{
"measurement": {
"model.layers.0.self_attn": [
{
"accuracy": 0.898470863699913,
"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": 0.9143834153288289,
"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": 0.9215904007616796,
"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": 0.9505067422593895,
"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": 0.9509785706667524,
"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": 0.952682053768321,
"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": 0.9599510035232494,
"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": 0.9628269897871896,
"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": 0.9688003783751475,
"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": 0.9703727034165671,
"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": 0.9757234665908312,
"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": 0.978814239172559,
"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": 0.9776939761481787,
"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": 0.9811630125010484,
"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": 0.987185540020858,
"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": 0.9889181566571719,
"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": 0.9887332094245052,
"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": 0.9913762784072835,
"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": 0.9948545989188317,
"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.mlp": [
{
"accuracy": 0.8958325315462916,
"total_bits": 394740800,
"gate_proj": {
"group_size": {
"3": 64,
"2": 64
},
"bits": [
3,
2
],
"bits_prop": [
0.05,
0.95
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"3": 64,
"2": 64
},
"bits": [
3,
2
],
"bits_prop": [
0.05,
0.95
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"6": 32,
"3": 64,
"2": 64
},
"bits": [
6,
3,
2
],
"bits_prop": [
0.05,
0.2,
0.75
],
"scale_bits": 4
}
},
{
"accuracy": 0.8998656649338572,
"total_bits": 408503360,
"gate_proj": {
"group_size": {
"3": 64,
"2": 64
},
"bits": [
3,
2
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"3": 64,
"2": 64
},
"bits": [
3,
2
],
"bits_prop": [
0.25,
0.75
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"6": 32,
"3": 64,
"2": 64
},
"bits": [
6,
3,
2
],
"bits_prop": [
0.05,
0.2,
0.75
],
"scale_bits": 4
}
},
{
"accuracy": 0.919059341283221,
"total_bits": 456551424,
"gate_proj": {
"group_size": {
"3": 64,
"2": 64
},
"bits": [
3,
2
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"3": 64,
"2": 64
},
"bits": [
3,
2
],
"bits_prop": [
0.3,
0.7
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"5": 32,
"3": 32
},
"bits": [
5,
3
],
"bits_prop": [
0.05,
0.95
],
"scale_bits": 4
}
},
{
"accuracy": 0.9257560838994227,
"total_bits": 512257024,
"gate_proj": {
"group_size": {
"3": 64,
"2": 64
},
"bits": [
3,
2
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"3": 64,
"2": 64
},
"bits": [
3,
2
],
"bits_prop": [
0.3,
0.7
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"5": 32,
"4": 32
},
"bits": [
5,
4
],
"bits_prop": [
0.05,
0.95
],
"scale_bits": 4
}
},
{
"accuracy": 0.9519397247778743,
"total_bits": 577676384,
"gate_proj": {
"group_size": {
"4": 128,
"3": 128
},
"bits": [
4,
3
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"4": 128,
"3": 128
},
"bits": [
4,
3
],
"bits_prop": [
0.25,
0.75
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"8": 32,
"4": 128,
"3": 128
},
"bits": [
8,
4,
3
],
"bits_prop": [
0.05,
0.1,
0.85
],
"scale_bits": 4
}
},
{
"accuracy": 0.9556355380306119,
"total_bits": 592151552,
"gate_proj": {
"group_size": {
"4": 32,
"3": 32
},
"bits": [
4,
3
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"4": 32,
"3": 32
},
"bits": [
4,
3
],
"bits_prop": [
0.25,
0.75
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"8": 32,
"4": 32,
"3": 32
},
"bits": [
8,
4,
3
],
"bits_prop": [
0.05,
0.1,
0.85
],
"scale_bits": 4
}
},
{
"accuracy": 0.9647413779442248,
"total_bits": 636733536,
"gate_proj": {
"group_size": {
"4": 32,
"3": 32
},
"bits": [
4,
3
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"4": 32,
"3": 32
},
"bits": [
4,
3
],
"bits_prop": [
0.25,
0.75
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"8": 32,
"4": 128
},
"bits": [
8,
4
],
"bits_prop": [
0.05,
0.95
],
"scale_bits": 4
}
},
{
"accuracy": 0.9743821159201232,
"total_bits": 728020576,
"gate_proj": {
"group_size": {
"4": 128
},
"bits": [
4
],
"bits_prop": [
1
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"4": 32
},
"bits": [
4
],
"bits_prop": [
1
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"8": 32,
"4": 128
},
"bits": [
8,
4
],
"bits_prop": [
0.05,
0.95
],
"scale_bits": 4
}
},
{
"accuracy": 0.9768124082566876,
"total_bits": 738755584,
"gate_proj": {
"group_size": {
"4": 32
},
"bits": [
4
],
"bits_prop": [
1
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"4": 32
},
"bits": [
4
],
"bits_prop": [
1
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"8": 32,
"4": 32
},
"bits": [
8,
4
],
"bits_prop": [
0.05,
0.95
],
"scale_bits": 4
}
},
{
"accuracy": 0.9755978069611286,
"total_bits": 750822496,
"gate_proj": {
"group_size": {
"5": 128,
"4": 128
},
"bits": [
5,
4
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"5": 128,
"4": 128
},
"bits": [
5,
4
],
"bits_prop": [
0.25,
0.75
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"8": 32,
"5": 128,
"4": 128
},
"bits": [
8,
5,
4
],
"bits_prop": [
0.05,
0.1,
0.85
],
"scale_bits": 4
}
},
{
"accuracy": 0.9778549896651193,
"total_bits": 765297664,
"gate_proj": {
"group_size": {
"5": 32,
"4": 32
},
"bits": [
5,
4
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"5": 32,
"4": 32
},
"bits": [
5,
4
],
"bits_prop": [
0.25,
0.75
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"8": 32,
"5": 32,
"4": 32
},
"bits": [
8,
5,
4
],
"bits_prop": [
0.05,
0.1,
0.85
],
"scale_bits": 4
}
},
{
"accuracy": 0.9862976128137425,
"total_bits": 923968608,
"gate_proj": {
"group_size": {
"6": 128,
"5": 128
},
"bits": [
6,
5
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"6": 128,
"5": 128
},
"bits": [
6,
5
],
"bits_prop": [
0.25,
0.75
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"8": 32,
"6": 128,
"5": 128
},
"bits": [
8,
6,
5
],
"bits_prop": [
0.05,
0.1,
0.85
],
"scale_bits": 4
}
},
{
"accuracy": 0.986781424548673,
"total_bits": 938443776,
"gate_proj": {
"group_size": {
"6": 32,
"5": 32
},
"bits": [
6,
5
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"6": 32,
"5": 32
},
"bits": [
6,
5
],
"bits_prop": [
0.25,
0.75
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"8": 32,
"6": 32,
"5": 32
},
"bits": [
8,
6,
5
],
"bits_prop": [
0.05,
0.1,
0.85
],
"scale_bits": 4
}
},
{
"accuracy": 0.9904565487645174,
"total_bits": 1068803168,
"gate_proj": {
"group_size": {
"6": 128
},
"bits": [
6
],
"bits_prop": [
1
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"6": 128
},
"bits": [
6
],
"bits_prop": [
1
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"8": 32,
"6": 128
},
"bits": [
8,
6
],
"bits_prop": [
0.05,
0.95
],
"scale_bits": 4
}
},
{
"accuracy": 0.9910188204314756,
"total_bits": 1109664000,
"gate_proj": {
"group_size": {
"8": 128,
"6": 128
},
"bits": [
8,
6
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"8": 128,
"6": 128
},
"bits": [
8,
6
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"8": 128,
"6": 128
},
"bits": [
8,
6
],
"bits_prop": [
0.15,
0.85
],
"scale_bits": 4
}
},
{
"accuracy": 0.9921256429515779,
"total_bits": 1209278720,
"gate_proj": {
"group_size": {
"8": 128,
"6": 128
},
"bits": [
8,
6
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"8": 128,
"6": 128
},
"bits": [
8,
6
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"8": 128
},
"bits": [
8
],
"bits_prop": [
1
],
"scale_bits": 4
}
},
{
"accuracy": 0.992964371524163,
"total_bits": 1414799616,
"gate_proj": {
"group_size": {
"8": 128
},
"bits": [
8
],
"bits_prop": [
1
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"8": 128
},
"bits": [
8
],
"bits_prop": [
1
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"8": 128
},
"bits": [
8
],
"bits_prop": [
1
],
"scale_bits": 4
}
}
],
"model.layers.1.self_attn": [
{
"accuracy": 0.8812509547722966,
"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": 0.8923529555138788,
"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": 0.9059909009619763,
"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": 0.9349799634594667,
"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": 0.9357255897239635,
"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": 0.9406069034808561,
"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": 0.9465736509545853,
"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": 0.9527386764162465,
"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": 0.9624362780075324,
"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": 0.9636650232500151,
"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": 0.9702923059659568,
"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": 0.9747975394129753,
"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": 0.9721640402353123,
"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": 0.977209310978651,
"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": 0.984000443382875,
"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": 0.9871217586394203,
"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": 0.9861424893238827,
"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": 0.9914673183260387,
"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": 0.9942222393215879,
"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.mlp": [
{
"accuracy": 0.9510496202856302,
"total_bits": 394740800,
"gate_proj": {
"group_size": {
"3": 64,
"2": 64
},
"bits": [
3,
2
],
"bits_prop": [
0.05,
0.95
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"3": 64,
"2": 64
},
"bits": [
3,
2
],
"bits_prop": [
0.05,
0.95
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"6": 32,
"3": 64,
"2": 64
},
"bits": [
6,
3,
2
],
"bits_prop": [
0.05,
0.2,
0.75
],
"scale_bits": 4
}
},
{
"accuracy": 0.9560014387886775,
"total_bits": 408503360,
"gate_proj": {
"group_size": {
"3": 64,
"2": 64
},
"bits": [
3,
2
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"3": 64,
"2": 64
},
"bits": [
3,
2
],
"bits_prop": [
0.25,
0.75
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"6": 32,
"3": 64,
"2": 64
},
"bits": [
6,
3,
2
],
"bits_prop": [
0.05,
0.2,
0.75
],
"scale_bits": 4
}
},
{
"accuracy": 0.9632523442667565,
"total_bits": 456551424,
"gate_proj": {
"group_size": {
"3": 64,
"2": 64
},
"bits": [
3,
2
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"3": 64,
"2": 64
},
"bits": [
3,
2
],
"bits_prop": [
0.3,
0.7
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"5": 32,
"3": 32
},
"bits": [
5,
3
],
"bits_prop": [
0.05,
0.95
],
"scale_bits": 4
}
},
{
"accuracy": 0.9639448593615701,
"total_bits": 512257024,
"gate_proj": {
"group_size": {
"3": 64,
"2": 64
},
"bits": [
3,
2
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"3": 64,
"2": 64
},
"bits": [
3,
2
],
"bits_prop": [
0.3,
0.7
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"5": 32,
"4": 32
},
"bits": [
5,
4
],
"bits_prop": [
0.05,
0.95
],
"scale_bits": 4
}
},
{
"accuracy": 0.9890316932976834,
"total_bits": 577676384,
"gate_proj": {
"group_size": {
"4": 128,
"3": 128
},
"bits": [
4,
3
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"4": 128,
"3": 128
},
"bits": [
4,
3
],
"bits_prop": [
0.25,
0.75
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"8": 32,
"4": 128,
"3": 128
},
"bits": [
8,
4,
3
],
"bits_prop": [
0.05,
0.1,
0.85
],
"scale_bits": 4
}
},
{
"accuracy": 0.9894965665145335,
"total_bits": 592151552,
"gate_proj": {
"group_size": {
"4": 32,
"3": 32
},
"bits": [
4,
3
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"4": 32,
"3": 32
},
"bits": [
4,
3
],
"bits_prop": [
0.25,
0.75
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"8": 32,
"4": 32,
"3": 32
},
"bits": [
8,
4,
3
],
"bits_prop": [
0.05,
0.1,
0.85
],
"scale_bits": 4
}
},
{
"accuracy": 0.9908680080093051,
"total_bits": 636733536,
"gate_proj": {
"group_size": {
"4": 32,
"3": 32
},
"bits": [
4,
3
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"4": 32,
"3": 32
},
"bits": [
4,
3
],
"bits_prop": [
0.25,
0.75
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"8": 32,
"4": 128
},
"bits": [
8,
4
],
"bits_prop": [
0.05,
0.95
],
"scale_bits": 4
}
},
{
"accuracy": 0.9933085217336682,
"total_bits": 728020576,
"gate_proj": {
"group_size": {
"4": 128
},
"bits": [
4
],
"bits_prop": [
1
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"4": 32
},
"bits": [
4
],
"bits_prop": [
1
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"8": 32,
"4": 128
},
"bits": [
8,
4
],
"bits_prop": [
0.05,
0.95
],
"scale_bits": 4
}
},
{
"accuracy": 0.9930601440321066,
"total_bits": 738755584,
"gate_proj": {
"group_size": {
"4": 32
},
"bits": [
4
],
"bits_prop": [
1
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"4": 32
},
"bits": [
4
],
"bits_prop": [
1
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"8": 32,
"4": 32
},
"bits": [
8,
4
],
"bits_prop": [
0.05,
0.95
],
"scale_bits": 4
}
},
{
"accuracy": 0.9942302495473996,
"total_bits": 750822496,
"gate_proj": {
"group_size": {
"5": 128,
"4": 128
},
"bits": [
5,
4
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"5": 128,
"4": 128
},
"bits": [
5,
4
],
"bits_prop": [
0.25,
0.75
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"8": 32,
"5": 128,
"4": 128
},
"bits": [
8,
5,
4
],
"bits_prop": [
0.05,
0.1,
0.85
],
"scale_bits": 4
}
},
{
"accuracy": 0.9930792365799119,
"total_bits": 765297664,
"gate_proj": {
"group_size": {
"5": 32,
"4": 32
},
"bits": [
5,
4
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"5": 32,
"4": 32
},
"bits": [
5,
4
],
"bits_prop": [
0.25,
0.75
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"8": 32,
"5": 32,
"4": 32
},
"bits": [
8,
5,
4
],
"bits_prop": [
0.05,
0.1,
0.85
],
"scale_bits": 4
}
},
{
"accuracy": 0.9965635883395167,
"total_bits": 923968608,
"gate_proj": {
"group_size": {
"6": 128,
"5": 128
},
"bits": [
6,
5
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"6": 128,
"5": 128
},
"bits": [
6,
5
],
"bits_prop": [
0.25,
0.75
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"8": 32,
"6": 128,
"5": 128
},
"bits": [
8,
6,
5
],
"bits_prop": [
0.05,
0.1,
0.85
],
"scale_bits": 4
}
},
{
"accuracy": 0.996349728142377,
"total_bits": 938443776,
"gate_proj": {
"group_size": {
"6": 32,
"5": 32
},
"bits": [
6,
5
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"6": 32,
"5": 32
},
"bits": [
6,
5
],
"bits_prop": [
0.25,
0.75
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"8": 32,
"6": 32,
"5": 32
},
"bits": [
8,
6,
5
],
"bits_prop": [
0.05,
0.1,
0.85
],
"scale_bits": 4
}
},
{
"accuracy": 0.9974405745436487,
"total_bits": 1068803168,
"gate_proj": {
"group_size": {
"6": 128
},
"bits": [
6
],
"bits_prop": [
1
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"6": 128
},
"bits": [
6
],
"bits_prop": [
1
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"8": 32,
"6": 128
},
"bits": [
8,
6
],
"bits_prop": [
0.05,
0.95
],
"scale_bits": 4
}
},
{
"accuracy": 0.9974855482777409,
"total_bits": 1109664000,
"gate_proj": {
"group_size": {
"8": 128,
"6": 128
},
"bits": [
8,
6
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"8": 128,
"6": 128
},
"bits": [
8,
6
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"8": 128,
"6": 128
},
"bits": [
8,
6
],
"bits_prop": [
0.15,
0.85
],
"scale_bits": 4
}
},
{
"accuracy": 0.9976173536989862,
"total_bits": 1209278720,
"gate_proj": {
"group_size": {
"8": 128,
"6": 128
},
"bits": [
8,
6
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"8": 128,
"6": 128
},
"bits": [
8,
6
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"8": 128
},
"bits": [
8
],
"bits_prop": [
1
],
"scale_bits": 4
}
},
{
"accuracy": 0.997789798852816,
"total_bits": 1414799616,
"gate_proj": {
"group_size": {
"8": 128
},
"bits": [
8
],
"bits_prop": [
1
