
                "total_bits": 91697152,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9697852415265515,
                "total_bits": 95234560,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9757716757012531,
                "total_bits": 111748096,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9835175689659081,
                "total_bits": 132388864,
                "q_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9838083549984731,
                "total_bits": 132455936,
                "q_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 64,
                        "3": 64
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9886026967433281,
                "total_bits": 169089024,
                "q_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9889591573155485,
                "total_bits": 169221632,
                "q_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9899338811519556,
                "total_bits": 170671104,
                "q_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9903764276532456,
                "total_bits": 173039616,
                "q_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9910385932598729,
                "total_bits": 174398976,
                "q_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9915241185808554,
                "total_bits": 175225856,
                "q_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9918074243760202,
                "total_bits": 178728960,
                "q_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 64
                    },
                    "bits": [
                        5
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9924139164213557,
                "total_bits": 181067776,
                "q_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 32
                    },
                    "bits": [
                        5
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9948204465035815,
                "total_bits": 219944960,
                "q_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9950632508844137,
                "total_bits": 223010816,
                "q_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9954900224984158,
                "total_bits": 252975104,
                "q_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9956836149067385,
                "total_bits": 265314304,
                "q_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "8": 32
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9963183181243949,
                "total_bits": 336861184,
                "q_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            }
        ],
        "model.layers.14.block_sparse_moe": [
            {
                "accuracy": 0.9708601334132254,
                "total_bits": 3157926400,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "6": 32,
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        6,
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.2,
                        0.75
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9719269970664755,
                "total_bits": 3268026880,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "6": 32,
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        6,
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.2,
                        0.75
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9754253883147612,
                "total_bits": 3652411392,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.3,
                        0.7
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "5": 32,
                        "3": 32
                    },
                    "bits": [
                        5,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9762633255450055,
                "total_bits": 4098056192,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.3,
                        0.7
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9862516549765132,
                "total_bits": 4621411072,
                "w1": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        8,
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9873996660462581,
                "total_bits": 4737212416,
                "w1": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        8,
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9884494738653302,
                "total_bits": 5093868288,
                "w1": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9929463176522404,
                "total_bits": 5824164608,
                "w1": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9935745161783416,
                "total_bits": 5910044672,
                "w1": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 32
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9930453741690144,
                "total_bits": 6006579968,
                "w1": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        8,
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9939516280719545,
                "total_bits": 6122381312,
                "w1": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        8,
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9964784517796943,
                "total_bits": 7391748864,
                "w1": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        8,
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9967502386862179,
                "total_bits": 7507550208,
                "w1": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        8,
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9979208535005455,
                "total_bits": 8550425344,
                "w1": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9980332114791963,
                "total_bits": 8877312000,
                "w1": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.15,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9981918178164051,
                "total_bits": 9674229760,
                "w1": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9988617248236551,
                "total_bits": 11318396928,
                "w1": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            }
        ],
        "model.layers.15.self_attn": [
            {
                "accuracy": 0.9598951407242566,
                "total_bits": 89141248,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9608402717858553,
                "total_bits": 91697152,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9631223594769835,
                "total_bits": 95234560,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9683299182215706,
                "total_bits": 111748096,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9812525934539735,
                "total_bits": 132388864,
                "q_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9818395978654735,
                "total_bits": 132455936,
                "q_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 64,
                        "3": 64
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9861308105755597,
                "total_bits": 169089024,
                "q_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9867218775907531,
                "total_bits": 169221632,
                "q_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9876812277361751,
                "total_bits": 170671104,
                "q_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9880867940373719,
                "total_bits": 173039616,
                "q_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9895430139149539,
                "total_bits": 174398976,
                "q_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.989679712743964,
                "total_bits": 175225856,
                "q_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.990095671848394,
                "total_bits": 178728960,
                "q_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 64
                    },
                    "bits": [
                        5
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9904418420046568,
                "total_bits": 181067776,
                "q_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 32
                    },
                    "bits": [
                        5
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9948796194803435,
                "total_bits": 219944960,
                "q_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9953352217853535,
                "total_bits": 223010816,
                "q_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9956102023134008,
                "total_bits": 252975104,
                "q_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9961944477981888,
                "total_bits": 265314304,
                "q_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "8": 32
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9978282787342323,
                "total_bits": 336861184,
                "q_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            }
        ],
        "model.layers.15.block_sparse_moe": [
            {
                "accuracy": 0.9691714248619974,
                "total_bits": 3157926400,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "6": 32,
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        6,
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.2,
                        0.75
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9702613201225176,
                "total_bits": 3268026880,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "6": 32,
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        6,
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.2,
                        0.75
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9737301616696641,
                "total_bits": 3652411392,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.3,
                        0.7
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "5": 32,
                        "3": 32
                    },
                    "bits": [
                        5,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9745736382901669,
                "total_bits": 4098056192,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.3,
                        0.7
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9854064044193365,
                "total_bits": 4621411072,
                "w1": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        8,
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9866048632538877,
                "total_bits": 4737212416,
                "w1": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        8,
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9876449838629924,
                "total_bits": 5093868288,
                "w1": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9925515925569925,
                "total_bits": 5824164608,
                "w1": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9932047643815167,
                "total_bits": 5910044672,
                "w1": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 32
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9926153522101231,
                "total_bits": 6006579968,
                "w1": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        8,
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9935829095484223,
                "total_bits": 6122381312,
                "w1": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        8,
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9962849505100166,
                "total_bits": 7391748864,
                "w1": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        8,
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9965901180985384,
                "total_bits": 7507550208,
                "w1": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        8,
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9978461496793898,
                "total_bits": 8550425344,
                "w1": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.997946356801549,
                "total_bits": 8877312000,
                "w1": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.15,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9981056935503148,
                "total_bits": 9674229760,
                "w1": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9988590407410811,
                "total_bits": 11318396928,
                "w1": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            }
        ],
        "model.layers.16.self_attn": [
            {
                "accuracy": 0.9598889495246112,
                "total_bits": 89141248,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9608760587871075,
                "total_bits": 91697152,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9629755667410791,
                "total_bits": 95234560,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9680208858335391,
                "total_bits": 111748096,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9789455203572288,
                "total_bits": 132388864,
                "q_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9792723804712296,
                "total_bits": 132455936,
                "q_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 64,
                        "3": 64
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9834051479701884,
                "total_bits": 169089024,
                "q_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.983842701127287,
                "total_bits": 169221632,
                "q_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.985715526912827,
                "total_bits": 170671104,
                "q_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9858435359201394,
                "total_bits": 173039616,
                "q_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9897065342520364,
                "total_bits": 174398976,
                "q_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9900276425178163,
                "total_bits": 175225856,
                "q_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9906381697510369,
                "total_bits": 178728960,
                "q_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 64
                    },
                    "bits": [
                        5
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9908278103685006,
                "total_bits": 181067776,
                "q_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 32
                    },
                    "bits": [
                        5
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9939049042877741,
                "total_bits": 219944960,
                "q_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9938488466723356,
                "total_bits": 223010816,
                "q_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9945234121696558,
                "total_bits": 252975104,
                "q_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9943539516825695,
                "total_bits": 265314304,
                "q_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "8": 32
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9968916919606272,
                "total_bits": 336861184,
                "q_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            }
        ],
        "model.layers.16.block_sparse_moe": [
            {
                "accuracy": 0.9682015612488613,
                "total_bits": 3157926400,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "6": 32,
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        6,
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.2,
                        0.75
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9693311285227537,
                "total_bits": 3268026880,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "6": 32,
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        6,
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.2,
                        0.75
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9727683609817177,
                "total_bits": 3652411392,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.3,
                        0.7
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "5": 32,
                        "3": 32
                    },
                    "bits": [
                        5,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9736286704428494,
                "total_bits": 4098056192,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.3,
                        0.7
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9849233268760145,
                "total_bits": 4621411072,
                "w1": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        8,
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9861968534532934,
                "total_bits": 4737212416,
                "w1": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        8,
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9872438323800452,
                "total_bits": 5093868288,
                "w1": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9922863678075373,
                "total_bits": 5824164608,
                "w1": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.992965062148869,
                "total_bits": 5910044672,
                "w1": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 32
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9923670613789,
                "total_bits": 6006579968,
                "w1": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        8,
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.993372973636724,
                "total_bits": 6122381312,
                "w1": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        8,
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.996151413914049,
                "total_bits": 7391748864,
                "w1": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        8,
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9964547330746427,
                "total_bits": 7507550208,
                "w1": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        8,
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9977510719036218,
                "total_bits": 8550425344,
                "w1": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9978683534209267,
                "total_bits": 8877312000,
                "w1": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.15,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9980285512065166,
                "total_bits": 9674229760,
                "w1": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9987946433320758,
                "total_bits": 11318396928,
                "w1": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            }
        ],
        "model.layers.17.self_attn": [
            {
                "accuracy": 0.9652546119177714,
                "total_bits": 89141248,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9665583855239674,
                "total_bits": 91697152,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9689326498191804,
                "total_bits": 95234560,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9754699668847024,
                "total_bits": 111748096,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9815566384932026,
                "total_bits": 132388864,
                "q_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9821631959057413,
                "total_bits": 132455936,
                "q_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 64,
                        "3": 64
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9862390215275809,
                "total_bits": 169089024,
                "q_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9869165987474844,
                "total_bits": 169221632,
                "q_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9872633449849673,
                "total_bits": 170671104,
                "q_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9877971415990032,
                "total_bits": 173039616,
                "q_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9897361859912053,
                "total_bits": 174398976,
                "q_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9907610327354632,
                "total_bits": 175225856,
                "q_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9904963888111524,
                "total_bits": 178728960,
                "q_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 64
                    },
                    "bits": [
                        5
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9915321398584638,
                "total_bits": 181067776,
                "q_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 32
                    },
                    "bits": [
                        5
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9936577719345223,
                "total_bits": 219944960,
                "q_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9940114362398162,
                "total_bits": 223010816,
                "q_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9942427405912895,
                "total_bits": 252975104,
                "q_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9946479096252006,
                "total_bits": 265314304,
                "q_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "8": 32
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.994560317863943,
                "total_bits": 336861184,
                "q_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            }
        ],
        "model.layers.17.block_sparse_moe": [
            {
                "accuracy": 0.9633554914034903,
                "total_bits": 3157926400,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "6": 32,
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        6,
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.2,
                        0.75
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9646431932924315,
                "total_bits": 3268026880,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "6": 32,
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        6,
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.2,
                        0.75
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9686054969206452,
                "total_bits": 3652411392,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.3,
                        0.7
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "5": 32,
                        "3": 32
                    },
                    "bits": [
                        5,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9696279726922512,
                "total_bits": 4098056192,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.3,
                        0.7
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9826304273447022,
                "total_bits": 4621411072,
                "w1": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        8,
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.984066944627557,
                "total_bits": 4737212416,
                "w1": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        8,
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9853106148075312,
                "total_bits": 5093868288,
                "w1": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9910792141163256,
                "total_bits": 5824164608,
                "w1": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.991876453947043,
                "total_bits": 5910044672,
                "w1": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 32
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9912169154849835,
                "total_bits": 6006579968,
                "w1": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        8,
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9923580765316729,
                "total_bits": 6122381312,
                "w1": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        8,
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9955650509509724,
                "total_bits": 7391748864,
                "w1": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        8,
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9959134192031343,
                "total_bits": 7507550208,
                "w1": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        8,
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9973933109286008,
                "total_bits": 8550425344,
                "w1": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9975315201591002,
                "total_bits": 8877312000,
                "w1": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.15,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9977222549787257,
                "total_bits": 9674229760,
                "w1": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9985860726956162,
                "total_bits": 11318396928,
                "w1": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            }
        ],
        "model.layers.18.self_attn": [
            {
                "accuracy": 0.9638975525740534,
                "total_bits": 89141248,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9654396760743111,
                "total_bits": 91697152,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9678373724455014,
                "total_bits": 95234560,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9730450249044225,
                "total_bits": 111748096,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9809695675503463,
                "total_bits": 132388864,
                "q_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9814462659414858,
                "total_bits": 132455936,
                "q_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 64,
                        "3": 64
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9853731042239815,
                "total_bits": 169089024,
                "q_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9859756304649636,
                "total_bits": 169221632,
                "q_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9881521078641526,
                "total_bits": 170671104,
                "q_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.988608610292431,
                "total_bits": 173039616,
                "q_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.990250974718947,
                "total_bits": 174398976,
                "q_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9911267736461014,
                "total_bits": 175225856,
                "q_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9911744139972143,
                "total_bits": 178728960,
                "q_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 64
                    },
                    "bits": [
                        5
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9920425291347783,
                "total_bits": 181067776,
                "q_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 32
                    },
                    "bits": [
                        5
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9941620948666241,
                "total_bits": 219944960,
                "q_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9951329990290105,
                "total_bits": 223010816,
                "q_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9947313340380788,
                "total_bits": 252975104,
                "q_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9958021498896414,
                "total_bits": 265314304,
                "q_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "8": 32
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9964672116038855,
                "total_bits": 336861184,
                "q_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            }
        ],
        "model.layers.18.block_sparse_moe": [
            {
                "accuracy": 0.9623552211560309,
                "total_bits": 3157926400,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "6": 32,
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        6,
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.2,
                        0.75
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.963728912640363,
                "total_bits": 3268026880,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "6": 32,