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"8": 128
},
"bits": [
8
],
"bits_prop": [
1
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"8": 128
},
"bits": [
8
],
"bits_prop": [
1
],
"scale_bits": 4
}
}
],
"model.layers.2.self_attn": [
{
"accuracy": 0.9871823117259497,
"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": 0.9881802486856223,
"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": 0.989785455289836,
"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": 0.9923245616526785,
"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": 0.9933335471310114,
"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": 0.9934252867977577,
"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": 0.995788308053498,
"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": 0.9959109191856298,
"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": 0.9962590692387159,
"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": 0.9963811926090306,
"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": 0.9964218011652854,
"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": 0.9967053554995035,
"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": 0.9973652368429803,
"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": 0.9975532055189098,
"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": 0.9985209463277562,
"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": 0.998654847234751,
"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": 0.9988156734402046,
"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": 0.9990744418096974,
"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": 0.9993990813328357,
"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.mlp": [
{
"accuracy": 0.9850432446937224,
"total_bits": 394740800,
"gate_proj": {
"group_size": {
"3": 64,
"2": 64
},
"bits": [
3,
2
],
"bits_prop": [
0.05,
0.95
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"3": 64,
"2": 64
},
"bits": [
3,
2
],
"bits_prop": [
0.05,
0.95
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"6": 32,
"3": 64,
"2": 64
},
"bits": [
6,
3,
2
],
"bits_prop": [
0.05,
0.2,
0.75
],
"scale_bits": 4
}
},
{
"accuracy": 0.985474267276004,
"total_bits": 408503360,
"gate_proj": {
"group_size": {
"3": 64,
"2": 64
},
"bits": [
3,
2
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"3": 64,
"2": 64
},
"bits": [
3,
2
],
"bits_prop": [
0.25,
0.75
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"6": 32,
"3": 64,
"2": 64
},
"bits": [
6,
3,
2
],
"bits_prop": [
0.05,
0.2,
0.75
],
"scale_bits": 4
}
},
{
"accuracy": 0.9878419332916996,
"total_bits": 456551424,
"gate_proj": {
"group_size": {
"3": 64,
"2": 64
},
"bits": [
3,
2
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"3": 64,
"2": 64
},
"bits": [
3,
2
],
"bits_prop": [
0.3,
0.7
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"5": 32,
"3": 32
},
"bits": [
5,
3
],
"bits_prop": [
0.05,
0.95
],
"scale_bits": 4
}
},
{
"accuracy": 0.9885810426264805,
"total_bits": 512257024,
"gate_proj": {
"group_size": {
"3": 64,
"2": 64
},
"bits": [
3,
2
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"3": 64,
"2": 64
},
"bits": [
3,
2
],
"bits_prop": [
0.3,
0.7
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"5": 32,
"4": 32
},
"bits": [
5,
4
],
"bits_prop": [
0.05,
0.95
],
"scale_bits": 4
}
},
{
"accuracy": 0.9925379242355886,
"total_bits": 577676384,
"gate_proj": {
"group_size": {
"4": 128,
"3": 128
},
"bits": [
4,
3
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"4": 128,
"3": 128
},
"bits": [
4,
3
],
"bits_prop": [
0.25,
0.75
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"8": 32,
"4": 128,
"3": 128
},
"bits": [
8,
4,
3
],
"bits_prop": [
0.05,
0.1,
0.85
],
"scale_bits": 4
}
},
{
"accuracy": 0.9931491062314691,
"total_bits": 592151552,
"gate_proj": {
"group_size": {
"4": 32,
"3": 32
},
"bits": [
4,
3
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"4": 32,
"3": 32
},
"bits": [
4,
3
],
"bits_prop": [
0.25,
0.75
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"8": 32,
"4": 32,
"3": 32
},
"bits": [
8,
4,
3
],
"bits_prop": [
0.05,
0.1,
0.85
],
"scale_bits": 4
}
},
{
"accuracy": 0.9941375860331678,
"total_bits": 636733536,
"gate_proj": {
"group_size": {
"4": 32,
"3": 32
},
"bits": [
4,
3
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"4": 32,
"3": 32
},
"bits": [
4,
3
],
"bits_prop": [
0.25,
0.75
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"8": 32,
"4": 128
},
"bits": [
8,
4
],
"bits_prop": [
0.05,
0.95
],
"scale_bits": 4
}
},
{
"accuracy": 0.9961181926743226,
"total_bits": 728020576,
"gate_proj": {
"group_size": {
"4": 128
},
"bits": [
4
],
"bits_prop": [
1
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"4": 32
},
"bits": [
4
],
"bits_prop": [
1
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"8": 32,
"4": 128
},
"bits": [
8,
4
],
"bits_prop": [
0.05,
0.95
],
"scale_bits": 4
}
},
{
"accuracy": 0.9965024911767901,
"total_bits": 738755584,
"gate_proj": {
"group_size": {
"4": 32
},
"bits": [
4
],
"bits_prop": [
1
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"4": 32
},
"bits": [
4
],
"bits_prop": [
1
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"8": 32,
"4": 32
},
"bits": [
8,
4
],
"bits_prop": [
0.05,
0.95
],
"scale_bits": 4
}
},
{
"accuracy": 0.996196999560772,
"total_bits": 750822496,
"gate_proj": {
"group_size": {
"5": 128,
"4": 128
},
"bits": [
5,
4
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"5": 128,
"4": 128
},
"bits": [
5,
4
],
"bits_prop": [
0.25,
0.75
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"8": 32,
"5": 128,
"4": 128
},
"bits": [
8,
5,
4
],
"bits_prop": [
0.05,
0.1,
0.85
],
"scale_bits": 4
}
},
{
"accuracy": 0.9966942067778866,
"total_bits": 765297664,
"gate_proj": {
"group_size": {
"5": 32,
"4": 32
},
"bits": [
5,
4
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"5": 32,
"4": 32
},
"bits": [
5,
4
],
"bits_prop": [
0.25,
0.75
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"8": 32,
"5": 32,
"4": 32
},
"bits": [
8,
5,
4
],
"bits_prop": [
0.05,
0.1,
0.85
],
"scale_bits": 4
}
},
{
"accuracy": 0.9980741805400037,
"total_bits": 923968608,
"gate_proj": {
"group_size": {
"6": 128,
"5": 128
},
"bits": [
6,
5
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"6": 128,
"5": 128
},
"bits": [
6,
5
],
"bits_prop": [
0.25,
0.75
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"8": 32,
"6": 128,
"5": 128
},
"bits": [
8,
6,
5
],
"bits_prop": [
0.05,
0.1,
0.85
],
"scale_bits": 4
}
},
{
"accuracy": 0.998241668242324,
"total_bits": 938443776,
"gate_proj": {
"group_size": {
"6": 32,
"5": 32
},
"bits": [
6,
5
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"6": 32,
"5": 32
},
"bits": [
6,
5
],
"bits_prop": [
0.25,
0.75
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"8": 32,
"6": 32,
"5": 32
},
"bits": [
8,
6,
5
],
"bits_prop": [
0.05,
0.1,
0.85
],
"scale_bits": 4
}
},
{
"accuracy": 0.9988786897263612,
"total_bits": 1068803168,
"gate_proj": {
"group_size": {
"6": 128
},
"bits": [
6
],
"bits_prop": [
1
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"6": 128
},
"bits": [
6
],
"bits_prop": [
1
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"8": 32,
"6": 128
},
"bits": [
8,
6
],
"bits_prop": [
0.05,
0.95
],
"scale_bits": 4
}
},
{
"accuracy": 0.9989477860408921,
"total_bits": 1109664000,
"gate_proj": {
"group_size": {
"8": 128,
"6": 128
},
"bits": [
8,
6
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"8": 128,
"6": 128
},
"bits": [
8,
6
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"8": 128,
"6": 128
},
"bits": [
8,
6
],
"bits_prop": [
0.15,
0.85
],
"scale_bits": 4
}
},
{
"accuracy": 0.9991042255117607,
"total_bits": 1209278720,
"gate_proj": {
"group_size": {
"8": 128,
"6": 128
},
"bits": [
8,
6
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"8": 128,
"6": 128
},
"bits": [
8,
6
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"8": 128
},
"bits": [
8
],
"bits_prop": [
1
],
"scale_bits": 4
}
},
{
"accuracy": 0.9994180879531134,
"total_bits": 1414799616,
"gate_proj": {
"group_size": {
"8": 128
},
"bits": [
8
],
"bits_prop": [
1
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"8": 128
},
"bits": [
8
],
"bits_prop": [
1
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"8": 128
},
"bits": [
8
],
"bits_prop": [
1
],
"scale_bits": 4
}
}
],
"model.layers.3.self_attn": [
{
"accuracy": 0.9832337427345154,
"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": 0.984556061129919,
"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": 0.9871075690209278,
"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": 0.99072275753133,
"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": 0.9915900254609847,
"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": 0.9917756792795109,
"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": 0.9943260047707314,
"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": 0.9945270485538793,
"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": 0.9950040075070176,
"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": 0.9951712744016397,
"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": 0.9958457743540701,
"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": 0.996145053095748,
"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": 0.9965554755303616,
"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": 0.9968133508135859,
"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": 0.9980652006159193,
"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": 0.9981827111011004,
"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": 0.9984268735708227,
"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": 0.9987816691435384,
"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": 0.999205816242274,
"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.mlp": [
{
"accuracy": 0.9824525180860961,
"total_bits": 394740800,
"gate_proj": {
"group_size": {
"3": 64,
"2": 64
},
"bits": [
3,
2
],
"bits_prop": [
0.05,
0.95
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"3": 64,
"2": 64
},
"bits": [
3,
2
],
"bits_prop": [
0.05,
0.95
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"6": 32,
"3": 64,
"2": 64
},
"bits": [
6,
3,
2
],
"bits_prop": [
0.05,
0.2,
0.75
],
"scale_bits": 4
}
},
{
"accuracy": 0.9829287185872856,
"total_bits": 408503360,
"gate_proj": {
"group_size": {
"3": 64,
"2": 64
},
"bits": [
3,
2
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"3": 64,
"2": 64
},
"bits": [
3,
2
],
"bits_prop": [
0.25,
0.75
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"6": 32,
"3": 64,
"2": 64
},
"bits": [
6,
3,
2
],
"bits_prop": [
0.05,
0.2,
0.75
],
"scale_bits": 4
}
},
{
"accuracy": 0.9856662070868831,
"total_bits": 456551424,
"gate_proj": {
"group_size": {
"3": 64,
"2": 64
},
"bits": [
3,
2
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"3": 64,
"2": 64
},
"bits": [
3,
2
],
"bits_prop": [
0.3,
0.7
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"5": 32,
"3": 32
},
"bits": [
5,
3
],
"bits_prop": [
0.05,
0.95
],
"scale_bits": 4
}
},
{
"accuracy": 0.986527555450601,
"total_bits": 512257024,
"gate_proj": {
"group_size": {
"3": 64,
"2": 64
},
"bits": [
3,
2
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"3": 64,
"2": 64
},
"bits": [
3,
2
],
"bits_prop": [
0.3,
0.7
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"5": 32,
"4": 32
},
"bits": [
5,
4
],
"bits_prop": [
0.05,
0.95
],
"scale_bits": 4
}
},
{
"accuracy": 0.991200303658843,
"total_bits": 577676384,
"gate_proj": {
"group_size": {
"4": 128,
"3": 128
},
"bits": [
4,
3
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"4": 128,
"3": 128
},
"bits": [
4,
3
],
"bits_prop": [
0.25,
0.75
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"8": 32,
"4": 128,
"3": 128
},
"bits": [
8,
4,
3
],
"bits_prop": [
0.05,
0.1,
0.85
],
"scale_bits": 4
}
},
{
"accuracy": 0.9919171840883791,
"total_bits": 592151552,
"gate_proj": {
"group_size": {
"4": 32,
"3": 32
},
"bits": [
4,
3
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"4": 32,
"3": 32
},
"bits": [
4,
3
],
"bits_prop": [
0.25,
0.75
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"8": 32,
"4": 32,
"3": 32
},
"bits": [
8,
4,
3
],
"bits_prop": [
0.05,
0.1,
0.85
],
"scale_bits": 4
}
},
{
"accuracy": 0.9930679883783389,
"total_bits": 636733536,
"gate_proj": {
"group_size": {
"4": 32,
"3": 32
},
"bits": [
4,
3
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"4": 32,
"3": 32
},
"bits": [
4,
3
],
"bits_prop": [
0.25,
0.75
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"8": 32,
"4": 128
},
"bits": [
8,
4
],
"bits_prop": [
0.05,
0.95
],
"scale_bits": 4
}
},
{
"accuracy": 0.9954398812260479,
"total_bits": 728020576,
"gate_proj": {
"group_size": {
"4": 128
},
"bits": [
4
],
"bits_prop": [
1
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"4": 32
},
"bits": [
4
],
"bits_prop": [
1
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"8": 32,
"4": 128
},
"bits": [
8,
4
],
"bits_prop": [
0.05,
0.95
],
"scale_bits": 4
}
},
{
"accuracy": 0.9958885197013029,
"total_bits": 738755584,
"gate_proj": {
"group_size": {
"4": 32
},
"bits": [
4
],
"bits_prop": [
1
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"4": 32
},
"bits": [
4
],
"bits_prop": [
1
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"8": 32,
"4": 32
},
"bits": [
8,
4
],
"bits_prop": [
0.05,
0.95
],
"scale_bits": 4
}
},
{
"accuracy": 0.9955131131849301,
"total_bits": 750822496,
"gate_proj": {
"group_size": {
"5": 128,
"4": 128
},
"bits": [
5,
4
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"5": 128,
"4": 128
},
"bits": [
5,
4
],
"bits_prop": [
0.25,
0.75
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"8": 32,
"5": 128,
"4": 128
},
"bits": [
8,
5,
4
],
"bits_prop": [
0.05,
0.1,
0.85
],
"scale_bits": 4
}
},
{
"accuracy": 0.996104814240856,
"total_bits": 765297664,
"gate_proj": {
"group_size": {
"5": 32,
"4": 32
},
"bits": [
5,
4
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"5": 32,
"4": 32
},
"bits": [
5,
4
],
"bits_prop": [
0.25,
0.75
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"8": 32,
"5": 32,
"4": 32
},
"bits": [
8,
5,
4
],
"bits_prop": [
0.05,
0.1,
0.85
],
"scale_bits": 4
}
},
{
"accuracy": 0.9977319716065387,
"total_bits": 923968608,
"gate_proj": {
"group_size": {
"6": 128,
"5": 128
},
"bits": [
6,
5
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"6": 128,
"5": 128
},
"bits": [
6,
5
],
"bits_prop": [
0.25,
0.75
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"8": 32,
"6": 128,
"5": 128
},
"bits": [
8,
6,
5
],
"bits_prop": [
0.05,
0.1,
0.85
],
"scale_bits": 4
}
},
{
"accuracy": 0.997944421456563,
"total_bits": 938443776,
"gate_proj": {
"group_size": {
"6": 32,
"5": 32
},
"bits": [
6,
5
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"6": 32,
"5": 32
},
"bits": [
6,
5
],
"bits_prop": [
0.25,
0.75
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"8": 32,
"6": 32,
"5": 32
},
"bits": [
8,
6,
5
],
"bits_prop": [
0.05,
0.1,
0.85
],
"scale_bits": 4
}
},
{
"accuracy": 0.9986896467468652,
"total_bits": 1068803168,
"gate_proj": {
"group_size": {
"6": 128
},
"bits": [
6
],
"bits_prop": [
1
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"6": 128
},
"bits": [
6
],
"bits_prop": [
1
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"8": 32,
"6": 128
},
"bits": [
8,
6
],
"bits_prop": [
0.05,
0.95
],
"scale_bits": 4
}
},
{
"accuracy": 0.9987626624688825,
"total_bits": 1109664000,
"gate_proj": {
"group_size": {
"8": 128,
"6": 128
},
"bits": [
8,
6
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"8": 128,
"6": 128
},
"bits": [
8,
6
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"8": 128,
"6": 128
},
"bits": [
8,
6
],
"bits_prop": [
0.15,
0.85
],
"scale_bits": 4
}
},
{
"accuracy": 0.9989451454756292,
"total_bits": 1209278720,
"gate_proj": {
"group_size": {
"8": 128,
"6": 128
},
"bits": [
8,
6
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"8": 128,
"6": 128
},
"bits": [
8,
6
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"8": 128
},
"bits": [
8
],
"bits_prop": [