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        6,
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.2,
                        0.75
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9675144896609709,
                "total_bits": 3652411392,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.3,
                        0.7
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "5": 32,
                        "3": 32
                    },
                    "bits": [
                        5,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9685099974740297,
                "total_bits": 4098056192,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.3,
                        0.7
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9821191254304722,
                "total_bits": 4621411072,
                "w1": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        8,
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9835985536919907,
                "total_bits": 4737212416,
                "w1": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        8,
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9847956041921861,
                "total_bits": 5093868288,
                "w1": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9907875783392228,
                "total_bits": 5824164608,
                "w1": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9916168716154061,
                "total_bits": 5910044672,
                "w1": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 32
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9909518297645263,
                "total_bits": 6006579968,
                "w1": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        8,
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9921345425827894,
                "total_bits": 6122381312,
                "w1": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        8,
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9954415097890887,
                "total_bits": 7391748864,
                "w1": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        8,
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9958170752215665,
                "total_bits": 7507550208,
                "w1": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        8,
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9973406260542106,
                "total_bits": 8550425344,
                "w1": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.997487746673869,
                "total_bits": 8877312000,
                "w1": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.15,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.997673463090905,
                "total_bits": 9674229760,
                "w1": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9985946395245264,
                "total_bits": 11318396928,
                "w1": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            }
        ],
        "model.layers.19.self_attn": [
            {
                "accuracy": 0.9642254007048905,
                "total_bits": 89141248,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.965473968652077,
                "total_bits": 91697152,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.967069749138318,
                "total_bits": 95234560,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9717407950665802,
                "total_bits": 111748096,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9814381825271994,
                "total_bits": 132388864,
                "q_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9821965411538258,
                "total_bits": 132455936,
                "q_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 64,
                        "3": 64
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9860491849831305,
                "total_bits": 169089024,
                "q_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9869819169980474,
                "total_bits": 169221632,
                "q_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9883775005000643,
                "total_bits": 170671104,
                "q_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9890629293513484,
                "total_bits": 173039616,
                "q_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.991218012815807,
                "total_bits": 174398976,
                "q_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9918120209185872,
                "total_bits": 175225856,
                "q_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.992090966028627,
                "total_bits": 178728960,
                "q_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 64
                    },
                    "bits": [
                        5
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9927199460507836,
                "total_bits": 181067776,
                "q_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 32
                    },
                    "bits": [
                        5
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9951351420604624,
                "total_bits": 219944960,
                "q_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9955098219506908,
                "total_bits": 223010816,
                "q_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9958570773742395,
                "total_bits": 252975104,
                "q_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9962615729164099,
                "total_bits": 265314304,
                "q_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "8": 32
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9972864793380722,
                "total_bits": 336861184,
                "q_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            }
        ],
        "model.layers.19.block_sparse_moe": [
            {
                "accuracy": 0.9619931008201092,
                "total_bits": 3157926400,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "6": 32,
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        6,
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.2,
                        0.75
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9633444861974567,
                "total_bits": 3268026880,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "6": 32,
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        6,
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.2,
                        0.75
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9668911747867242,
                "total_bits": 3652411392,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.3,
                        0.7
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "5": 32,
                        "3": 32
                    },
                    "bits": [
                        5,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9678693863097578,
                "total_bits": 4098056192,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.3,
                        0.7
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9818668041843921,
                "total_bits": 4621411072,
                "w1": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        8,
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9833362879580818,
                "total_bits": 4737212416,
                "w1": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        8,
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.984482902858872,
                "total_bits": 5093868288,
                "w1": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9906201416742988,
                "total_bits": 5824164608,
                "w1": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9914521575556137,
                "total_bits": 5910044672,
                "w1": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 32
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9908130952971987,
                "total_bits": 6006579968,
                "w1": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        8,
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.991987152810907,
                "total_bits": 6122381312,
                "w1": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        8,
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9953516131208744,
                "total_bits": 7391748864,
                "w1": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        8,
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.995694135024678,
                "total_bits": 7507550208,
                "w1": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        8,
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9972500338335522,
                "total_bits": 8550425344,
                "w1": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9974091355979908,
                "total_bits": 8877312000,
                "w1": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.15,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9975858665857231,
                "total_bits": 9674229760,
                "w1": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9985011442695395,
                "total_bits": 11318396928,
                "w1": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            }
        ],
        "model.layers.20.self_attn": [
            {
                "accuracy": 0.9690313785104081,
                "total_bits": 89141248,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9700517675373703,
                "total_bits": 91697152,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.972161706420593,
                "total_bits": 95234560,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9770984599599615,
                "total_bits": 111748096,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9840478294645436,
                "total_bits": 132388864,
                "q_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9843573961406946,
                "total_bits": 132455936,
                "q_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 64,
                        "3": 64
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9881748375482857,
                "total_bits": 169089024,
                "q_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9886249702540226,
                "total_bits": 169221632,
                "q_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9911043812171556,
                "total_bits": 170671104,
                "q_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9914522641920485,
                "total_bits": 173039616,
                "q_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9916677389701363,
                "total_bits": 174398976,
                "q_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9920692253217567,
                "total_bits": 175225856,
                "q_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9924701834679581,
                "total_bits": 178728960,
                "q_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 64
                    },
                    "bits": [
                        5
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9928627233020961,
                "total_bits": 181067776,
                "q_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 32
                    },
                    "bits": [
                        5
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9942603065574076,
                "total_bits": 219944960,
                "q_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9948797937249765,
                "total_bits": 223010816,
                "q_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9947726856917143,
                "total_bits": 252975104,
                "q_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9951651278825011,
                "total_bits": 265314304,
                "q_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "8": 32
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9949376104632393,
                "total_bits": 336861184,
                "q_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            }
        ],
        "model.layers.20.block_sparse_moe": [
            {
                "accuracy": 0.9643370630219579,
                "total_bits": 3157926400,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "6": 32,
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        6,
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.2,
                        0.75
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9655173511710018,
                "total_bits": 3268026880,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "6": 32,
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        6,
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.2,
                        0.75
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9684516764245927,
                "total_bits": 3652411392,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.3,
                        0.7
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "5": 32,
                        "3": 32
                    },
                    "bits": [
                        5,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.969274576054886,
                "total_bits": 4098056192,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.3,
                        0.7
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9829133020830341,
                "total_bits": 4621411072,
                "w1": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        8,
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9842903491808102,
                "total_bits": 4737212416,
                "w1": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        8,
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9852189826779068,
                "total_bits": 5093868288,
                "w1": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9912488448317163,
                "total_bits": 5824164608,
                "w1": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.992012602626346,
                "total_bits": 5910044672,
                "w1": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 32