1
],
"scale_bits": 4
}
},
{
"accuracy": 0.999321431044097,
"total_bits": 1414799616,
"gate_proj": {
"group_size": {
"8": 128
},
"bits": [
8
],
"bits_prop": [
1
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"8": 128
},
"bits": [
8
],
"bits_prop": [
1
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"8": 128
},
"bits": [
8
],
"bits_prop": [
1
],
"scale_bits": 4
}
}
],
"model.layers.4.self_attn": [
{
"accuracy": 0.9848179963515385,
"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": 0.9871285790332446,
"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": 0.9895886904682571,
"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": 0.9920681713541087,
"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": 0.9928897695468837,
"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": 0.9931045061369476,
"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": 0.9948657554218938,
"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": 0.9951262973971959,
"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": 0.9956808384250555,
"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": 0.995802311594353,
"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": 0.9965334687149152,
"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": 0.9967384117067253,
"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": 0.9970719689981228,
"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": 0.9972506452621402,
"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": 0.9982834119031108,
"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": 0.9984489294553274,
"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": 0.9985180854104998,
"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": 0.9989048938441556,
"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": 0.9991287492249332,
"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.mlp": [
{
"accuracy": 0.9794911385611876,
"total_bits": 394740800,
"gate_proj": {
"group_size": {
"3": 64,
"2": 64
},
"bits": [
3,
2
],
"bits_prop": [
0.05,
0.95
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"3": 64,
"2": 64
},
"bits": [
3,
2
],
"bits_prop": [
0.05,
0.95
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"6": 32,
"3": 64,
"2": 64
},
"bits": [
6,
3,
2
],
"bits_prop": [
0.05,
0.2,
0.75
],
"scale_bits": 4
}
},
{
"accuracy": 0.9801049037885509,
"total_bits": 408503360,
"gate_proj": {
"group_size": {
"3": 64,
"2": 64
},
"bits": [
3,
2
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"3": 64,
"2": 64
},
"bits": [
3,
2
],
"bits_prop": [
0.25,
0.75
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"6": 32,
"3": 64,
"2": 64
},
"bits": [
6,
3,
2
],
"bits_prop": [
0.05,
0.2,
0.75
],
"scale_bits": 4
}
},
{
"accuracy": 0.983424540192477,
"total_bits": 456551424,
"gate_proj": {
"group_size": {
"3": 64,
"2": 64
},
"bits": [
3,
2
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"3": 64,
"2": 64
},
"bits": [
3,
2
],
"bits_prop": [
0.3,
0.7
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"5": 32,
"3": 32
},
"bits": [
5,
3
],
"bits_prop": [
0.05,
0.95
],
"scale_bits": 4
}
},
{
"accuracy": 0.984432495958907,
"total_bits": 512257024,
"gate_proj": {
"group_size": {
"3": 64,
"2": 64
},
"bits": [
3,
2
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"3": 64,
"2": 64
},
"bits": [
3,
2
],
"bits_prop": [
0.3,
0.7
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"5": 32,
"4": 32
},
"bits": [
5,
4
],
"bits_prop": [
0.05,
0.95
],
"scale_bits": 4
}
},
{
"accuracy": 0.9897614569207164,
"total_bits": 577676384,
"gate_proj": {
"group_size": {
"4": 128,
"3": 128
},
"bits": [
4,
3
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"4": 128,
"3": 128
},
"bits": [
4,
3
],
"bits_prop": [
0.25,
0.75
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"8": 32,
"4": 128,
"3": 128
},
"bits": [
8,
4,
3
],
"bits_prop": [
0.05,
0.1,
0.85
],
"scale_bits": 4
}
},
{
"accuracy": 0.9906008299562687,
"total_bits": 592151552,
"gate_proj": {
"group_size": {
"4": 32,
"3": 32
},
"bits": [
4,
3
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"4": 32,
"3": 32
},
"bits": [
4,
3
],
"bits_prop": [
0.25,
0.75
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"8": 32,
"4": 32,
"3": 32
},
"bits": [
8,
4,
3
],
"bits_prop": [
0.05,
0.1,
0.85
],
"scale_bits": 4
}
},
{
"accuracy": 0.9919524544139245,
"total_bits": 636733536,
"gate_proj": {
"group_size": {
"4": 32,
"3": 32
},
"bits": [
4,
3
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"4": 32,
"3": 32
},
"bits": [
4,
3
],
"bits_prop": [
0.25,
0.75
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"8": 32,
"4": 128
},
"bits": [
8,
4
],
"bits_prop": [
0.05,
0.95
],
"scale_bits": 4
}
},
{
"accuracy": 0.9946679874801224,
"total_bits": 728020576,
"gate_proj": {
"group_size": {
"4": 128
},
"bits": [
4
],
"bits_prop": [
1
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"4": 32
},
"bits": [
4
],
"bits_prop": [
1
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"8": 32,
"4": 128
},
"bits": [
8,
4
],
"bits_prop": [
0.05,
0.95
],
"scale_bits": 4
}
},
{
"accuracy": 0.9951897049935436,
"total_bits": 738755584,
"gate_proj": {
"group_size": {
"4": 32
},
"bits": [
4
],
"bits_prop": [
1
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"4": 32
},
"bits": [
4
],
"bits_prop": [
1
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"8": 32,
"4": 32
},
"bits": [
8,
4
],
"bits_prop": [
0.05,
0.95
],
"scale_bits": 4
}
},
{
"accuracy": 0.9947811106011566,
"total_bits": 750822496,
"gate_proj": {
"group_size": {
"5": 128,
"4": 128
},
"bits": [
5,
4
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"5": 128,
"4": 128
},
"bits": [
5,
4
],
"bits_prop": [
0.25,
0.75
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"8": 32,
"5": 128,
"4": 128
},
"bits": [
8,
5,
4
],
"bits_prop": [
0.05,
0.1,
0.85
],
"scale_bits": 4
}
},
{
"accuracy": 0.9954662975046391,
"total_bits": 765297664,
"gate_proj": {
"group_size": {
"5": 32,
"4": 32
},
"bits": [
5,
4
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"5": 32,
"4": 32
},
"bits": [
5,
4
],
"bits_prop": [
0.25,
0.75
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"8": 32,
"5": 32,
"4": 32
},
"bits": [
8,
5,
4
],
"bits_prop": [
0.05,
0.1,
0.85
],
"scale_bits": 4
}
},
{
"accuracy": 0.997355661305942,
"total_bits": 923968608,
"gate_proj": {
"group_size": {
"6": 128,
"5": 128
},
"bits": [
6,
5
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"6": 128,
"5": 128
},
"bits": [
6,
5
],
"bits_prop": [
0.25,
0.75
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"8": 32,
"6": 128,
"5": 128
},
"bits": [
8,
6,
5
],
"bits_prop": [
0.05,
0.1,
0.85
],
"scale_bits": 4
}
},
{
"accuracy": 0.9975999631600356,
"total_bits": 938443776,
"gate_proj": {
"group_size": {
"6": 32,
"5": 32
},
"bits": [
6,
5
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"6": 32,
"5": 32
},
"bits": [
6,
5
],
"bits_prop": [
0.25,
0.75
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"8": 32,
"6": 32,
"5": 32
},
"bits": [
8,
6,
5
],
"bits_prop": [
0.05,
0.1,
0.85
],
"scale_bits": 4
}
},
{
"accuracy": 0.9984577442611273,
"total_bits": 1068803168,
"gate_proj": {
"group_size": {
"6": 128
},
"bits": [
6
],
"bits_prop": [
1
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"6": 128
},
"bits": [
6
],
"bits_prop": [
1
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"8": 32,
"6": 128
},
"bits": [
8,
6
],
"bits_prop": [
0.05,
0.95
],
"scale_bits": 4
}
},
{
"accuracy": 0.9985502499100556,
"total_bits": 1109664000,
"gate_proj": {
"group_size": {
"8": 128,
"6": 128
},
"bits": [
8,
6
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"8": 128,
"6": 128
},
"bits": [
8,
6
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"8": 128,
"6": 128
},
"bits": [
8,
6
],
"bits_prop": [
0.15,
0.85
],
"scale_bits": 4
}
},
{
"accuracy": 0.9987639551063215,
"total_bits": 1209278720,
"gate_proj": {
"group_size": {
"8": 128,
"6": 128
},
"bits": [
8,
6
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"8": 128,
"6": 128
},
"bits": [
8,
6
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"8": 128
},
"bits": [
8
],
"bits_prop": [
1
],
"scale_bits": 4
}
},
{
"accuracy": 0.9991912892621354,
"total_bits": 1414799616,
"gate_proj": {
"group_size": {
"8": 128
},
"bits": [
8
],
"bits_prop": [
1
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"8": 128
},
"bits": [
8
],
"bits_prop": [
1
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"8": 128
},
"bits": [
8
],
"bits_prop": [
1
],
"scale_bits": 4
}
}
],
"model.layers.5.self_attn": [
{
"accuracy": 0.9831166433807659,
"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": 0.9840219554638392,
"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": 0.986554446287061,
"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": 0.9898709736176228,
"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": 0.991275739941844,
"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": 0.9915378209767177,
"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": 0.9939448497944364,
"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": 0.9943203655390167,
"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": 0.9949390633632184,
"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": 0.9950709982811915,
"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": 0.9958204937865958,
"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": 0.996064695744089,
"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": 0.996496213624548,
"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": 0.9967500894256917,
"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": 0.9979253021791872,
"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": 0.998165132321638,
"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": 0.9982694455140614,
"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": 0.9987349045802961,
"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": 0.9990266213028104,
"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.mlp": [
{
"accuracy": 0.9748733448060719,
"total_bits": 394740800,
"gate_proj": {
"group_size": {
"3": 64,
"2": 64
},
"bits": [
3,
2
],
"bits_prop": [
0.05,
0.95
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"3": 64,
"2": 64
},
"bits": [
3,
2
],
"bits_prop": [
0.05,
0.95
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"6": 32,
"3": 64,
"2": 64
},
"bits": [
6,
3,
2
],
"bits_prop": [
0.05,
0.2,
0.75
],
"scale_bits": 4
}
},
{
"accuracy": 0.9756408178884732,
"total_bits": 408503360,
"gate_proj": {
"group_size": {
"3": 64,
"2": 64
},
"bits": [
3,
2
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"3": 64,
"2": 64
},
"bits": [
3,
2
],
"bits_prop": [
0.25,
0.75
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"6": 32,
"3": 64,
"2": 64
},
"bits": [
6,
3,
2
],
"bits_prop": [
0.05,
0.2,
0.75
],
"scale_bits": 4
}
},
{
"accuracy": 0.9797240683416787,
"total_bits": 456551424,
"gate_proj": {
"group_size": {
"3": 64,
"2": 64
},
"bits": [
3,
2
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"3": 64,
"2": 64
},
"bits": [
3,
2
],
"bits_prop": [
0.3,
0.7
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"5": 32,
"3": 32
},
"bits": [
5,
3
],
"bits_prop": [
0.05,
0.95
],
"scale_bits": 4
}
},
{
"accuracy": 0.9809278980828822,
"total_bits": 512257024,
"gate_proj": {
"group_size": {
"3": 64,
"2": 64
},
"bits": [
3,
2
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"3": 64,
"2": 64
},
"bits": [
3,
2
],
"bits_prop": [
0.3,
0.7
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"5": 32,
"4": 32
},
"bits": [
5,
4
],
"bits_prop": [
0.05,
0.95
],
"scale_bits": 4
}
},
{
"accuracy": 0.9875225314233256,
"total_bits": 577676384,
"gate_proj": {
"group_size": {
"4": 128,
"3": 128
},
"bits": [
4,
3
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"4": 128,
"3": 128
},
"bits": [
4,
3
],
"bits_prop": [
0.25,
0.75
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"8": 32,
"4": 128,
"3": 128
},
"bits": [
8,
4,
3
],
"bits_prop": [
0.05,
0.1,
0.85
],
"scale_bits": 4
}
},
{
"accuracy": 0.988538341719265,
"total_bits": 592151552,
"gate_proj": {
"group_size": {
"4": 32,
"3": 32
},
"bits": [
4,
3
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"4": 32,
"3": 32
},
"bits": [
4,
3
],
"bits_prop": [
0.25,
0.75
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"8": 32,
"4": 32,
"3": 32
},
"bits": [
8,
4,
3
],
"bits_prop": [
0.05,
0.1,
0.85
],
"scale_bits": 4
}
},
{
"accuracy": 0.9901694549664267,
"total_bits": 636733536,
"gate_proj": {
"group_size": {
"4": 32,
"3": 32
},
"bits": [
4,
3
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"4": 32,
"3": 32
},
"bits": [
4,
3
],
"bits_prop": [
0.25,
0.75
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"8": 32,
"4": 128
},
"bits": [
8,
4
],
"bits_prop": [
0.05,
0.95
],
"scale_bits": 4
}
},
{
"accuracy": 0.9935187774122154,
"total_bits": 728020576,
"gate_proj": {
"group_size": {
"4": 128
},
"bits": [
4
],
"bits_prop": [
1
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"4": 32
},
"bits": [
4
],
"bits_prop": [
1
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"8": 32,
"4": 128
},
"bits": [
8,
4
],
"bits_prop": [
0.05,
0.95
],
"scale_bits": 4
}
},
{
"accuracy": 0.9941389685447671,
"total_bits": 738755584,
"gate_proj": {
"group_size": {
"4": 32
},
"bits": [
4
],
"bits_prop": [
1
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"4": 32
},
"bits": [
4
],
"bits_prop": [
1
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"8": 32,
"4": 32
},
"bits": [
8,
4
],
"bits_prop": [
0.05,
0.95
],
"scale_bits": 4
}
},
{
"accuracy": 0.9936519045578805,
"total_bits": 750822496,
"gate_proj": {
"group_size": {
"5": 128,
"4": 128
},
"bits": [
5,
4
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"5": 128,
"4": 128
},
"bits": [
5,
4
],
"bits_prop": [
0.25,
0.75
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"8": 32,
"5": 128,
"4": 128
},
"bits": [
8,
5,
4
],
"bits_prop": [
0.05,
0.1,
0.85
],
"scale_bits": 4
}
},
{
"accuracy": 0.994482417431611,
"total_bits": 765297664,
"gate_proj": {
"group_size": {
"5": 32,
"4": 32
},
"bits": [
5,
4
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"5": 32,
"4": 32
},
"bits": [
5,
4
],
"bits_prop": [
0.25,
0.75
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"8": 32,
"5": 32,
"4": 32
},
"bits": [
8,
5,
4
],
"bits_prop": [
0.05,
0.1,
0.85
],
"scale_bits": 4
}
},
{
"accuracy": 0.9967917298996135,
"total_bits": 923968608,
"gate_proj": {
"group_size": {
"6": 128,
"5": 128
},
"bits": [
6,
5
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"6": 128,
"5": 128
},
"bits": [
6,
5
],
"bits_prop": [
0.25,
0.75
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"8": 32,
"6": 128,
"5": 128
},
"bits": [
8,
6,
5
],
"bits_prop": [
0.05,
0.1,
0.85
],
"scale_bits": 4
}
},
{
"accuracy": 0.9971043541843659,
"total_bits": 938443776,
"gate_proj": {
"group_size": {
"6": 32,
"5": 32
},
"bits": [
6,
5
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"6": 32,
"5": 32
},
"bits": [
6,
5
],
"bits_prop": [
0.25,
0.75
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"8": 32,
"6": 32,
"5": 32
},
"bits": [
8,
6,
5
],
"bits_prop": [
0.05,
0.1,
0.85
],
"scale_bits": 4
}
},
{
"accuracy": 0.9981540852489783,
"total_bits": 1068803168,
"gate_proj": {
"group_size": {
"6": 128
},
"bits": [
6
],
"bits_prop": [
1
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"6": 128
},
"bits": [
6
],
"bits_prop": [
1
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"8": 32,
"6": 128
},
"bits": [
8,
6
],
"bits_prop": [
0.05,
0.95
],
"scale_bits": 4
}
},
{
"accuracy": 0.9982615544699671,
"total_bits": 1109664000,
"gate_proj": {
"group_size": {
"8": 128,
"6": 128
},
"bits": [
8,
6
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"8": 128,
"6": 128
},
"bits": [
8,
6
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"8": 128,
"6": 128
},
"bits": [
8,
6
],
"bits_prop": [
0.15,
0.85
],
"scale_bits": 4
}
},
{
"accuracy": 0.998524974762021,
"total_bits": 1209278720,
"gate_proj": {
"group_size": {
"8": 128,
"6": 128
},
"bits": [
8,
6