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9913560803397559,
                "total_bits": 6006579968,
                "w1": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        8,
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9924782991874963,
                "total_bits": 6122381312,
                "w1": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        8,
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9956497178936843,
                "total_bits": 7391748864,
                "w1": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        8,
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9960309115995187,
                "total_bits": 7507550208,
                "w1": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        8,
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9974867673590779,
                "total_bits": 8550425344,
                "w1": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9976222737168428,
                "total_bits": 8877312000,
                "w1": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.15,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9977681911259424,
                "total_bits": 9674229760,
                "w1": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9987157742580166,
                "total_bits": 11318396928,
                "w1": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            }
        ],
        "model.layers.21.self_attn": [
            {
                "accuracy": 0.974516554037109,
                "total_bits": 89141248,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9754850229946896,
                "total_bits": 91697152,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9772131148492917,
                "total_bits": 95234560,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9810526976361871,
                "total_bits": 111748096,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9863347998470999,
                "total_bits": 132388864,
                "q_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9861773765878752,
                "total_bits": 132455936,
                "q_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 64,
                        "3": 64
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9894904437242076,
                "total_bits": 169089024,
                "q_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9891971127944998,
                "total_bits": 169221632,
                "q_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9918738814012613,
                "total_bits": 170671104,
                "q_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.992245864297729,
                "total_bits": 173039616,
                "q_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9933894410496578,
                "total_bits": 174398976,
                "q_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.993984912201995,
                "total_bits": 175225856,
                "q_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9941040912235621,
                "total_bits": 178728960,
                "q_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 64
                    },
                    "bits": [
                        5
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9944650417892262,
                "total_bits": 181067776,
                "q_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 32
                    },
                    "bits": [
                        5
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9963540627213661,
                "total_bits": 219944960,
                "q_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9968092670605984,
                "total_bits": 223010816,
                "q_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9968342378851958,
                "total_bits": 252975104,
                "q_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9973960954957874,
                "total_bits": 265314304,
                "q_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "8": 32
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9978611352562439,
                "total_bits": 336861184,
                "q_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            }
        ],
        "model.layers.21.block_sparse_moe": [
            {
                "accuracy": 0.9694525462109596,
                "total_bits": 3157926400,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "6": 32,
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        6,
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.2,
                        0.75
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9704754953272641,
                "total_bits": 3268026880,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "6": 32,
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        6,
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.2,
                        0.75
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9729262692853808,
                "total_bits": 3652411392,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.3,
                        0.7
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "5": 32,
                        "3": 32
                    },
                    "bits": [
                        5,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9735855290200561,
                "total_bits": 4098056192,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.3,
                        0.7
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9853887770441361,
                "total_bits": 4621411072,
                "w1": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        8,
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9865972213447094,
                "total_bits": 4737212416,
                "w1": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        8,
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9873083977145143,
                "total_bits": 5093868288,
                "w1": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9925450597947929,
                "total_bits": 5824164608,
                "w1": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9931946803990286,
                "total_bits": 5910044672,
                "w1": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 32
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.992580557562178,
                "total_bits": 6006579968,
                "w1": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        8,
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.993570540449582,
                "total_bits": 6122381312,
                "w1": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        8,
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9962567716720514,
                "total_bits": 7391748864,
                "w1": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        8,
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9965973108046455,
                "total_bits": 7507550208,
                "w1": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        8,
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9978147156434716,
                "total_bits": 8550425344,
                "w1": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9979220018649357,
                "total_bits": 8877312000,
                "w1": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.15,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9980290887251613,
                "total_bits": 9674229760,
                "w1": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9988270964677213,
                "total_bits": 11318396928,
                "w1": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            }
        ],
        "model.layers.22.self_attn": [
            {
                "accuracy": 0.9757383967516944,
                "total_bits": 89141248,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9769530619960278,
                "total_bits": 91697152,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9784884061664343,
                "total_bits": 95234560,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9819578991737217,
                "total_bits": 111748096,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9875254661310464,
                "total_bits": 132388864,
                "q_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9878852587426081,
                "total_bits": 132455936,
                "q_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 64,
                        "3": 64
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9901138957357034,
                "total_bits": 169089024,
                "q_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9905271888710558,
                "total_bits": 169221632,
                "q_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9919398476486094,
                "total_bits": 170671104,
                "q_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9924827391514555,
                "total_bits": 173039616,
                "q_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9940553151536733,
                "total_bits": 174398976,
                "q_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9945153854205273,
                "total_bits": 175225856,
                "q_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.994539341336349,
                "total_bits": 178728960,
                "q_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 64
                    },
                    "bits": [
                        5
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9950825131090824,
                "total_bits": 181067776,
                "q_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 32
                    },
                    "bits": [
                        5
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9957390838681022,
                "total_bits": 219944960,
                "q_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9962816083134385,
                "total_bits": 223010816,
                "q_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.996104131147149,
                "total_bits": 252975104,
                "q_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9966547543735942,
                "total_bits": 265314304,
                "q_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "8": 32
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9969208347756648,
                "total_bits": 336861184,
                "q_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            }
        ],
        "model.layers.22.block_sparse_moe": [
            {
                "accuracy": 0.9705282696522772,
                "total_bits": 3157926400,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "6": 32,
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        6,
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.2,
                        0.75
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9715437851846218,
                "total_bits": 3268026880,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "6": 32,
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        6,
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.2,
                        0.75
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9737778927665204,
                "total_bits": 3652411392,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.3,
                        0.7
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "5": 32,
                        "3": 32
                    },
                    "bits": [
                        5,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9743908604141325,
                "total_bits": 4098056192,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.3,
                        0.7
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9858911221963353,
                "total_bits": 4621411072,
                "w1": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        8,
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9870161592843942,
                "total_bits": 4737212416,
                "w1": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        8,
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9876684569753706,
                "total_bits": 5093868288,
                "w1": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9928005180263426,
                "total_bits": 5824164608,
                "w1": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9934200041170698,
                "total_bits": 5910044672,
                "w1": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 32
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9928546015871689,
                "total_bits": 6006579968,
                "w1": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        8,
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9937866795808077,
                "total_bits": 6122381312,
                "w1": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        8,
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9964120536169503,
                "total_bits": 7391748864,
                "w1": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        8,
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9967451883858303,
                "total_bits": 7507550208,
                "w1": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        8,
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9979457428780734,
                "total_bits": 8550425344,
                "w1": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9980471195158316,
                "total_bits": 8877312000,
                "w1": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.15,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.99814890466223,
                "total_bits": 9674229760,
                "w1": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.998972453558963,
                "total_bits": 11318396928,
                "w1": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            }
        ],
        "model.layers.23.self_attn": [
            {
                "accuracy": 0.97510978335049,