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"8": 128,
"6": 128
},
"bits": [
8,
6
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"8": 128
},
"bits": [
8
],
"bits_prop": [
1
],
"scale_bits": 4
}
},
{
"accuracy": 0.9990728072635217,
"total_bits": 1414799616,
"gate_proj": {
"group_size": {
"8": 128
},
"bits": [
8
],
"bits_prop": [
1
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"8": 128
},
"bits": [
8
],
"bits_prop": [
1
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"8": 128
},
"bits": [
8
],
"bits_prop": [
1
],
"scale_bits": 4
}
}
],
"model.layers.6.self_attn": [
{
"accuracy": 0.9810041538684776,
"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": 0.9820189601251561,
"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": 0.9847914636821339,
"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": 0.9886544511383889,
"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": 0.9903075919903227,
"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": 0.9907309749580332,
"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": 0.993144372453619,
"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": 0.9936539185919652,
"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": 0.9943496922374164,
"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": 0.9945571646829577,
"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": 0.9952638658057702,
"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": 0.995586779685446,
"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": 0.9959560586936086,
"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": 0.9962631007595184,
"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": 0.9976059884739745,
"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": 0.9976269261525502,
"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": 0.9980056520526934,
"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": 0.9981316402370698,
"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": 0.9986370986076317,
"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.mlp": [
{
"accuracy": 0.9718597992568424,
"total_bits": 394740800,
"gate_proj": {
"group_size": {
"3": 64,
"2": 64
},
"bits": [
3,
2
],
"bits_prop": [
0.05,
0.95
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"3": 64,
"2": 64
},
"bits": [
3,
2
],
"bits_prop": [
0.05,
0.95
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"6": 32,
"3": 64,
"2": 64
},
"bits": [
6,
3,
2
],
"bits_prop": [
0.05,
0.2,
0.75
],
"scale_bits": 4
}
},
{
"accuracy": 0.9726836891158631,
"total_bits": 408503360,
"gate_proj": {
"group_size": {
"3": 64,
"2": 64
},
"bits": [
3,
2
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"3": 64,
"2": 64
},
"bits": [
3,
2
],
"bits_prop": [
0.25,
0.75
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"6": 32,
"3": 64,
"2": 64
},
"bits": [
6,
3,
2
],
"bits_prop": [
0.05,
0.2,
0.75
],
"scale_bits": 4
}
},
{
"accuracy": 0.9774114108693442,
"total_bits": 456551424,
"gate_proj": {
"group_size": {
"3": 64,
"2": 64
},
"bits": [
3,
2
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"3": 64,
"2": 64
},
"bits": [
3,
2
],
"bits_prop": [
0.3,
0.7
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"5": 32,
"3": 32
},
"bits": [
5,
3
],
"bits_prop": [
0.05,
0.95
],
"scale_bits": 4
}
},
{
"accuracy": 0.9788076380071672,
"total_bits": 512257024,
"gate_proj": {
"group_size": {
"3": 64,
"2": 64
},
"bits": [
3,
2
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"3": 64,
"2": 64
},
"bits": [
3,
2
],
"bits_prop": [
0.3,
0.7
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"5": 32,
"4": 32
},
"bits": [
5,
4
],
"bits_prop": [
0.05,
0.95
],
"scale_bits": 4
}
},
{
"accuracy": 0.985990925348903,
"total_bits": 577676384,
"gate_proj": {
"group_size": {
"4": 128,
"3": 128
},
"bits": [
4,
3
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"4": 128,
"3": 128
},
"bits": [
4,
3
],
"bits_prop": [
0.25,
0.75
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"8": 32,
"4": 128,
"3": 128
},
"bits": [
8,
4,
3
],
"bits_prop": [
0.05,
0.1,
0.85
],
"scale_bits": 4
}
},
{
"accuracy": 0.9871494928865057,
"total_bits": 592151552,
"gate_proj": {
"group_size": {
"4": 32,
"3": 32
},
"bits": [
4,
3
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"4": 32,
"3": 32
},
"bits": [
4,
3
],
"bits_prop": [
0.25,
0.75
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"8": 32,
"4": 32,
"3": 32
},
"bits": [
8,
4,
3
],
"bits_prop": [
0.05,
0.1,
0.85
],
"scale_bits": 4
}
},
{
"accuracy": 0.9890352598097372,
"total_bits": 636733536,
"gate_proj": {
"group_size": {
"4": 32,
"3": 32
},
"bits": [
4,
3
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"4": 32,
"3": 32
},
"bits": [
4,
3
],
"bits_prop": [
0.25,
0.75
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"8": 32,
"4": 128
},
"bits": [
8,
4
],
"bits_prop": [
0.05,
0.95
],
"scale_bits": 4
}
},
{
"accuracy": 0.9927065769627103,
"total_bits": 728020576,
"gate_proj": {
"group_size": {
"4": 128
},
"bits": [
4
],
"bits_prop": [
1
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"4": 32
},
"bits": [
4
],
"bits_prop": [
1
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"8": 32,
"4": 128
},
"bits": [
8,
4
],
"bits_prop": [
0.05,
0.95
],
"scale_bits": 4
}
},
{
"accuracy": 0.9934179357032439,
"total_bits": 738755584,
"gate_proj": {
"group_size": {
"4": 32
},
"bits": [
4
],
"bits_prop": [
1
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"4": 32
},
"bits": [
4
],
"bits_prop": [
1
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"8": 32,
"4": 32
},
"bits": [
8,
4
],
"bits_prop": [
0.05,
0.95
],
"scale_bits": 4
}
},
{
"accuracy": 0.9928615665504414,
"total_bits": 750822496,
"gate_proj": {
"group_size": {
"5": 128,
"4": 128
},
"bits": [
5,
4
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"5": 128,
"4": 128
},
"bits": [
5,
4
],
"bits_prop": [
0.25,
0.75
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"8": 32,
"5": 128,
"4": 128
},
"bits": [
8,
5,
4
],
"bits_prop": [
0.05,
0.1,
0.85
],
"scale_bits": 4
}
},
{
"accuracy": 0.9938058845796868,
"total_bits": 765297664,
"gate_proj": {
"group_size": {
"5": 32,
"4": 32
},
"bits": [
5,
4
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"5": 32,
"4": 32
},
"bits": [
5,
4
],
"bits_prop": [
0.25,
0.75
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"8": 32,
"5": 32,
"4": 32
},
"bits": [
8,
5,
4
],
"bits_prop": [
0.05,
0.1,
0.85
],
"scale_bits": 4
}
},
{
"accuracy": 0.9963894931011295,
"total_bits": 923968608,
"gate_proj": {
"group_size": {
"6": 128,
"5": 128
},
"bits": [
6,
5
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"6": 128,
"5": 128
},
"bits": [
6,
5
],
"bits_prop": [
0.25,
0.75
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"8": 32,
"6": 128,
"5": 128
},
"bits": [
8,
6,
5
],
"bits_prop": [
0.05,
0.1,
0.85
],
"scale_bits": 4
}
},
{
"accuracy": 0.9967292659168475,
"total_bits": 938443776,
"gate_proj": {
"group_size": {
"6": 32,
"5": 32
},
"bits": [
6,
5
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"6": 32,
"5": 32
},
"bits": [
6,
5
],
"bits_prop": [
0.25,
0.75
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"8": 32,
"6": 32,
"5": 32
},
"bits": [
8,
6,
5
],
"bits_prop": [
0.05,
0.1,
0.85
],
"scale_bits": 4
}
},
{
"accuracy": 0.9979091613694389,
"total_bits": 1068803168,
"gate_proj": {
"group_size": {
"6": 128
},
"bits": [
6
],
"bits_prop": [
1
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"6": 128
},
"bits": [
6
],
"bits_prop": [
1
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"8": 32,
"6": 128
},
"bits": [
8,
6
],
"bits_prop": [
0.05,
0.95
],
"scale_bits": 4
}
},
{
"accuracy": 0.9980359130146864,
"total_bits": 1109664000,
"gate_proj": {
"group_size": {
"8": 128,
"6": 128
},
"bits": [
8,
6
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"8": 128,
"6": 128
},
"bits": [
8,
6
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"8": 128,
"6": 128
},
"bits": [
8,
6
],
"bits_prop": [
0.15,
0.85
],
"scale_bits": 4
}
},
{
"accuracy": 0.9983421927685604,
"total_bits": 1209278720,
"gate_proj": {
"group_size": {
"8": 128,
"6": 128
},
"bits": [
8,
6
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"8": 128,
"6": 128
},
"bits": [
8,
6
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"8": 128
},
"bits": [
8
],
"bits_prop": [
1
],
"scale_bits": 4
}
},
{
"accuracy": 0.9989310956382389,
"total_bits": 1414799616,
"gate_proj": {
"group_size": {
"8": 128
},
"bits": [
8
],
"bits_prop": [
1
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"8": 128
},
"bits": [
8
],
"bits_prop": [
1
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"8": 128
},
"bits": [
8
],
"bits_prop": [
1
],
"scale_bits": 4
}
}
],
"model.layers.7.self_attn": [
{
"accuracy": 0.9788906889918604,
"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": 0.9798838691050676,
"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": 0.9826866095444482,
"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": 0.9874456034924247,
"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": 0.9893417001799926,
"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": 0.9896684886863161,
"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": 0.9926546104619965,
"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": 0.9931116707157344,
"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": 0.9937411647191957,
"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": 0.9940261816801993,
"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": 0.9948406279834575,
"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": 0.9949968024402073,
"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": 0.9953964498371964,
"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": 0.9958312050623231,
"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": 0.997505297731167,
"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": 0.9976091308237397,
"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": 0.9980661826925107,
"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": 0.9982244561542757,
"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": 0.9990051898088208,
"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.mlp": [
{
"accuracy": 0.9684875580531201,
"total_bits": 394740800,
"gate_proj": {
"group_size": {
"3": 64,
"2": 64
},
"bits": [
3,
2
],
"bits_prop": [
0.05,
0.95
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"3": 64,
"2": 64
},
"bits": [
3,
2
],
"bits_prop": [
0.05,
0.95
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"6": 32,
"3": 64,
"2": 64
},
"bits": [
6,
3,
2
],
"bits_prop": [
0.05,
0.2,
0.75
],
"scale_bits": 4
}
},
{
"accuracy": 0.9694286677496213,
"total_bits": 408503360,
"gate_proj": {
"group_size": {
"3": 64,
"2": 64
},
"bits": [
3,
2
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"3": 64,
"2": 64
},
"bits": [
3,
2
],
"bits_prop": [
0.25,
0.75
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"6": 32,
"3": 64,
"2": 64
},
"bits": [
6,
3,
2
],
"bits_prop": [
0.05,
0.2,
0.75
],
"scale_bits": 4
}
},
{
"accuracy": 0.9744779571498695,
"total_bits": 456551424,
"gate_proj": {
"group_size": {
"3": 64,
"2": 64
},
"bits": [
3,
2
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"3": 64,
"2": 64
},
"bits": [
3,
2
],
"bits_prop": [
0.3,
0.7
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"5": 32,
"3": 32
},
"bits": [
5,
3
],
"bits_prop": [
0.05,
0.95
],
"scale_bits": 4
}
},
{
"accuracy": 0.9759744859643673,
"total_bits": 512257024,
"gate_proj": {
"group_size": {
"3": 64,
"2": 64
},
"bits": [
3,
2
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"3": 64,
"2": 64
},
"bits": [
3,
2
],
"bits_prop": [
0.3,
0.7
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"5": 32,
"4": 32
},
"bits": [
5,
4
],
"bits_prop": [
0.05,
0.95
],
"scale_bits": 4
}
},
{
"accuracy": 0.9843226252368799,
"total_bits": 577676384,
"gate_proj": {
"group_size": {
"4": 128,
"3": 128
},
"bits": [
4,
3
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"4": 128,
"3": 128
},
"bits": [
4,
3
],
"bits_prop": [
0.25,
0.75
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"8": 32,
"4": 128,
"3": 128
},
"bits": [
8,
4,
3
],
"bits_prop": [
0.05,
0.1,
0.85
],
"scale_bits": 4
}
},
{
"accuracy": 0.9856286288582181,
"total_bits": 592151552,
"gate_proj": {
"group_size": {
"4": 32,
"3": 32
},
"bits": [
4,
3
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"4": 32,
"3": 32
},
"bits": [
4,
3
],
"bits_prop": [
0.25,
0.75
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"8": 32,
"4": 32,
"3": 32
},
"bits": [
8,
4,
3
],
"bits_prop": [
0.05,
0.1,
0.85
],
"scale_bits": 4
}
},
{
"accuracy": 0.987631326859915,
"total_bits": 636733536,
"gate_proj": {
"group_size": {
"4": 32,
"3": 32
},
"bits": [
4,
3
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"4": 32,
"3": 32
},
"bits": [
4,
3
],
"bits_prop": [
0.25,
0.75
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"8": 32,
"4": 128
},
"bits": [
8,
4
],
"bits_prop": [
0.05,
0.95
],
"scale_bits": 4
}
},
{
"accuracy": 0.9918610791087543,
"total_bits": 728020576,
"gate_proj": {
"group_size": {
"4": 128
},
"bits": [
4
],
"bits_prop": [
1
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"4": 32
},
"bits": [
4
],
"bits_prop": [
1
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"8": 32,
"4": 128
},
"bits": [
8,
4
],
"bits_prop": [
0.05,
0.95
],
"scale_bits": 4
}
},
{
"accuracy": 0.9926476431030192,
"total_bits": 738755584,
"gate_proj": {
"group_size": {
"4": 32
},
"bits": [
4
],
"bits_prop": [
1
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"4": 32
},
"bits": [
4
],
"bits_prop": [
1
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"8": 32,
"4": 32
},
"bits": [
8,
4
],
"bits_prop": [
0.05,
0.95
],
"scale_bits": 4
}
},
{
"accuracy": 0.9920031494264933,
"total_bits": 750822496,
"gate_proj": {
"group_size": {
"5": 128,
"4": 128
},
"bits": [
5,
4
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"5": 128,
"4": 128
},
"bits": [
5,
4
],
"bits_prop": [
0.25,
0.75
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"8": 32,
"5": 128,
"4": 128
},
"bits": [
8,
5,
4
],
"bits_prop": [
0.05,
0.1,
0.85
],
"scale_bits": 4
}
},
{
"accuracy": 0.9930638796894958,
"total_bits": 765297664,
"gate_proj": {
"group_size": {
"5": 32,
"4": 32
},
"bits": [
5,
4
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"5": 32,
"4": 32
},
"bits": [
5,
4
],
"bits_prop": [
0.25,
0.75
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"8": 32,
"5": 32,
"4": 32
},
"bits": [
8,
5,
4
],
"bits_prop": [
0.05,
0.1,
0.85
],
"scale_bits": 4
}
},
{
"accuracy": 0.995950716247439,
"total_bits": 923968608,
"gate_proj": {
"group_size": {
"6": 128,
"5": 128
},
"bits": [
6,
5
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"6": 128,
"5": 128
},
"bits": [
6,
5
],
"bits_prop": [
0.25,
0.75
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"8": 32,
"6": 128,
"5": 128
},
"bits": [
8,
6,
5
],
"bits_prop": [
0.05,
0.1,
0.85
],
"scale_bits": 4
}
},
{
"accuracy": 0.996320698931078,
"total_bits": 938443776,
"gate_proj": {
"group_size": {
"6": 32,
"5": 32
},
"bits": [
6,
5
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"6": 32,
"5": 32
},
"bits": [
6,
5
],
"bits_prop": [
0.25,
0.75
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"8": 32,
"6": 32,
"5": 32
},
"bits": [
8,
6,
5
],
"bits_prop": [
0.05,
0.1,
0.85
],
"scale_bits": 4
}
},
{
"accuracy": 0.9976446579737392,
"total_bits": 1068803168,
"gate_proj": {
"group_size": {
"6": 128
},
"bits": [
6
],
"bits_prop": [
1
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"6": 128
},
"bits": [
6
],
"bits_prop": [
1
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"8": 32,
"6": 128
},
"bits": [
8,
6
],
"bits_prop": [
0.05,
0.95
],
"scale_bits": 4
}
},
{
"accuracy": 0.9977858437372273,
"total_bits": 1109664000,
"gate_proj": {
"group_size": {
"8": 128,
"6": 128
},
"bits": [
8,
6
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"8": 128,
"6": 128
},
"bits": [
8,
6
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"8": 128,
"6": 128
},
"bits": [
8,
6
],
"bits_prop": [
0.15,
0.85
],
"scale_bits": 4
}
},
{
"accuracy": 0.9981098922098203,
"total_bits": 1209278720,
"gate_proj": {
"group_size": {
"8": 128,
"6": 128
},
"bits": [
8,
6
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"8": 128,
"6": 128
},
"bits": [
8,
6
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"8": 128
},
"bits": [
8
],
"bits_prop": [
1
],
"scale_bits": 4
}
},
{
"accuracy": 0.9987760164015191,
"total_bits": 1414799616,
"gate_proj": {
"group_size": {
"8": 128
},
"bits": [
8
],
"bits_prop": [
1
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"8": 128
},
"bits": [
8
],
"bits_prop": [
1
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"8": 128
},
"bits": [
8
],
"bits_prop": [
1
],
"scale_bits": 4
}
}
],
"model.layers.8.self_attn": [
{
"accuracy": 0.9781089806439061,
"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": 0.9790667912334596,
"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": 0.9818215444438944,
"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": 0.9873680914262015,
"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": 0.9889483897162503,
"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": 0.9890424791282337,
"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": 0.992578782459819,
"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": 0.9927005746867508,
"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": 0.9936899231060555,
"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": 0.9939082442464209,
"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": 0.9945477709713343,
"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": 0.9948842826140064,
"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": 0.995200585292064,
"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": 0.9956113644998128,
"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": 0.9972528193244025,
"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": 0.9974993841269201,
"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": 0.9978698683155113,
"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": 0.9982671504288814,
"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": 0.9987641362454988,
"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.mlp": [
{
"accuracy": 0.9656249496497606,
"total_bits": 394740800,
"gate_proj": {
"group_size": {
"3": 64,
"2": 64
},
"bits": [
3,
2
],
"bits_prop": [
0.05,
0.95
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"3": 64,
"2": 64
},
"bits": [
3,
2
],
"bits_prop": [
0.05,
0.95
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"6": 32,
"3": 64,
"2": 64
},
"bits": [
6,
3,
2
],
"bits_prop": [
0.05,
0.2,
0.75
],
"scale_bits": 4
}
},
{
"accuracy": 0.9666581197984909,
"total_bits": 408503360,
"gate_proj": {
"group_size": {
"3": 64,
"2": 64
},
"bits": [
3,
2
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"3": 64,
"2": 64
},
"bits": [
3,
2
],
"bits_prop": [
0.25,
0.75
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"6": 32,
"3": 64,
"2": 64
},
"bits": [
6,
3,
2
],
"bits_prop": [
0.05,
0.2,
0.75
],
"scale_bits": 4
}
},
{
"accuracy": 0.9721950342584598,
"total_bits": 456551424,
"gate_proj": {
"group_size": {
"3": 64,
"2": 64
},
"bits": [
3,
2
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"3": 64,
"2": 64
},
"bits": [
3,
2
],
"bits_prop": [
0.3,
0.7
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"5": 32,
"3": 32
},
"bits": [
5,
3
],
"bits_prop": [
0.05,
0.95
],
"scale_bits": 4
}
},
{
"accuracy": 0.9738375183783079,
"total_bits": 512257024,
"gate_proj": {
"group_size": {
"3": 64,
"2": 64
},
"bits": [
3,
2
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"3": 64,
"2": 64
},
"bits": [
3,
2
],
"bits_prop": [
0.3,
0.7
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"5": 32,
"4": 32
},
"bits": [
5,
4
],
"bits_prop": [
0.05,
0.95
],
"scale_bits": 4
}
},
{
"accuracy": 0.9829091091983413,
"total_bits": 577676384,
"gate_proj": {
"group_size": {
"4": 128,
"3": 128
},
"bits": [
4,
3
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"4": 128,
"3": 128
},
"bits": [
4,
3
],
"bits_prop": [
0.25,
0.75
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"8": 32,
"4": 128,
"3": 128
},
"bits": [
8,
4,
3
],
"bits_prop": [
0.05,
0.1,
0.85
],
"scale_bits": 4
}
},
{
"accuracy": 0.9843290553085113,
"total_bits": 592151552,
"gate_proj": {
"group_size": {
"4": 32,
"3": 32
},
"bits": [
4,
3
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"4": 32,
"3": 32
},
"bits": [
4,
3
],
"bits_prop": [
0.25,
0.75
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"8": 32,
"4": 32,
"3": 32
},
"bits": [
8,
4,
3
],
"bits_prop": [
0.05,
0.1,
0.85
],
"scale_bits": 4
}
},
{
"accuracy": 0.9865405166668719,
"total_bits": 636733536,
"gate_proj": {
"group_size": {
"4": 32,
"3": 32
},
"bits": [
4,
3
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"4": 32,
"3": 32
},
"bits": [
4,
3
],
"bits_prop": [
0.25,
0.75
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"8": 32,
"4": 128
},
"bits": [
8,
4
],
"bits_prop": [
0.05,
0.95
],
"scale_bits": 4
}
},
{
"accuracy": 0.9911313132431946,
"total_bits": 728020576,
"gate_proj": {
"group_size": {
"4": 128
},
"bits": [
4
],
"bits_prop": [
1
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"4": 32
},
"bits": [
4
],
"bits_prop": [
1
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"8": 32,
"4": 128
},
"bits": [
8,
4
],
"bits_prop": [
0.05,
0.95
],
"scale_bits": 4
}
},
{
"accuracy": 0.9919862242194971,
"total_bits": 738755584,
"gate_proj": {
"group_size": {
"4": 32
},
"bits": [
4
],
"bits_prop": [
1
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"4": 32
},
"bits": [
4
],
"bits_prop": [
1
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"8": 32,
"4": 32
},
"bits": [
8,
4
],
"bits_prop": [
0.05,
0.95
],
"scale_bits": 4
}
},
{
"accuracy": 0.9912818859968531,
"total_bits": 750822496,
"gate_proj": {
"group_size": {
"5": 128,
"4": 128
},
"bits": [
5,
4
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"5": 128,
"4": 128
},
"bits": [
5,
4
],
"bits_prop": [
0.25,
0.75
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"8": 32,
"5": 128,
"4": 128
},
"bits": [
8,
5,
4
],
"bits_prop": [
0.05,
0.1,
0.85
],
"scale_bits": 4
}
},
{
"accuracy": 0.9924394710504106,
"total_bits": 765297664,
"gate_proj": {
"group_size": {
"5": 32,
"4": 32
},
"bits": [
5,
4
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"5": 32,
"4": 32
},
"bits": [
5,
4
],
"bits_prop": [
0.25,
0.75
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"8": 32,
"5": 32,
"4": 32
},
"bits": [
8,
5,
4
],
"bits_prop": [
0.05,
0.1,
0.85
],
"scale_bits": 4
}
},
{
"accuracy": 0.9955787116931262,
"total_bits": 923968608,
"gate_proj": {
"group_size": {
"6": 128,
"5": 128
},
"bits": [
6,
5
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"6": 128,
"5": 128
},
"bits": [
6,
5
],
"bits_prop": [
0.25,
0.75
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"8": 32,
"6": 128,
"5": 128
},
"bits": [
8,
6,
5
],
"bits_prop": [
0.05,
0.1,
0.85
],
"scale_bits": 4
}
},
{
"accuracy": 0.9959881130029986,
"total_bits": 938443776,
"gate_proj": {
"group_size": {
"6": 32,
"5": 32
},
"bits": [
6,
5
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"6": 32,
"5": 32
},
"bits": [
6,
5
],
"bits_prop": [
0.25,
0.75
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"8": 32,
"6": 32,
"5": 32
},
"bits": [
8,
6,
5
],
"bits_prop": [
0.05,
0.1,
0.85
],
"scale_bits": 4
}
},
{
"accuracy": 0.9974226273449236,
"total_bits": 1068803168,
"gate_proj": {
"group_size": {
"6": 128
},
"bits": [
6
],
"bits_prop": [
1
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"6": 128
},
"bits": [
6
],
"bits_prop": [
1
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"8": 32,
"6": 128
},
"bits": [
8,
6
],
"bits_prop": [
0.05,
0.95
],
"scale_bits": 4
}
},
{
"accuracy": 0.9975710629215954,
"total_bits": 1109664000,
"gate_proj": {
"group_size": {
"8": 128,
"6": 128
},
"bits": [
8,
6
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"8": 128,
"6": 128
},
"bits": [
8,
6
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"8": 128,
"6": 128
},
"bits": [
8,
6
],
"bits_prop": [
0.15,
0.85
],
"scale_bits": 4
}
},
{
"accuracy": 0.9979241287158067,
"total_bits": 1209278720,
"gate_proj": {
"group_size": {
"8": 128,
"6": 128
},
"bits": [
8,
6
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"8": 128,
"6": 128
},
"bits": [
8,
6
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"8": 128
},
"bits": [
8
],
"bits_prop": [
1
],
"scale_bits": 4
}
},
{
"accuracy": 0.9986409634860282,
"total_bits": 1414799616,
"gate_proj": {
"group_size": {
"8": 128
},
"bits": [
8
],
"bits_prop": [
1
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"8": 128
},
"bits": [
8
],
"bits_prop": [
1
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"8": 128
},
"bits": [
8
],
"bits_prop": [
1
],
"scale_bits": 4
}
}
],
"model.layers.9.self_attn": [
{
"accuracy": 0.9759752405317206,
"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": 0.9768431889579484,
"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": 0.9793960666774135,
"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": 0.9848747454142492,
"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": 0.9882559284175697,
"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": 0.9883798259849611,
"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": 0.9924638581119085,
"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": 0.9926310824843025,
"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": 0.9931341551342293,
"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": 0.9931941254211492,
"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": 0.9941822481219118,
"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": 0.994486266894168,
"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": 0.9948446361813694,
"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": 0.9951502892776931,
"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": 0.9971883421653489,
"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": 0.9972194264961505,
"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": 0.9979566063450062,
"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": 0.9979403102494727,
"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": 0.9989629108428122,
"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.mlp": [
{
"accuracy": 0.9626896786258409,
"total_bits": 394740800,
"gate_proj": {
"group_size": {
"3": 64,
"2": 64
},
"bits": [
3,
2
],
"bits_prop": [
0.05,
0.95
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"3": 64,
"2": 64
},
"bits": [
3,
2
],
"bits_prop": [
0.05,
0.95
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"6": 32,
"3": 64,
"2": 64
},
"bits": [
6,
3,
2
],
"bits_prop": [
0.05,
0.2,
0.75
],
"scale_bits": 4
}
},
{
"accuracy": 0.9638277839281058,
"total_bits": 408503360,
"gate_proj": {
"group_size": {
"3": 64,
"2": 64
},
"bits": [
3,
2
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"3": 64,
"2": 64
},
"bits": [
3,
2
],
"bits_prop": [
0.25,
0.75
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"6": 32,
"3": 64,
"2": 64
},
"bits": [
6,
3,
2
],
"bits_prop": [
0.05,
0.2,
0.75
],
"scale_bits": 4
}
},
{
"accuracy": 0.9698450537398458,
"total_bits": 456551424,
"gate_proj": {
"group_size": {
"3": 64,
"2": 64
},
"bits": [
3,
2
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"3": 64,
"2": 64
},
"bits": [
3,
2
],
"bits_prop": [
0.3,
0.7
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"5": 32,
"3": 32
},
"bits": [
5,
3
],
"bits_prop": [
0.05,
0.95
],
"scale_bits": 4
}
},
{
"accuracy": 0.9716535093949029,
"total_bits": 512257024,
"gate_proj": {
"group_size": {
"3": 64,
"2": 64
},
"bits": [
3,
2
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"3": 64,
"2": 64
},
"bits": [
3,
2
],
"bits_prop": [
0.3,
0.7
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"5": 32,
"4": 32
},
"bits": [
5,
4
],
"bits_prop": [
0.05,
0.95
],
"scale_bits": 4
}
},
{
"accuracy": 0.9813864228168601,
"total_bits": 577676384,
"gate_proj": {
"group_size": {
"4": 128,
"3": 128
},
"bits": [
4,
3
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"4": 128,
"3": 128
},
"bits": [
4,
3
],
"bits_prop": [
0.25,
0.75
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"8": 32,
"4": 128,
"3": 128
},
"bits": [
8,
4,
3
],
"bits_prop": [
0.05,
0.1,
0.85
],
"scale_bits": 4
}
},
{
"accuracy": 0.9829388907375304,
"total_bits": 592151552,
"gate_proj": {
"group_size": {
"4": 32,
"3": 32
},
"bits": [
4,
3
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"4": 32,
"3": 32
},
"bits": [
4,
3
],
"bits_prop": [
0.25,
0.75
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"8": 32,
"4": 32,
"3": 32
},
"bits": [
8,
4,
3
],
"bits_prop": [
0.05,
0.1,
0.85
],
"scale_bits": 4
}
},
{
"accuracy": 0.9853747748573752,
"total_bits": 636733536,
"gate_proj": {
"group_size": {
"4": 32,
"3": 32
},
"bits": [
4,
3
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"4": 32,
"3": 32
},
"bits": [
4,
3
],
"bits_prop": [
0.25,
0.75
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"8": 32,
"4": 128
},
"bits": [
8,
4
],
"bits_prop": [
0.05,
0.95
],
"scale_bits": 4
}
},
{
"accuracy": 0.9903251818430266,
"total_bits": 728020576,
"gate_proj": {
"group_size": {
"4": 128
},
"bits": [
4
],
"bits_prop": [
1
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"4": 32
},
"bits": [
4
],
"bits_prop": [
1
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"8": 32,
"4": 128
},
"bits": [
8,
4
],
"bits_prop": [
0.05,
0.95
],
"scale_bits": 4
}
},
{
"accuracy": 0.9912193046490613,
"total_bits": 738755584,
"gate_proj": {
"group_size": {
"4": 32
},
"bits": [
4
],
"bits_prop": [
1
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"4": 32
},
"bits": [
4
],
"bits_prop": [
1
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"8": 32,
"4": 32
},
"bits": [
8,
4
],
"bits_prop": [
0.05,
0.95
],
"scale_bits": 4
}
},
{
"accuracy": 0.9905021242111137,
"total_bits": 750822496,
"gate_proj": {
"group_size": {
"5": 128,
"4": 128
},
"bits": [
5,
4
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"5": 128,
"4": 128
},
"bits": [
5,
4
],
"bits_prop": [
0.25,
0.75
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"8": 32,
"5": 128,
"4": 128
},
"bits": [
8,
5,
4
],
"bits_prop": [
0.05,
0.1,
0.85
],
"scale_bits": 4
}
},
{
"accuracy": 0.9917665908701325,
"total_bits": 765297664,
"gate_proj": {
"group_size": {
"5": 32,
"4": 32
},
"bits": [
5,
4
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"5": 32,
"4": 32
},
"bits": [
5,
4
],
"bits_prop": [
0.25,
0.75
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"8": 32,
"5": 32,
"4": 32
},
"bits": [
8,
5,
4
],
"bits_prop": [
0.05,
0.1,
0.85
],
"scale_bits": 4
}
},
{
"accuracy": 0.9951800660744897,
"total_bits": 923968608,
"gate_proj": {
"group_size": {
"6": 128,
"5": 128
},
"bits": [
6,
5
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"6": 128,
"5": 128
},
"bits": [
6,
5
],
"bits_prop": [
0.25,
0.75
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"8": 32,
"6": 128,
"5": 128
},
"bits": [
8,
6,
5
],
"bits_prop": [
0.05,
0.1,
0.85
],
"scale_bits": 4
}
},
{
"accuracy": 0.9956192413075385,
"total_bits": 938443776,
"gate_proj": {
"group_size": {
"6": 32,
"5": 32
},
"bits": [
6,
5
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"6": 32,
"5": 32
},
"bits": [
6,
5
],
"bits_prop": [
0.25,
0.75
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"8": 32,
"6": 32,
"5": 32
},
"bits": [
8,
6,
5
],
"bits_prop": [
0.05,
0.1,
0.85
],
"scale_bits": 4
}
},
{
"accuracy": 0.9971810796445137,
"total_bits": 1068803168,
"gate_proj": {
"group_size": {
"6": 128
},
"bits": [
6
],
"bits_prop": [
1
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"6": 128
},
"bits": [
6
],
"bits_prop": [
1
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"8": 32,
"6": 128
},
"bits": [
8,
6
],
"bits_prop": [
0.05,
0.95
],
"scale_bits": 4
}
},
{
"accuracy": 0.9973573110274676,
"total_bits": 1109664000,
"gate_proj": {
"group_size": {
"8": 128,
"6": 128