                "total_bits": 89141248,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9761316411895677,
                "total_bits": 91697152,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9782969671068713,
                "total_bits": 95234560,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9818661538884044,
                "total_bits": 111748096,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9876187924528494,
                "total_bits": 132388864,
                "q_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.988011356559582,
                "total_bits": 132455936,
                "q_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 64,
                        "3": 64
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9906895787571557,
                "total_bits": 169089024,
                "q_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9911796079250053,
                "total_bits": 169221632,
                "q_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9920738429063931,
                "total_bits": 170671104,
                "q_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9924565255059861,
                "total_bits": 173039616,
                "q_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9938284179661423,
                "total_bits": 174398976,
                "q_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9943146411678754,
                "total_bits": 175225856,
                "q_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9944339674548246,
                "total_bits": 178728960,
                "q_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 64
                    },
                    "bits": [
                        5
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9949969256122131,
                "total_bits": 181067776,
                "q_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 32
                    },
                    "bits": [
                        5
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9964403026679065,
                "total_bits": 219944960,
                "q_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.996813204314094,
                "total_bits": 223010816,
                "q_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9968669221998425,
                "total_bits": 252975104,
                "q_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9973258979734965,
                "total_bits": 265314304,
                "q_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "8": 32
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9981126280545141,
                "total_bits": 336861184,
                "q_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            }
        ],
        "model.layers.23.block_sparse_moe": [
            {
                "accuracy": 0.9711226751096547,
                "total_bits": 3157926400,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "6": 32,
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        6,
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.2,
                        0.75
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9721075547859073,
                "total_bits": 3268026880,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "6": 32,
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        6,
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.2,
                        0.75
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9741813780274242,
                "total_bits": 3652411392,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.3,
                        0.7
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "5": 32,
                        "3": 32
                    },
                    "bits": [
                        5,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9747774620773271,
                "total_bits": 4098056192,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.3,
                        0.7
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.986137094150763,
                "total_bits": 4621411072,
                "w1": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        8,
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9872455724398606,
                "total_bits": 4737212416,
                "w1": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        8,
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9878612611209974,
                "total_bits": 5093868288,
                "w1": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.992895621311618,
                "total_bits": 5824164608,
                "w1": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9935134606785141,
                "total_bits": 5910044672,
                "w1": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 32
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.992980400507804,
                "total_bits": 6006579968,
                "w1": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        8,
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9938890976773109,
                "total_bits": 6122381312,
                "w1": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        8,
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9964657255768543,
                "total_bits": 7391748864,
                "w1": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        8,
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.996790932607837,
                "total_bits": 7507550208,
                "w1": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        8,
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9979609303845791,
                "total_bits": 8550425344,
                "w1": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9980668452917598,
                "total_bits": 8877312000,
                "w1": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.15,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9981629547473858,
                "total_bits": 9674229760,
                "w1": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9989576995249081,
                "total_bits": 11318396928,
                "w1": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            }
        ],
        "model.layers.24.self_attn": [
            {
                "accuracy": 0.9754062794381753,
                "total_bits": 89141248,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9761313456110656,
                "total_bits": 91697152,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9788872646167874,
                "total_bits": 95234560,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9820823473855853,
                "total_bits": 111748096,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9877084112376906,
                "total_bits": 132388864,
                "q_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9881575229228474,
                "total_bits": 132455936,
                "q_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 64,
                        "3": 64
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9905027116765268,
                "total_bits": 169089024,
                "q_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9910123603185639,
                "total_bits": 169221632,
                "q_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9924621569807641,
                "total_bits": 170671104,
                "q_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9934856412874069,
                "total_bits": 173039616,
                "q_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9935231671261135,
                "total_bits": 174398976,
                "q_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9939751503115986,
                "total_bits": 175225856,
                "q_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9942154998716433,
                "total_bits": 178728960,
                "q_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 64
                    },
                    "bits": [
                        5
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9955069173302036,
                "total_bits": 181067776,
                "q_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 32
                    },
                    "bits": [
                        5
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9954014542745426,
                "total_bits": 219944960,
                "q_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9972204289661022,
                "total_bits": 223010816,
                "q_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9957213618035894,
                "total_bits": 252975104,
                "q_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9977950174943544,
                "total_bits": 265314304,
                "q_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "8": 32
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9969048014318105,
                "total_bits": 336861184,
                "q_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            }
        ],
        "model.layers.24.block_sparse_moe": [
            {
                "accuracy": 0.9712943391641602,
                "total_bits": 3157926400,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "6": 32,
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        6,
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.2,
                        0.75
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9722996418131515,
                "total_bits": 3268026880,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "6": 32,
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        6,
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.2,
                        0.75
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9742354997433722,
                "total_bits": 3652411392,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.3,
                        0.7
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "5": 32,
                        "3": 32
                    },
                    "bits": [
                        5,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9748029245529324,
                "total_bits": 4098056192,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.3,
                        0.7
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9862080454477109,
                "total_bits": 4621411072,
                "w1": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        8,
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9873234905535355,
                "total_bits": 4737212416,
                "w1": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        8,
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.987890925782267,
                "total_bits": 5093868288,
                "w1": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9929099019209389,
                "total_bits": 5824164608,
                "w1": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9935216046578716,
                "total_bits": 5910044672,
                "w1": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 32
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.993012198159704,
                "total_bits": 6006579968,
                "w1": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        8,
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9939125353121199,
                "total_bits": 6122381312,
                "w1": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        8,
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9964652109338203,
                "total_bits": 7391748864,
                "w1": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        8,
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9967795363045298,
                "total_bits": 7507550208,
                "w1": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        8,
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.997930089768488,
                "total_bits": 8550425344,
                "w1": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.998049131652806,
                "total_bits": 8877312000,
                "w1": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.15,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.99813710062881,
                "total_bits": 9674229760,
                "w1": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9989125277643325,
                "total_bits": 11318396928,
                "w1": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            }
        ],
        "model.layers.25.self_attn": [
            {
                "accuracy": 0.9769511808408424,
                "total_bits": 89141248,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9778101723641157,
                "total_bits": 91697152,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9796153177740052,
                "total_bits": 95234560,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9837871378986165,
                "total_bits": 111748096,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9881071168347262,
                "total_bits": 132388864,
                "q_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9884805988986045,
                "total_bits": 132455936,
                "q_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 64,
                        "3": 64
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.991468753782101,
                "total_bits": 169089024,
                "q_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9919365695968736,
                "total_bits": 169221632,
                "q_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9919305942312349,
                "total_bits": 170671104,
                "q_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.992476192797767,
                "total_bits": 173039616,
                "q_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9939800503489096,
                "total_bits": 174398976,
                "q_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9944065783929545,
                "total_bits": 175225856,
                "q_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9946725199988578,
                "total_bits": 178728960,
                "q_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 64