},
"bits": [
8,
6
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"8": 128,
"6": 128
},
"bits": [
8,
6
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"8": 128,
"6": 128
},
"bits": [
8,
6
],
"bits_prop": [
0.15,
0.85
],
"scale_bits": 4
}
},
{
"accuracy": 0.997745120793728,
"total_bits": 1209278720,
"gate_proj": {
"group_size": {
"8": 128,
"6": 128
},
"bits": [
8,
6
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"8": 128,
"6": 128
},
"bits": [
8,
6
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"8": 128
},
"bits": [
8
],
"bits_prop": [
1
],
"scale_bits": 4
}
},
{
"accuracy": 0.9985240056749286,
"total_bits": 1414799616,
"gate_proj": {
"group_size": {
"8": 128
},
"bits": [
8
],
"bits_prop": [
1
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"8": 128
},
"bits": [
8
],
"bits_prop": [
1
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"8": 128
},
"bits": [
8
],
"bits_prop": [
1
],
"scale_bits": 4
}
}
],
"model.layers.10.self_attn": [
{
"accuracy": 0.9731106678710172,
"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": 0.9742925747934925,
"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": 0.9771745453931784,
"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": 0.9835588221536263,
"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": 0.9865915274100476,
"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": 0.9870179317597496,
"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": 0.9914347784422142,
"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": 0.9920184307266027,
"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": 0.9925774926025617,
"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": 0.9927556352126167,
"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": 0.9932295953928444,
"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": 0.9936621319502592,
"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": 0.9941369786392897,
"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": 0.994601505894312,
"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": 0.9966332330000832,
"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": 0.9968809218966941,
"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": 0.9974239647792849,
"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": 0.9977322889792145,
"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": 0.998425836221462,
"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.mlp": [
{
"accuracy": 0.9609990545401448,
"total_bits": 394740800,
"gate_proj": {
"group_size": {
"3": 64,
"2": 64
},
"bits": [
3,
2
],
"bits_prop": [
0.05,
0.95
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"3": 64,
"2": 64
},
"bits": [
3,
2
],
"bits_prop": [
0.05,
0.95
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"6": 32,
"3": 64,
"2": 64
},
"bits": [
6,
3,
2
],
"bits_prop": [
0.05,
0.2,
0.75
],
"scale_bits": 4
}
},
{
"accuracy": 0.9622092098978005,
"total_bits": 408503360,
"gate_proj": {
"group_size": {
"3": 64,
"2": 64
},
"bits": [
3,
2
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"3": 64,
"2": 64
},
"bits": [
3,
2
],
"bits_prop": [
0.25,
0.75
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"6": 32,
"3": 64,
"2": 64
},
"bits": [
6,
3,
2
],
"bits_prop": [
0.05,
0.2,
0.75
],
"scale_bits": 4
}
},
{
"accuracy": 0.9688712447685631,
"total_bits": 456551424,
"gate_proj": {
"group_size": {
"3": 64,
"2": 64
},
"bits": [
3,
2
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"3": 64,
"2": 64
},
"bits": [
3,
2
],
"bits_prop": [
0.3,
0.7
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"5": 32,
"3": 32
},
"bits": [
5,
3
],
"bits_prop": [
0.05,
0.95
],
"scale_bits": 4
}
},
{
"accuracy": 0.9708863289438581,
"total_bits": 512257024,
"gate_proj": {
"group_size": {
"3": 64,
"2": 64
},
"bits": [
3,
2
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"3": 64,
"2": 64
},
"bits": [
3,
2
],
"bits_prop": [
0.3,
0.7
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"5": 32,
"4": 32
},
"bits": [
5,
4
],
"bits_prop": [
0.05,
0.95
],
"scale_bits": 4
}
},
{
"accuracy": 0.9805067316383907,
"total_bits": 577676384,
"gate_proj": {
"group_size": {
"4": 128,
"3": 128
},
"bits": [
4,
3
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"4": 128,
"3": 128
},
"bits": [
4,
3
],
"bits_prop": [
0.25,
0.75
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"8": 32,
"4": 128,
"3": 128
},
"bits": [
8,
4,
3
],
"bits_prop": [
0.05,
0.1,
0.85
],
"scale_bits": 4
}
},
{
"accuracy": 0.98216327784681,
"total_bits": 592151552,
"gate_proj": {
"group_size": {
"4": 32,
"3": 32
},
"bits": [
4,
3
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"4": 32,
"3": 32
},
"bits": [
4,
3
],
"bits_prop": [
0.25,
0.75
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"8": 32,
"4": 32,
"3": 32
},
"bits": [
8,
4,
3
],
"bits_prop": [
0.05,
0.1,
0.85
],
"scale_bits": 4
}
},
{
"accuracy": 0.984851101805505,
"total_bits": 636733536,
"gate_proj": {
"group_size": {
"4": 32,
"3": 32
},
"bits": [
4,
3
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"4": 32,
"3": 32
},
"bits": [
4,
3
],
"bits_prop": [
0.25,
0.75
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"8": 32,
"4": 128
},
"bits": [
8,
4
],
"bits_prop": [
0.05,
0.95
],
"scale_bits": 4
}
},
{
"accuracy": 0.9897573202309248,
"total_bits": 728020576,
"gate_proj": {
"group_size": {
"4": 128
},
"bits": [
4
],
"bits_prop": [
1
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"4": 32
},
"bits": [
4
],
"bits_prop": [
1
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"8": 32,
"4": 128
},
"bits": [
8,
4
],
"bits_prop": [
0.05,
0.95
],
"scale_bits": 4
}
},
{
"accuracy": 0.9908031473965629,
"total_bits": 738755584,
"gate_proj": {
"group_size": {
"4": 32
},
"bits": [
4
],
"bits_prop": [
1
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"4": 32
},
"bits": [
4
],
"bits_prop": [
1
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"8": 32,
"4": 32
},
"bits": [
8,
4
],
"bits_prop": [
0.05,
0.95
],
"scale_bits": 4
}
},
{
"accuracy": 0.9900477984675059,
"total_bits": 750822496,
"gate_proj": {
"group_size": {
"5": 128,
"4": 128
},
"bits": [
5,
4
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"5": 128,
"4": 128
},
"bits": [
5,
4
],
"bits_prop": [
0.25,
0.75
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"8": 32,
"5": 128,
"4": 128
},
"bits": [
8,
5,
4
],
"bits_prop": [
0.05,
0.1,
0.85
],
"scale_bits": 4
}
},
{
"accuracy": 0.9913851118793613,
"total_bits": 765297664,
"gate_proj": {
"group_size": {
"5": 32,
"4": 32
},
"bits": [
5,
4
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"5": 32,
"4": 32
},
"bits": [
5,
4
],
"bits_prop": [
0.25,
0.75
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"8": 32,
"5": 32,
"4": 32
},
"bits": [
8,
5,
4
],
"bits_prop": [
0.05,
0.1,
0.85
],
"scale_bits": 4
}
},
{
"accuracy": 0.9949563842291307,
"total_bits": 923968608,
"gate_proj": {
"group_size": {
"6": 128,
"5": 128
},
"bits": [
6,
5
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"6": 128,
"5": 128
},
"bits": [
6,
5
],
"bits_prop": [
0.25,
0.75
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"8": 32,
"6": 128,
"5": 128
},
"bits": [
8,
6,
5
],
"bits_prop": [
0.05,
0.1,
0.85
],
"scale_bits": 4
}
},
{
"accuracy": 0.9954174274799267,
"total_bits": 938443776,
"gate_proj": {
"group_size": {
"6": 32,
"5": 32
},
"bits": [
6,
5
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"6": 32,
"5": 32
},
"bits": [
6,
5
],
"bits_prop": [
0.25,
0.75
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"8": 32,
"6": 32,
"5": 32
},
"bits": [
8,
6,
5
],
"bits_prop": [
0.05,
0.1,
0.85
],
"scale_bits": 4
}
},
{
"accuracy": 0.9970450948641979,
"total_bits": 1068803168,
"gate_proj": {
"group_size": {
"6": 128
},
"bits": [
6
],
"bits_prop": [
1
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"6": 128
},
"bits": [
6
],
"bits_prop": [
1
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"8": 32,
"6": 128
},
"bits": [
8,
6
],
"bits_prop": [
0.05,
0.95
],
"scale_bits": 4
}
},
{
"accuracy": 0.9972407198082166,
"total_bits": 1109664000,
"gate_proj": {
"group_size": {
"8": 128,
"6": 128
},
"bits": [
8,
6
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"8": 128,
"6": 128
},
"bits": [
8,
6
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"8": 128,
"6": 128
},
"bits": [
8,
6
],
"bits_prop": [
0.15,
0.85
],
"scale_bits": 4
}
},
{
"accuracy": 0.9976781773515732,
"total_bits": 1209278720,
"gate_proj": {
"group_size": {
"8": 128,
"6": 128
},
"bits": [
8,
6
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"8": 128,
"6": 128
},
"bits": [
8,
6
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"8": 128
},
"bits": [
8
],
"bits_prop": [
1
],
"scale_bits": 4
}
},
{
"accuracy": 0.9984664718687878,
"total_bits": 1414799616,
"gate_proj": {
"group_size": {
"8": 128
},
"bits": [
8
],
"bits_prop": [
1
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"8": 128
},
"bits": [
8
],
"bits_prop": [
1
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"8": 128
},
"bits": [
8
],
"bits_prop": [
1
],
"scale_bits": 4
}
}
],
"model.layers.11.self_attn": [
{
"accuracy": 0.9683624632460506,
"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": 0.9698375080663123,
"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": 0.9730104567777169,
"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": 0.980272414211772,
"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": 0.9839092277627635,
"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": 0.9844654913942673,
"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": 0.9888976761139929,
"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": 0.9896151253120288,
"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": 0.9907121009585497,
"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": 0.9908901550807059,
"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": 0.992120553543301,
"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": 0.9926779041875546,
"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": 0.993130011336976,
"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": 0.9936315088630899,
"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": 0.9960777215218466,
"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": 0.9964067757215449,
"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": 0.9969811656046659,
"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": 0.9973424638829831,
"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": 0.998366505054659,
"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.mlp": [
{
"accuracy": 0.9592629196612459,
"total_bits": 394740800,
"gate_proj": {
"group_size": {
"3": 64,
"2": 64
},
"bits": [
3,
2
],
"bits_prop": [
0.05,
0.95
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"3": 64,
"2": 64
},
"bits": [
3,
2
],
"bits_prop": [
0.05,
0.95
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"6": 32,
"3": 64,
"2": 64
},
"bits": [
6,
3,
2
],
"bits_prop": [
0.05,
0.2,
0.75
],
"scale_bits": 4
}
},
{
"accuracy": 0.9605484317596021,
"total_bits": 408503360,
"gate_proj": {
"group_size": {
"3": 64,
"2": 64
},
"bits": [
3,
2
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"3": 64,
"2": 64
},
"bits": [
3,
2
],
"bits_prop": [
0.25,
0.75
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"6": 32,
"3": 64,
"2": 64
},
"bits": [
6,
3,
2
],
"bits_prop": [
0.05,
0.2,
0.75
],
"scale_bits": 4
}
},
{
"accuracy": 0.9675214570996008,
"total_bits": 456551424,
"gate_proj": {
"group_size": {
"3": 64,
"2": 64
},
"bits": [
3,
2
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"3": 64,
"2": 64
},
"bits": [
3,
2
],
"bits_prop": [
0.3,
0.7
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"5": 32,
"3": 32
},
"bits": [
5,
3
],
"bits_prop": [
0.05,
0.95
],
"scale_bits": 4
}
},
{
"accuracy": 0.9696358825129113,
"total_bits": 512257024,
"gate_proj": {
"group_size": {
"3": 64,
"2": 64
},
"bits": [
3,
2
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"3": 64,
"2": 64
},
"bits": [
3,
2
],
"bits_prop": [
0.3,
0.7
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"5": 32,
"4": 32
},
"bits": [
5,
4
],
"bits_prop": [
0.05,
0.95
],
"scale_bits": 4
}
},
{
"accuracy": 0.9796550254288473,
"total_bits": 577676384,
"gate_proj": {
"group_size": {
"4": 128,
"3": 128
},
"bits": [
4,
3
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"4": 128,
"3": 128
},
"bits": [
4,
3
],
"bits_prop": [
0.25,
0.75
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"8": 32,
"4": 128,
"3": 128
},
"bits": [
8,
4,
3
],
"bits_prop": [
0.05,
0.1,
0.85
],
"scale_bits": 4
}
},
{
"accuracy": 0.9813714956276511,
"total_bits": 592151552,
"gate_proj": {
"group_size": {
"4": 32,
"3": 32
},
"bits": [
4,
3
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"4": 32,
"3": 32
},
"bits": [
4,
3
],
"bits_prop": [
0.25,
0.75
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"8": 32,
"4": 32,
"3": 32
},
"bits": [
8,
4,
3
],
"bits_prop": [
0.05,
0.1,
0.85
],
"scale_bits": 4
}
},
{
"accuracy": 0.9842001375938324,
"total_bits": 636733536,
"gate_proj": {
"group_size": {
"4": 32,
"3": 32
},
"bits": [
4,
3
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"4": 32,
"3": 32
},
"bits": [
4,
3
],
"bits_prop": [
0.25,
0.75
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"8": 32,
"4": 128
},
"bits": [
8,
4
],
"bits_prop": [
0.05,
0.95
],
"scale_bits": 4
}
},
{
"accuracy": 0.9892618504695987,
"total_bits": 728020576,
"gate_proj": {
"group_size": {
"4": 128
},
"bits": [
4
],
"bits_prop": [
1
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"4": 32
},
"bits": [
4
],
"bits_prop": [
1
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"8": 32,
"4": 128
},
"bits": [
8,
4
],
"bits_prop": [
0.05,
0.95
],
"scale_bits": 4
}
},
{
"accuracy": 0.9903625053549675,
"total_bits": 738755584,
"gate_proj": {
"group_size": {
"4": 32
},
"bits": [
4
],
"bits_prop": [
1
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"4": 32
},
"bits": [
4
],
"bits_prop": [
1
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"8": 32,
"4": 32
},
"bits": [
8,
4
],
"bits_prop": [
0.05,
0.95
],
"scale_bits": 4
}
},
{
"accuracy": 0.9896099445851225,
"total_bits": 750822496,
"gate_proj": {
"group_size": {
"5": 128,
"4": 128
},
"bits": [
5,
4
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"5": 128,
"4": 128
},
"bits": [
5,
4
],
"bits_prop": [
0.25,
0.75
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"8": 32,
"5": 128,
"4": 128
},
"bits": [
8,
5,
4
],
"bits_prop": [
0.05,
0.1,
0.85
],
"scale_bits": 4
}
},
{
"accuracy": 0.9909822280322643,
"total_bits": 765297664,
"gate_proj": {
"group_size": {
"5": 32,
"4": 32
},
"bits": [
5,
4
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"5": 32,
"4": 32
},
"bits": [
5,
4
],
"bits_prop": [
0.25,
0.75
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"8": 32,
"5": 32,
"4": 32
},
"bits": [
8,
5,
4
],
"bits_prop": [
0.05,
0.1,
0.85
],
"scale_bits": 4
}
},
{
"accuracy": 0.9947147996311909,
"total_bits": 923968608,
"gate_proj": {
"group_size": {
"6": 128,
"5": 128
},
"bits": [
6,
5
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"6": 128,
"5": 128
},
"bits": [
6,
5
],
"bits_prop": [
0.25,
0.75
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"8": 32,
"6": 128,
"5": 128
},
"bits": [
8,
6,
5
],
"bits_prop": [
0.05,
0.1,
0.85
],
"scale_bits": 4
}
},
{
"accuracy": 0.9951802038367054,
"total_bits": 938443776,
"gate_proj": {
"group_size": {
"6": 32,
"5": 32
},
"bits": [
6,
5
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"6": 32,
"5": 32
},
"bits": [
6,
5
],
"bits_prop": [
0.25,
0.75
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"8": 32,
"6": 32,
"5": 32
},
"bits": [
8,
6,
5
],
"bits_prop": [
0.05,
0.1,
0.85
],
"scale_bits": 4
}
},
{
"accuracy": 0.9968775152964028,
"total_bits": 1068803168,
"gate_proj": {
"group_size": {
"6": 128
},
"bits": [
6
],
"bits_prop": [
1
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"6": 128
},
"bits": [
6
],
"bits_prop": [
1
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"8": 32,