                    },
                    "bits": [
                        5
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9949700787838083,
                "total_bits": 181067776,
                "q_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 32
                    },
                    "bits": [
                        5
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9968450089363614,
                "total_bits": 219944960,
                "q_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9971355198940728,
                "total_bits": 223010816,
                "q_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9973787113849539,
                "total_bits": 252975104,
                "q_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9977059766533785,
                "total_bits": 265314304,
                "q_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "8": 32
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9983476092675119,
                "total_bits": 336861184,
                "q_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            }
        ],
        "model.layers.25.block_sparse_moe": [
            {
                "accuracy": 0.9707701532170177,
                "total_bits": 3157926400,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "6": 32,
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        6,
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.2,
                        0.75
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9718008304480463,
                "total_bits": 3268026880,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "6": 32,
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        6,
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.2,
                        0.75
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9737291291821748,
                "total_bits": 3652411392,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.3,
                        0.7
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "5": 32,
                        "3": 32
                    },
                    "bits": [
                        5,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9743041541660205,
                "total_bits": 4098056192,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.3,
                        0.7
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9859414076199755,
                "total_bits": 4621411072,
                "w1": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        8,
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9871028158231638,
                "total_bits": 4737212416,
                "w1": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        8,
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9876812842558138,
                "total_bits": 5093868288,
                "w1": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9927658510277979,
                "total_bits": 5824164608,
                "w1": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9934085314162076,
                "total_bits": 5910044672,
                "w1": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 32
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9928816467581782,
                "total_bits": 6006579968,
                "w1": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        8,
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9938122332387138,
                "total_bits": 6122381312,
                "w1": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        8,
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9964017828315264,
                "total_bits": 7391748864,
                "w1": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        8,
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9967320603027474,
                "total_bits": 7507550208,
                "w1": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        8,
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9979005963832606,
                "total_bits": 8550425344,
                "w1": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.998020553481183,
                "total_bits": 8877312000,
                "w1": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.15,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9981105079205008,
                "total_bits": 9674229760,
                "w1": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9989066115667811,
                "total_bits": 11318396928,
                "w1": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            }
        ],
        "model.layers.26.self_attn": [
            {
                "accuracy": 0.9769302151398733,
                "total_bits": 89141248,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9779673995217308,
                "total_bits": 91697152,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9799957510549575,
                "total_bits": 95234560,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.984057828609366,
                "total_bits": 111748096,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9883890831260942,
                "total_bits": 132388864,
                "q_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9885852386942133,
                "total_bits": 132455936,
                "q_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 64,
                        "3": 64
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.991650238778675,
                "total_bits": 169089024,
                "q_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9918833602860104,
                "total_bits": 169221632,
                "q_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9930156714690384,
                "total_bits": 170671104,
                "q_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9928045315900818,
                "total_bits": 173039616,
                "q_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9939677222573664,
                "total_bits": 174398976,
                "q_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9945086748048197,
                "total_bits": 175225856,
                "q_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9945903474581428,
                "total_bits": 178728960,
                "q_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 64
                    },
                    "bits": [
                        5
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9951075561402831,
                "total_bits": 181067776,
                "q_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 32
                    },
                    "bits": [
                        5
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9965989888150943,
                "total_bits": 219944960,
                "q_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.996909705150756,
                "total_bits": 223010816,
                "q_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9970491444400977,
                "total_bits": 252975104,
                "q_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9974099666287657,
                "total_bits": 265314304,
                "q_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "8": 32
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9978710189607227,
                "total_bits": 336861184,
                "q_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            }
        ],
        "model.layers.26.block_sparse_moe": [
            {
                "accuracy": 0.9708559043938294,
                "total_bits": 3157926400,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "6": 32,
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        6,
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.2,
                        0.75
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9718690846348181,
                "total_bits": 3268026880,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "6": 32,
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        6,
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.2,
                        0.75
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9737505721859634,
                "total_bits": 3652411392,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.3,
                        0.7
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "5": 32,
                        "3": 32
                    },
                    "bits": [
                        5,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9743171551963314,
                "total_bits": 4098056192,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.3,
                        0.7
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9859845552709885,
                "total_bits": 4621411072,
                "w1": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        8,
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9871135331341065,
                "total_bits": 4737212416,
                "w1": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        8,
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.987678526493255,
                "total_bits": 5093868288,
                "w1": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9927747394540347,
                "total_bits": 5824164608,
                "w1": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9934258730500005,
                "total_bits": 5910044672,
                "w1": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 32
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9928989418549463,
                "total_bits": 6006579968,
                "w1": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        8,
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9938197490700986,
                "total_bits": 6122381312,
                "w1": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        8,
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9964128548745066,
                "total_bits": 7391748864,
                "w1": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        8,
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9967363718023989,
                "total_bits": 7507550208,
                "w1": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        8,
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9979119772979175,
                "total_bits": 8550425344,
                "w1": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9980395799357211,
                "total_bits": 8877312000,
                "w1": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.15,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9981288324270281,
                "total_bits": 9674229760,
                "w1": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9989384083892219,
                "total_bits": 11318396928,
                "w1": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            }
        ],
        "model.layers.27.self_attn": [
            {
                "accuracy": 0.9722887256648391,
                "total_bits": 89141248,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9728445269865915,
                "total_bits": 91697152,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9785263738594949,
                "total_bits": 95234560,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9817108873976395,
                "total_bits": 111748096,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9882307616062462,
                "total_bits": 132388864,
                "q_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9887114383163862,
                "total_bits": 132455936,
                "q_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 64,
                        "3": 64
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.991231783060357,
                "total_bits": 169089024,
                "q_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9918782988679595,
                "total_bits": 169221632,
                "q_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9917712130700238,
                "total_bits": 170671104,
                "q_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9924246149312239,
                "total_bits": 173039616,
                "q_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9941119209106546,
                "total_bits": 174398976,
                "q_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9944801462988835,
                "total_bits": 175225856,
                "q_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9945576794270892,
                "total_bits": 178728960,
                "q_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 64
                    },
                    "bits": [
                        5
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9951989818073343,
                "total_bits": 181067776,
                "q_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 32
                    },
                    "bits": [
                        5
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9969920296425698,
                "total_bits": 219944960,
                "q_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9972268059937051,
                "total_bits": 223010816,
                "q_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9974986645829631,
                "total_bits": 252975104,
                "q_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.997883669930161,
                "total_bits": 265314304,
                "q_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "8": 32
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9988626321064658,
                "total_bits": 336861184,
                "q_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            }
        ],
        "model.layers.27.block_sparse_moe": [
            {
                "accuracy": 0.9686178582487628,
                "total_bits": 3157926400,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "6": 32,
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        6,
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.2,
                        0.75
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9696952686645091,