"6": 128
},
"bits": [
8,
6
],
"bits_prop": [
0.05,
0.95
],
"scale_bits": 4
}
},
{
"accuracy": 0.9971066176229598,
"total_bits": 1109664000,
"gate_proj": {
"group_size": {
"8": 128,
"6": 128
},
"bits": [
8,
6
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"8": 128,
"6": 128
},
"bits": [
8,
6
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"8": 128,
"6": 128
},
"bits": [
8,
6
],
"bits_prop": [
0.15,
0.85
],
"scale_bits": 4
}
},
{
"accuracy": 0.997567256005775,
"total_bits": 1209278720,
"gate_proj": {
"group_size": {
"8": 128,
"6": 128
},
"bits": [
8,
6
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"8": 128,
"6": 128
},
"bits": [
8,
6
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"8": 128
},
"bits": [
8
],
"bits_prop": [
1
],
"scale_bits": 4
}
},
{
"accuracy": 0.9983710258659956,
"total_bits": 1414799616,
"gate_proj": {
"group_size": {
"8": 128
},
"bits": [
8
],
"bits_prop": [
1
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"8": 128
},
"bits": [
8
],
"bits_prop": [
1
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"8": 128
},
"bits": [
8
],
"bits_prop": [
1
],
"scale_bits": 4
}
}
],
"model.layers.12.self_attn": [
{
"accuracy": 0.9661045347977626,
"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": 0.967336113662704,
"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": 0.9708956129554855,
"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": 0.9777105260444315,
"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": 0.9822309007623086,
"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": 0.9827292278458021,
"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": 0.9874490885260073,
"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": 0.9880862304401633,
"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": 0.989537392497847,
"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": 0.9900479400530457,
"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": 0.9910976359326589,
"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": 0.9917063039825543,
"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": 0.9919257636280044,
"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": 0.9926823548678505,
"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": 0.9956334256689603,
"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": 0.996125109475351,
"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": 0.9966145557363665,
"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": 0.9973578041443896,
"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": 0.9984554635440489,
"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.mlp": [
{
"accuracy": 0.955604280002023,
"total_bits": 394740800,
"gate_proj": {
"group_size": {
"3": 64,
"2": 64
},
"bits": [
3,
2
],
"bits_prop": [
0.05,
0.95
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"3": 64,
"2": 64
},
"bits": [
3,
2
],
"bits_prop": [
0.05,
0.95
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"6": 32,
"3": 64,
"2": 64
},
"bits": [
6,
3,
2
],
"bits_prop": [
0.05,
0.2,
0.75
],
"scale_bits": 4
}
},
{
"accuracy": 0.9570753313601017,
"total_bits": 408503360,
"gate_proj": {
"group_size": {
"3": 64,
"2": 64
},
"bits": [
3,
2
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"3": 64,
"2": 64
},
"bits": [
3,
2
],
"bits_prop": [
0.25,
0.75
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"6": 32,
"3": 64,
"2": 64
},
"bits": [
6,
3,
2
],
"bits_prop": [
0.05,
0.2,
0.75
],
"scale_bits": 4
}
},
{
"accuracy": 0.9642916937407694,
"total_bits": 456551424,
"gate_proj": {
"group_size": {
"3": 64,
"2": 64
},
"bits": [
3,
2
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"3": 64,
"2": 64
},
"bits": [
3,
2
],
"bits_prop": [
0.3,
0.7
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"5": 32,
"3": 32
},
"bits": [
5,
3
],
"bits_prop": [
0.05,
0.95
],
"scale_bits": 4
}
},
{
"accuracy": 0.9664703584031055,
"total_bits": 512257024,
"gate_proj": {
"group_size": {
"3": 64,
"2": 64
},
"bits": [
3,
2
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"3": 64,
"2": 64
},
"bits": [
3,
2
],
"bits_prop": [
0.3,
0.7
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"5": 32,
"4": 32
},
"bits": [
5,
4
],
"bits_prop": [
0.05,
0.95
],
"scale_bits": 4
}
},
{
"accuracy": 0.9777901290278685,
"total_bits": 577676384,
"gate_proj": {
"group_size": {
"4": 128,
"3": 128
},
"bits": [
4,
3
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"4": 128,
"3": 128
},
"bits": [
4,
3
],
"bits_prop": [
0.25,
0.75
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"8": 32,
"4": 128,
"3": 128
},
"bits": [
8,
4,
3
],
"bits_prop": [
0.05,
0.1,
0.85
],
"scale_bits": 4
}
},
{
"accuracy": 0.9797136606158394,
"total_bits": 592151552,
"gate_proj": {
"group_size": {
"4": 32,
"3": 32
},
"bits": [
4,
3
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"4": 32,
"3": 32
},
"bits": [
4,
3
],
"bits_prop": [
0.25,
0.75
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"8": 32,
"4": 32,
"3": 32
},
"bits": [
8,
4,
3
],
"bits_prop": [
0.05,
0.1,
0.85
],
"scale_bits": 4
}
},
{
"accuracy": 0.9826360223814845,
"total_bits": 636733536,
"gate_proj": {
"group_size": {
"4": 32,
"3": 32
},
"bits": [
4,
3
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"4": 32,
"3": 32
},
"bits": [
4,
3
],
"bits_prop": [
0.25,
0.75
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"8": 32,
"4": 128
},
"bits": [
8,
4
],
"bits_prop": [
0.05,
0.95
],
"scale_bits": 4
}
},
{
"accuracy": 0.9883233429128794,
"total_bits": 728020576,
"gate_proj": {
"group_size": {
"4": 128
},
"bits": [
4
],
"bits_prop": [
1
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"4": 32
},
"bits": [
4
],
"bits_prop": [
1
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"8": 32,
"4": 128
},
"bits": [
8,
4
],
"bits_prop": [
0.05,
0.95
],
"scale_bits": 4
}
},
{
"accuracy": 0.9894832417761025,
"total_bits": 738755584,
"gate_proj": {
"group_size": {
"4": 32
},
"bits": [
4
],
"bits_prop": [
1
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"4": 32
},
"bits": [
4
],
"bits_prop": [
1
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"8": 32,
"4": 32
},
"bits": [
8,
4
],
"bits_prop": [
0.05,
0.95
],
"scale_bits": 4
}
},
{
"accuracy": 0.9886341870664374,
"total_bits": 750822496,
"gate_proj": {
"group_size": {
"5": 128,
"4": 128
},
"bits": [
5,
4
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"5": 128,
"4": 128
},
"bits": [
5,
4
],
"bits_prop": [
0.25,
0.75
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"8": 32,
"5": 128,
"4": 128
},
"bits": [
8,
5,
4
],
"bits_prop": [
0.05,
0.1,
0.85
],
"scale_bits": 4
}
},
{
"accuracy": 0.9901553226242724,
"total_bits": 765297664,
"gate_proj": {
"group_size": {
"5": 32,
"4": 32
},
"bits": [
5,
4
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"5": 32,
"4": 32
},
"bits": [
5,
4
],
"bits_prop": [
0.25,
0.75
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"8": 32,
"5": 32,
"4": 32
},
"bits": [
8,
5,
4
],
"bits_prop": [
0.05,
0.1,
0.85
],
"scale_bits": 4
}
},
{
"accuracy": 0.9941877667596074,
"total_bits": 923968608,
"gate_proj": {
"group_size": {
"6": 128,
"5": 128
},
"bits": [
6,
5
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"6": 128,
"5": 128
},
"bits": [
6,
5
],
"bits_prop": [
0.25,
0.75
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"8": 32,
"6": 128,
"5": 128
},
"bits": [
8,
6,
5
],
"bits_prop": [
0.05,
0.1,
0.85
],
"scale_bits": 4
}
},
{
"accuracy": 0.9946883311495185,
"total_bits": 938443776,
"gate_proj": {
"group_size": {
"6": 32,
"5": 32
},
"bits": [
6,
5
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"6": 32,
"5": 32
},
"bits": [
6,
5
],
"bits_prop": [
0.25,
0.75
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"8": 32,
"6": 32,
"5": 32
},
"bits": [
8,
6,
5
],
"bits_prop": [
0.05,
0.1,
0.85
],
"scale_bits": 4
}
},
{
"accuracy": 0.9965140931675897,
"total_bits": 1068803168,
"gate_proj": {
"group_size": {
"6": 128
},
"bits": [
6
],
"bits_prop": [
1
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"6": 128
},
"bits": [
6
],
"bits_prop": [
1
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"8": 32,
"6": 128
},
"bits": [
8,
6
],
"bits_prop": [
0.05,
0.95
],
"scale_bits": 4
}
},
{
"accuracy": 0.9967748298873439,
"total_bits": 1109664000,
"gate_proj": {
"group_size": {
"8": 128,
"6": 128
},
"bits": [
8,
6
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"8": 128,
"6": 128
},
"bits": [
8,
6
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"8": 128,
"6": 128
},
"bits": [
8,
6
],
"bits_prop": [
0.15,
0.85
],
"scale_bits": 4
}
},
{
"accuracy": 0.9972346367093882,
"total_bits": 1209278720,
"gate_proj": {
"group_size": {
"8": 128,
"6": 128
},
"bits": [
8,
6
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"8": 128,
"6": 128
},
"bits": [
8,
6
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"8": 128
},
"bits": [
8
],
"bits_prop": [
1
],
"scale_bits": 4
}
},
{
"accuracy": 0.9981189951741773,
"total_bits": 1414799616,
"gate_proj": {
"group_size": {
"8": 128
},
"bits": [
8
],
"bits_prop": [
1
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"8": 128
},
"bits": [
8
],
"bits_prop": [
1
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"8": 128
},
"bits": [
8
],
"bits_prop": [
1
],
"scale_bits": 4
}
}
],
"model.layers.13.self_attn": [
{
"accuracy": 0.9657564742588683,
"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": 0.9671960146117368,
"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": 0.9702567398842228,
"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": 0.9783962309654606,
"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": 0.9824262036402759,
"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": 0.9831460163144297,
"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": 0.9886386703062606,
"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": 0.9897171711598179,
"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": 0.9906049230332045,
"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": 0.9913771834322497,
"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": 0.9915637200894324,
"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": 0.9920874187036565,
"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": 0.9926980122629749,
"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": 0.993216876026341,
"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": 0.995932013200792,
"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": 0.9959693945405123,
"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": 0.9971001034504489,
"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": 0.996991490393779,
"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": 0.998666822922563,
"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.mlp": [
{
"accuracy": 0.9522627170540785,
"total_bits": 394740800,
"gate_proj": {
"group_size": {
"3": 64,
"2": 64
},
"bits": [
3,
2
],
"bits_prop": [
0.05,
0.95
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"3": 64,
"2": 64
},
"bits": [
3,
2
],
"bits_prop": [
0.05,
0.95
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"6": 32,
"3": 64,
"2": 64
},
"bits": [
6,
3,
2
],
"bits_prop": [
0.05,
0.2,
0.75
],
"scale_bits": 4
}
},
{
"accuracy": 0.9537924397736788,
"total_bits": 408503360,
"gate_proj": {
"group_size": {
"3": 64,
"2": 64
},
"bits": [
3,
2
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"3": 64,
"2": 64
},
"bits": [
3,
2
],
"bits_prop": [
0.25,
0.75
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"6": 32,
"3": 64,
"2": 64
},
"bits": [
6,
3,
2
],
"bits_prop": [
0.05,
0.2,
0.75
],
"scale_bits": 4
}
},
{
"accuracy": 0.9616702071538097,
"total_bits": 456551424,
"gate_proj": {
"group_size": {
"3": 64,
"2": 64
},
"bits": [
3,
2
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"3": 64,
"2": 64
},
"bits": [
3,
2
],
"bits_prop": [
0.3,
0.7
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"5": 32,
"3": 32
},
"bits": [
5,
3
],
"bits_prop": [
0.05,
0.95
],
"scale_bits": 4
}
},
{
"accuracy": 0.9641130005842761,
"total_bits": 512257024,
"gate_proj": {
"group_size": {
"3": 64,
"2": 64
},
"bits": [
3,
2
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"3": 64,
"2": 64
},
"bits": [
3,
2
],
"bits_prop": [
0.3,
0.7
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"5": 32,
"4": 32
},
"bits": [
5,
4
],
"bits_prop": [
0.05,
0.95
],
"scale_bits": 4
}
},
{
"accuracy": 0.9760282306294692,
"total_bits": 577676384,
"gate_proj": {
"group_size": {
"4": 128,
"3": 128
},
"bits": [
4,
3
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"4": 128,
"3": 128
},
"bits": [
4,
3
],
"bits_prop": [
0.25,
0.75
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"8": 32,
"4": 128,
"3": 128
},
"bits": [
8,
4,
3
],
"bits_prop": [
0.05,
0.1,
0.85
],
"scale_bits": 4
}
},
{
"accuracy": 0.9780994169414043,
"total_bits": 592151552,
"gate_proj": {
"group_size": {
"4": 32,
"3": 32
},
"bits": [
4,
3
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"4": 32,
"3": 32
},
"bits": [
4,
3
],
"bits_prop": [
0.25,
0.75
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"8": 32,
"4": 32,
"3": 32
},
"bits": [
8,
4,
3
],
"bits_prop": [
0.05,
0.1,
0.85
],
"scale_bits": 4
}
},
{
"accuracy": 0.9813136438790121,
"total_bits": 636733536,
"gate_proj": {
"group_size": {
"4": 32,
"3": 32
},
"bits": [
4,
3
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"4": 32,
"3": 32
},
"bits": [
4,
3
],
"bits_prop": [
0.25,
0.75
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"8": 32,
"4": 128
},
"bits": [
8,
4
],
"bits_prop": [
0.05,
0.95
],
"scale_bits": 4
}
},
{
"accuracy": 0.9873172241312108,
"total_bits": 728020576,
"gate_proj": {
"group_size": {
"4": 128
},
"bits": [
4
],
"bits_prop": [
1
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"4": 32
},
"bits": [
4
],
"bits_prop": [
1
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"8": 32,
"4": 128
},
"bits": [
8,
4
],
"bits_prop": [
0.05,
0.95
],
"scale_bits": 4
}
},
{
"accuracy": 0.9886362703370029,
"total_bits": 738755584,
"gate_proj": {
"group_size": {
"4": 32
},
"bits": [
4
],
"bits_prop": [
1
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"4": 32
},
"bits": [
4
],
"bits_prop": [
1
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"8": 32,
"4": 32
},
"bits": [
8,
4
],
"bits_prop": [
0.05,
0.95
],
"scale_bits": 4
}
},
{
"accuracy": 0.9877507309184262,
"total_bits": 750822496,
"gate_proj": {
"group_size": {
"5": 128,
"4": 128
},
"bits": [
5,
4
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"5": 128,
"4": 128
},
"bits": [
5,
4
],
"bits_prop": [
0.25,
0.75
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"8": 32,
"5": 128,
"4": 128
},
"bits": [
8,
5,
4
],
"bits_prop": [
0.05,
0.1,
0.85
],
"scale_bits": 4
}
},
{
"accuracy": 0.9893986047000477,
"total_bits": 765297664,
"gate_proj": {
"group_size": {
"5": 32,
"4": 32
},
"bits": [
5,
4
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"5": 32,
"4": 32
},
"bits": [
5,
4
],
"bits_prop": [
0.25,
0.75
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"8": 32,
"5": 32,
"4": 32
},
"bits": [
8,
5,
4
],
"bits_prop": [
0.05,
0.1,
0.85
],
"scale_bits": 4
}
},
{
"accuracy": 0.9937804905869263,
"total_bits": 923968608,
"gate_proj": {
"group_size": {
"6": 128,
"5": 128
},
"bits": [
6,
5
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"6": 128,
"5": 128
},
"bits": [
6,
5
],
"bits_prop": [
0.25,
0.75
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"8": 32,
"6": 128,
"5": 128
},
"bits": [
8,
6,
5
],
"bits_prop": [
0.05,
0.1,
0.85
],
"scale_bits": 4
}
},
{
"accuracy": 0.9943328846711665,
"total_bits": 938443776,
"gate_proj": {
"group_size": {
"6": 32,
"5": 32
},
"bits": [
6,
5
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"6": 32,
"5": 32
},
"bits": [
6,
5
],
"bits_prop": [
0.25,
0.75
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"8": 32,
"6": 32,
"5": 32
},
"bits": [
8,
6,
5
],
"bits_prop": [
0.05,
0.1,
0.85
],
"scale_bits": 4
}
},
{
"accuracy": 0.9963189608196875,
"total_bits": 1068803168,
"gate_proj": {
"group_size": {
"6": 128
},