                "total_bits": 3268026880,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "6": 32,
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        6,
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.2,
                        0.75
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9716630092589185,
                "total_bits": 3652411392,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.3,
                        0.7
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "5": 32,
                        "3": 32
                    },
                    "bits": [
                        5,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9722748863277957,
                "total_bits": 4098056192,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.3,
                        0.7
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9848405866650864,
                "total_bits": 4621411072,
                "w1": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        8,
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9860917779733427,
                "total_bits": 4737212416,
                "w1": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        8,
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9866974644246511,
                "total_bits": 5093868288,
                "w1": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9921437815937679,
                "total_bits": 5824164608,
                "w1": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9928590803174302,
                "total_bits": 5910044672,
                "w1": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 32
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.99230309802806,
                "total_bits": 6006579968,
                "w1": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        8,
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9933165311813354,
                "total_bits": 6122381312,
                "w1": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        8,
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9961130699957721,
                "total_bits": 7391748864,
                "w1": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        8,
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9964589495648397,
                "total_bits": 7507550208,
                "w1": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        8,
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9977176217289525,
                "total_bits": 8550425344,
                "w1": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9978652073405101,
                "total_bits": 8877312000,
                "w1": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.15,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9979611953312997,
                "total_bits": 9674229760,
                "w1": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9988168286945438,
                "total_bits": 11318396928,
                "w1": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            }
        ],
        "model.layers.28.self_attn": [
            {
                "accuracy": 0.9702570480294526,
                "total_bits": 89141248,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9713318044086918,
                "total_bits": 91697152,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9750349125824869,
                "total_bits": 95234560,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9792962595820427,
                "total_bits": 111748096,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9840929064666852,
                "total_bits": 132388864,
                "q_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.985659507336095,
                "total_bits": 132455936,
                "q_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 64,
                        "3": 64
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9873496621148661,
                "total_bits": 169089024,
                "q_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9893060014001094,
                "total_bits": 169221632,
                "q_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9914752957702149,
                "total_bits": 170671104,
                "q_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9919491627078969,
                "total_bits": 173039616,
                "q_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9931073197803926,
                "total_bits": 174398976,
                "q_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9936946208181325,
                "total_bits": 175225856,
                "q_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9939098085160367,
                "total_bits": 178728960,
                "q_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 64
                    },
                    "bits": [
                        5
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9944721674255561,
                "total_bits": 181067776,
                "q_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 32
                    },
                    "bits": [
                        5
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9954941142350435,
                "total_bits": 219944960,
                "q_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9954945574281737,
                "total_bits": 223010816,
                "q_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9958779853477608,
                "total_bits": 252975104,
                "q_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9957867493212689,
                "total_bits": 265314304,
                "q_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "8": 32
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9968069142341847,
                "total_bits": 336861184,
                "q_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            }
        ],
        "model.layers.28.block_sparse_moe": [
            {
                "accuracy": 0.9660216533811763,
                "total_bits": 3157926400,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "6": 32,
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        6,
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.2,
                        0.75
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9672414876986295,
                "total_bits": 3268026880,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "6": 32,
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        6,
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.2,
                        0.75
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9692904677940533,
                "total_bits": 3652411392,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.3,
                        0.7
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "5": 32,
                        "3": 32
                    },
                    "bits": [
                        5,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9699999999720603,
                "total_bits": 4098056192,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.3,
                        0.7
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9834853616193868,
                "total_bits": 4621411072,
                "w1": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        8,
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9848986913566478,
                "total_bits": 4737212416,
                "w1": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        8,
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9855836873175576,
                "total_bits": 5093868288,
                "w1": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9913633060350548,
                "total_bits": 5824164608,
                "w1": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9921531478466932,
                "total_bits": 5910044672,
                "w1": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 32
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9916085638396908,
                "total_bits": 6006579968,
                "w1": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        8,
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9927098595071584,
                "total_bits": 6122381312,
                "w1": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        8,
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9957394346856745,
                "total_bits": 7391748864,
                "w1": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        8,
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9960878535348456,
                "total_bits": 7507550208,
                "w1": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        8,
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9974427517445292,
                "total_bits": 8550425344,
                "w1": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9976255473447964,
                "total_bits": 8877312000,
                "w1": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.15,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9977340820696554,
                "total_bits": 9674229760,
                "w1": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.998613563759136,
                "total_bits": 11318396928,
                "w1": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            }
        ],
        "model.layers.29.self_attn": [
            {
                "accuracy": 0.9578998503275216,
                "total_bits": 89141248,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9590217664372176,
                "total_bits": 91697152,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9735570255434141,
                "total_bits": 95234560,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9785901223076507,
                "total_bits": 111748096,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9825466241454706,
                "total_bits": 132388864,
                "q_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9826786948833615,
                "total_bits": 132455936,
                "q_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 64,
                        "3": 64
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9866272140061483,
                "total_bits": 169089024,
                "q_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9866964046377689,
                "total_bits": 169221632,
                "q_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9892175021232106,
                "total_bits": 170671104,
                "q_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9907062551937997,
                "total_bits": 173039616,
                "q_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9917953007970937,
                "total_bits": 174398976,
                "q_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9925881025264971,
                "total_bits": 175225856,
                "q_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9929064122843556,
                "total_bits": 178728960,
                "q_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 64
                    },
                    "bits": [
                        5
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9937518253864255,
                "total_bits": 181067776,
                "q_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 32
                    },
                    "bits": [
                        5
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9960823760047788,
                "total_bits": 219944960,
                "q_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9964938697376056,
                "total_bits": 223010816,
                "q_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9967749224742875,
                "total_bits": 252975104,
                "q_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9975355144997593,
                "total_bits": 265314304,
                "q_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "8": 32
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9984061803334043,
                "total_bits": 336861184,
                "q_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            }
        ],
        "model.layers.29.block_sparse_moe": [
            {
                "accuracy": 0.9649057975038886,
                "total_bits": 3157926400,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "6": 32,
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        6,
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.2,
                        0.75
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9663082578917965,
                "total_bits": 3268026880,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "6": 32,
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        6,
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.2,
                        0.75
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9685752150835469,
                "total_bits": 3652411392,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.3,
                        0.7
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "5": 32,
                        "3": 32
                    },
                    "bits": [
                        5,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9693240644410253,
                "total_bits": 4098056192,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.3,
                        0.7
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9830049666925333,
                "total_bits": 4621411072,
                "w1": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        8,
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9844252837938257,
                "total_bits": 4737212416,
                "w1": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        8,
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.985214858490508,
                "total_bits": 5093868288,
                "w1": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9910750306444243,
                "total_bits": 5824164608,
                "w1": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9918544768297579,
                "total_bits": 5910044672,
                "w1": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 32
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9913741415657569,
                "total_bits": 6006579968,
                "w1": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        8,
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9924901697377209,
                "total_bits": 6122381312,
                "w1": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        8,
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9956214937119512,
                "total_bits": 7391748864,
                "w1": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        8,
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9959782613586867,
                "total_bits": 7507550208,
                "w1": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        8,
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9973659560200758,
                "total_bits": 8550425344,
                "w1": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9975548107904615,
                "total_bits": 8877312000,
                "w1": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.15,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9976797071431065,
                "total_bits": 9674229760,
                "w1": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9985724972648313,
                "total_bits": 11318396928,
                "w1": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            }
        ],
        "model.layers.30.self_attn": [
            {
                "accuracy": 0.9710410867119208,
                "total_bits": 89141248,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.972252398962155,
                "total_bits": 91697152,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9760136541444808,
                "total_bits": 95234560,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9817265543388203,
                "total_bits": 111748096,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9853594865417108,
                "total_bits": 132388864,
                "q_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.98613034223672,
                "total_bits": 132455936,
                "q_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 64,
                        "3": 64
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9896745394798927,
                "total_bits": 169089024,
                "q_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9908663289970718,
                "total_bits": 169221632,
                "q_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9913070596230682,
                "total_bits": 170671104,
                "q_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9918959189672023,
                "total_bits": 173039616,
                "q_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9929861129494384,
                "total_bits": 174398976,
                "q_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9933901033364236,
                "total_bits": 175225856,
                "q_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9939828109636437,
                "total_bits": 178728960,
                "q_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 64
                    },
                    "bits": [
                        5
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9942449378722813,
                "total_bits": 181067776,
                "q_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 32
                    },
                    "bits": [
                        5
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9965372496371856,
                "total_bits": 219944960,
                "q_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9964348357607378,
                "total_bits": 223010816,
                "q_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9972255087923259,
                "total_bits": 252975104,
                "q_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9971344004443381,
                "total_bits": 265314304,
                "q_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "8": 32
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9985104472070816,
                "total_bits": 336861184,
                "q_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            }
        ],
        "model.layers.30.block_sparse_moe": [
            {
                "accuracy": 0.9645290940534323,
                "total_bits": 3157926400,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "6": 32,
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        6,
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.2,
                        0.75
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9658060177462175,
                "total_bits": 3268026880,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "6": 32,
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        6,
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.2,
                        0.75
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9680092306807637,
                "total_bits": 3652411392,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.3,
                        0.7
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "5": 32,
                        "3": 32
                    },
                    "bits": [
                        5,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9687250489369035,
                "total_bits": 4098056192,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.3,
                        0.7
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9829527912079357,
                "total_bits": 4621411072,
                "w1": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        8,
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9844903356279247,
                "total_bits": 4737212416,
                "w1": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        8,
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.985259628680069,
                "total_bits": 5093868288,
                "w1": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9908957821317017,
                "total_bits": 5824164608,
                "w1": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9918106105760671,
                "total_bits": 5910044672,
                "w1": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 32
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.991317003761651,
                "total_bits": 6006579968,
                "w1": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        8,
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9924457657034509,
                "total_bits": 6122381312,
                "w1": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        8,
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9955439114419278,
                "total_bits": 7391748864,
                "w1": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        8,
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9958367633371381,
                "total_bits": 7507550208,
                "w1": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        8,
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9972112878895132,
                "total_bits": 8550425344,
                "w1": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9974610208737431,
                "total_bits": 8877312000,
                "w1": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.15,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9975805634021526,
                "total_bits": 9674229760,
                "w1": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9984043453296181,
                "total_bits": 11318396928,
                "w1": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            }
        ],
        "model.layers.31.self_attn": [
            {
                "accuracy": 0.9708723237272352,
                "total_bits": 89141248,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9724587784148753,
                "total_bits": 91697152,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9764061698224396,
                "total_bits": 95234560,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9814027970423922,
                "total_bits": 111748096,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9858969580964185,
                "total_bits": 132388864,
                "q_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9864086906891316,
                "total_bits": 132455936,
                "q_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 64,
                        "3": 64
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9900481890072115,
                "total_bits": 169089024,
                "q_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9908888509962708,
                "total_bits": 169221632,
                "q_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9915722351288423,
                "total_bits": 170671104,
                "q_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9921549826685805,
                "total_bits": 173039616,
                "q_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.993364321795525,
                "total_bits": 174398976,
                "q_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9937119962414727,
                "total_bits": 175225856,
                "q_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9942880219896324,
                "total_bits": 178728960,
                "q_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 64
                    },
                    "bits": [
                        5
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9945859604049474,
                "total_bits": 181067776,
                "q_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 32
                    },
                    "bits": [
                        5
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9964932765142294,
                "total_bits": 219944960,
                "q_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9966459433635464,
                "total_bits": 223010816,
                "q_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9970516974135535,
                "total_bits": 252975104,
                "q_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9972054769023089,
                "total_bits": 265314304,
                "q_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "8": 32
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9983068576839287,
                "total_bits": 336861184,
                "q_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            }
        ],
        "model.layers.31.block_sparse_moe": [
            {
                "accuracy": 0.9750059191137552,
                "total_bits": 3157926400,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "6": 32,
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        6,
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.2,
                        0.75
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9757630404783413,
                "total_bits": 3268026880,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "6": 32,
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        6,
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.2,
                        0.75
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9771607595030218,
                "total_bits": 3652411392,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.3,
                        0.7
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "5": 32,
                        "3": 32
                    },
                    "bits": [
                        5,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9776390286860988,
                "total_bits": 4098056192,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.3,
                        0.7
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9881387603818439,
                "total_bits": 4621411072,
                "w1": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        8,
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9890533249126747,
                "total_bits": 4737212416,
                "w1": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        8,
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9895549339125864,
                "total_bits": 5093868288,
                "w1": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9937143250717781,
                "total_bits": 5824164608,
                "w1": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9943115128262434,
                "total_bits": 5910044672,
                "w1": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 32
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9939679827657528,
                "total_bits": 6006579968,
                "w1": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        8,
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9946812028356362,
                "total_bits": 6122381312,
                "w1": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        8,
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9968794761225581,
                "total_bits": 7391748864,
                "w1": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        8,
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9970336268015672,
                "total_bits": 7507550208,
                "w1": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        8,
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.998051221613423,
                "total_bits": 8550425344,
                "w1": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9982040583563503,
                "total_bits": 8877312000,
                "w1": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.15,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9982862249089521,
                "total_bits": 9674229760,
                "w1": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9988375705070212,
                "total_bits": 11318396928,
                "w1": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            }
        ],
        "model.norm.norm": null,
        "lm_head.linear": null
    },
    "last_module_idx": 66
}