"bits": [
6
],
"bits_prop": [
1
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"6": 128
},
"bits": [
6
],
"bits_prop": [
1
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"8": 32,
"6": 128
},
"bits": [
8,
6
],
"bits_prop": [
0.05,
0.95
],
"scale_bits": 4
}
},
{
"accuracy": 0.9965713415601242,
"total_bits": 1109664000,
"gate_proj": {
"group_size": {
"8": 128,
"6": 128
},
"bits": [
8,
6
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"8": 128,
"6": 128
},
"bits": [
8,
6
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"8": 128,
"6": 128
},
"bits": [
8,
6
],
"bits_prop": [
0.15,
0.85
],
"scale_bits": 4
}
},
{
"accuracy": 0.9970930404348397,
"total_bits": 1209278720,
"gate_proj": {
"group_size": {
"8": 128,
"6": 128
},
"bits": [
8,
6
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"8": 128,
"6": 128
},
"bits": [
8,
6
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"8": 128
},
"bits": [
8
],
"bits_prop": [
1
],
"scale_bits": 4
}
},
{
"accuracy": 0.9980437837902604,
"total_bits": 1414799616,
"gate_proj": {
"group_size": {
"8": 128
},
"bits": [
8
],
"bits_prop": [
1
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"8": 128
},
"bits": [
8
],
"bits_prop": [
1
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"8": 128
},
"bits": [
8
],
"bits_prop": [
1
],
"scale_bits": 4
}
}
],
"model.layers.14.self_attn": [
{
"accuracy": 0.959774040175896,
"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": 0.9616508589763391,
"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": 0.9654220370085616,
"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": 0.9749651676730106,
"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": 0.9791502401624855,
"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": 0.9800634758644983,
"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": 0.9863227520775246,
"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": 0.9876064649341922,
"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": 0.9886230905785373,
"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": 0.989423333985829,
"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": 0.9898515757369367,
"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": 0.9905160733400599,
"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": 0.9911595630508504,
"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": 0.9918657559778934,
"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": 0.994905982681207,
"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": 0.9955755683323858,
"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": 0.9961711035575718,
"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": 0.9969301737697893,
"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": 0.9982538029986532,
"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.mlp": [
{
"accuracy": 0.9484473096304818,
"total_bits": 394740800,
"gate_proj": {
"group_size": {
"3": 64,
"2": 64
},
"bits": [
3,
2
],
"bits_prop": [
0.05,
0.95
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"3": 64,
"2": 64
},
"bits": [
3,
2
],
"bits_prop": [
0.05,
0.95
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"6": 32,
"3": 64,
"2": 64
},
"bits": [
6,
3,
2
],
"bits_prop": [
0.05,
0.2,
0.75
],
"scale_bits": 4
}
},
{
"accuracy": 0.9500750490513287,
"total_bits": 408503360,
"gate_proj": {
"group_size": {
"3": 64,
"2": 64
},
"bits": [
3,
2
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"3": 64,
"2": 64
},
"bits": [
3,
2
],
"bits_prop": [
0.25,
0.75
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"6": 32,
"3": 64,
"2": 64
},
"bits": [
6,
3,
2
],
"bits_prop": [
0.05,
0.2,
0.75
],
"scale_bits": 4
}
},
{
"accuracy": 0.9585488645457908,
"total_bits": 456551424,
"gate_proj": {
"group_size": {
"3": 64,
"2": 64
},
"bits": [
3,
2
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"3": 64,
"2": 64
},
"bits": [
3,
2
],
"bits_prop": [
0.3,
0.7
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"5": 32,
"3": 32
},
"bits": [
5,
3
],
"bits_prop": [
0.05,
0.95
],
"scale_bits": 4
}
},
{
"accuracy": 0.9611505395487735,
"total_bits": 512257024,
"gate_proj": {
"group_size": {
"3": 64,
"2": 64
},
"bits": [
3,
2
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"3": 64,
"2": 64
},
"bits": [
3,
2
],
"bits_prop": [
0.3,
0.7
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"5": 32,
"4": 32
},
"bits": [
5,
4
],
"bits_prop": [
0.05,
0.95
],
"scale_bits": 4
}
},
{
"accuracy": 0.9742230271528426,
"total_bits": 577676384,
"gate_proj": {
"group_size": {
"4": 128,
"3": 128
},
"bits": [
4,
3
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"4": 128,
"3": 128
},
"bits": [
4,
3
],
"bits_prop": [
0.25,
0.75
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"8": 32,
"4": 128,
"3": 128
},
"bits": [
8,
4,
3
],
"bits_prop": [
0.05,
0.1,
0.85
],
"scale_bits": 4
}
},
{
"accuracy": 0.9764304166953814,
"total_bits": 592151552,
"gate_proj": {
"group_size": {
"4": 32,
"3": 32
},
"bits": [
4,
3
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"4": 32,
"3": 32
},
"bits": [
4,
3
],
"bits_prop": [
0.25,
0.75
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"8": 32,
"4": 32,
"3": 32
},
"bits": [
8,
4,
3
],
"bits_prop": [
0.05,
0.1,
0.85
],
"scale_bits": 4
}
},
{
"accuracy": 0.9798420385310525,
"total_bits": 636733536,
"gate_proj": {
"group_size": {
"4": 32,
"3": 32
},
"bits": [
4,
3
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"4": 32,
"3": 32
},
"bits": [
4,
3
],
"bits_prop": [
0.25,
0.75
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"8": 32,
"4": 128
},
"bits": [
8,
4
],
"bits_prop": [
0.05,
0.95
],
"scale_bits": 4
}
},
{
"accuracy": 0.9862903744031332,
"total_bits": 728020576,
"gate_proj": {
"group_size": {
"4": 128
},
"bits": [
4
],
"bits_prop": [
1
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"4": 32
},
"bits": [
4
],
"bits_prop": [
1
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"8": 32,
"4": 128
},
"bits": [
8,
4
],
"bits_prop": [
0.05,
0.95
],
"scale_bits": 4
}
},
{
"accuracy": 0.9876455918297564,
"total_bits": 738755584,
"gate_proj": {
"group_size": {
"4": 32
},
"bits": [
4
],
"bits_prop": [
1
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"4": 32
},
"bits": [
4
],
"bits_prop": [
1
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"8": 32,
"4": 32
},
"bits": [
8,
4
],
"bits_prop": [
0.05,
0.95
],
"scale_bits": 4
}
},
{
"accuracy": 0.9867927110263783,
"total_bits": 750822496,
"gate_proj": {
"group_size": {
"5": 128,
"4": 128
},
"bits": [
5,
4
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"5": 128,
"4": 128
},
"bits": [
5,
4
],
"bits_prop": [
0.25,
0.75
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"8": 32,
"5": 128,
"4": 128
},
"bits": [
8,
5,
4
],
"bits_prop": [
0.05,
0.1,
0.85
],
"scale_bits": 4
}
},
{
"accuracy": 0.9885334011755491,
"total_bits": 765297664,
"gate_proj": {
"group_size": {
"5": 32,
"4": 32
},
"bits": [
5,
4
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"5": 32,
"4": 32
},
"bits": [
5,
4
],
"bits_prop": [
0.25,
0.75
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"8": 32,
"5": 32,
"4": 32
},
"bits": [
8,
5,
4
],
"bits_prop": [
0.05,
0.1,
0.85
],
"scale_bits": 4
}
},
{
"accuracy": 0.9932181817528448,
"total_bits": 923968608,
"gate_proj": {
"group_size": {
"6": 128,
"5": 128
},
"bits": [
6,
5
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"6": 128,
"5": 128
},
"bits": [
6,
5
],
"bits_prop": [
0.25,
0.75
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"8": 32,
"6": 128,
"5": 128
},
"bits": [
8,
6,
5
],
"bits_prop": [
0.05,
0.1,
0.85
],
"scale_bits": 4
}
},
{
"accuracy": 0.9937495013674427,
"total_bits": 938443776,
"gate_proj": {
"group_size": {
"6": 32,
"5": 32
},
"bits": [
6,
5
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"6": 32,
"5": 32
},
"bits": [
6,
5
],
"bits_prop": [
0.25,
0.75
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"8": 32,
"6": 32,
"5": 32
},
"bits": [
8,
6,
5
],
"bits_prop": [
0.05,
0.1,
0.85
],
"scale_bits": 4
}
},
{
"accuracy": 0.9958643140638933,
"total_bits": 1068803168,
"gate_proj": {
"group_size": {
"6": 128
},
"bits": [
6
],
"bits_prop": [
1
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"6": 128
},
"bits": [
6
],
"bits_prop": [
1
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"8": 32,
"6": 128
},
"bits": [
8,
6
],
"bits_prop": [
0.05,
0.95
],
"scale_bits": 4
}
},
{
"accuracy": 0.9961699811545642,
"total_bits": 1109664000,
"gate_proj": {
"group_size": {
"8": 128,
"6": 128
},
"bits": [
8,
6
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"8": 128,
"6": 128
},
"bits": [
8,
6
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"8": 128,
"6": 128
},
"bits": [
8,
6
],
"bits_prop": [
0.15,
0.85
],
"scale_bits": 4
}
},
{
"accuracy": 0.9967011276902141,
"total_bits": 1209278720,
"gate_proj": {
"group_size": {
"8": 128,
"6": 128
},
"bits": [
8,
6
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"8": 128,
"6": 128
},
"bits": [
8,
6
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"8": 128
},
"bits": [
8
],
"bits_prop": [
1
],
"scale_bits": 4
}
},
{
"accuracy": 0.9976529341656715,
"total_bits": 1414799616,
"gate_proj": {
"group_size": {
"8": 128
},
"bits": [
8
],
"bits_prop": [
1
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"8": 128
},
"bits": [
8
],
"bits_prop": [
1
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"8": 128
},
"bits": [
8
],
"bits_prop": [
1
],
"scale_bits": 4
}
}
],
"model.layers.15.self_attn": [
{
"accuracy": 0.9571095629546204,
"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": 0.9584146089067584,
"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": 0.9627720311676201,
"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": 0.9708433004684354,
"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": 0.9772818028730782,
"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": 0.9781747124108829,
"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": 0.9840433719616971,
"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": 0.9852586964292354,
"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": 0.9864326379948148,
"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": 0.9870993963344709,
"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": 0.9888691396305436,
"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": 0.9899479056169328,
"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": 0.9904313579103664,
"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": 0.9911761306177237,
"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": 0.9943542964143777,
"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": 0.9950785956615092,
"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": 0.9954763909091094,
"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": 0.9968299468562595,
"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": 0.9976411118527482,
"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.mlp": [
{
"accuracy": 0.9447777658504874,
"total_bits": 394740800,
"gate_proj": {
"group_size": {
"3": 64,
"2": 64
},
"bits": [
3,
2
],
"bits_prop": [
0.05,
0.95
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"3": 64,
"2": 64
},
"bits": [
3,
2
],
"bits_prop": [
0.05,
0.95
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"6": 32,
"3": 64,
"2": 64
},
"bits": [
6,
3,
2
],
"bits_prop": [
0.05,
0.2,
0.75
],
"scale_bits": 4
}
},
{
"accuracy": 0.9464430683537534,
"total_bits": 408503360,
"gate_proj": {
"group_size": {
"3": 64,
"2": 64
},
"bits": [
3,
2
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"3": 64,
"2": 64
},
"bits": [
3,
2
],
"bits_prop": [
0.25,
0.75
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"6": 32,
"3": 64,
"2": 64
},
"bits": [
6,
3,
2
],
"bits_prop": [
0.05,
0.2,
0.75
],
"scale_bits": 4
}
},
{
"accuracy": 0.9554584252795106,
"total_bits": 456551424,
"gate_proj": {
"group_size": {
"3": 64,
"2": 64
},
"bits": [
3,
2
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"3": 64,
"2": 64
},
"bits": [
3,
2
],
"bits_prop": [
0.3,
0.7
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"5": 32,
"3": 32
},
"bits": [
5,
3
],
"bits_prop": [
0.05,
0.95
],
"scale_bits": 4
}
},
{
"accuracy": 0.9582414081026065,
"total_bits": 512257024,
"gate_proj": {
"group_size": {
"3": 64,
"2": 64
},
"bits": [
3,
2
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"3": 64,
"2": 64
},
"bits": [
3,
2
],
"bits_prop": [
0.3,
0.7
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"5": 32,
"4": 32
},
"bits": [
5,
4
],
"bits_prop": [
0.05,
0.95
],
"scale_bits": 4
}
},
{
"accuracy": 0.9724037999189213,
"total_bits": 577676384,
"gate_proj": {
"group_size": {
"4": 128,
"3": 128
},
"bits": [
4,
3
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"4": 128,
"3": 128
},
"bits": [
4,
3
],
"bits_prop": [
0.25,
0.75
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"8": 32,
"4": 128,
"3": 128
},
"bits": [
8,
4,
3
],
"bits_prop": [
0.05,
0.1,
0.85
],
"scale_bits": 4
}
},
{
"accuracy": 0.9746956297833669,
"total_bits": 592151552,
"gate_proj": {
"group_size": {
"4": 32,
"3": 32
},
"bits": [
4,
3
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"4": 32,
"3": 32
},
"bits": [
4,
3
],
"bits_prop": [
0.25,
0.75
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"8": 32,
"4": 32,
"3": 32
},
"bits": [
8,
4,
3
],
"bits_prop": [
0.05,
0.1,
0.85
],
"scale_bits": 4
}
},
{
"accuracy": 0.9783560043985122,
"total_bits": 636733536,
"gate_proj": {
"group_size": {
"4": 32,
"3": 32
},
"bits": [
4,
3
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"4": 32,
"3": 32
},
"bits": [
4,
3
],
"bits_prop": [
0.25,
0.75
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"8": 32,
"4": 128
},
"bits": [
8,
4
],
"bits_prop": [
0.05,
0.95
],
"scale_bits": 4
}
},
{
"accuracy": 0.9854730840184187,
"total_bits": 728020576,
"gate_proj": {
"group_size": {
"4": 128
},
"bits": [
4
],
"bits_prop": [
1
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"4": 32
},
"bits": [
4
],
"bits_prop": [
1
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"8": 32,
"4": 128
},
"bits": [
8,
4
],
"bits_prop": [
0.05,
0.95
],
"scale_bits": 4
}
},
{
"accuracy": 0.9868817273282299,
"total_bits": 738755584,
"gate_proj": {
"group_size": {
"4": 32
},
"bits": [
4
],
"bits_prop": [
1
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"4": 32
},
"bits": [
4
],
"bits_prop": [
1
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"8": 32,
"4": 32
},
"bits": [
8,
4
],
"bits_prop": [
0.05,
0.95
],
"scale_bits": 4
}
},
{
"accuracy": 0.9859090608201528,
"total_bits": 750822496,
"gate_proj": {
"group_size": {
"5": 128,
"4": 128
},
"bits": [
5,
4
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"5": 128,
"4": 128
},
"bits": [
5,
4
],
"bits_prop": [
0.25,
0.75
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"8": 32,
"5": 128,
"4": 128
},
"bits": [
8,
5,
4
],
"bits_prop": [
0.05,
0.1,
0.85
],
"scale_bits": 4
}
},
{
"accuracy": 0.9877463975235036,
"total_bits": 765297664,
"gate_proj": {
"group_size": {
"5": 32,
"4": 32
},
"bits": [
5,
4
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"5": 32,
"4": 32
},
"bits": [
5,
4
],
"bits_prop": [
0.25,
0.75
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"8": 32,
"5": 32,
"4": 32
},
"bits": [
8,
5,
4
],
"bits_prop": [
0.05,
0.1,
0.85
],
"scale_bits": 4
}
},
{
"accuracy": 0.9928272067765264,
"total_bits": 923968608,
"gate_proj": {
"group_size": {
"6": 128,
"5": 128
},
"bits": [
6,
5
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"6": 128,
"5": 128
},
"bits": [
6,
5
],
"bits_prop": [
0.25,
0.75
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"8": 32,
"6": 128,
"5": 128
},
"bits": [
8,
6,
5
],
"bits_prop": [
0.05,
0.1,
0.85
],
"scale_bits": 4
}
},
{
"accuracy": 0.9934409886696621,
"total_bits": 938443776,
"gate_proj": {
"group_size": {
"6": 32,
"5": 32
},
"bits": [
6,
5
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"6": 32,
"5": 32
},
"bits": [
6,
5
],
"bits_prop": [
0.25,
0.75
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"8": 32,
"6": 32,
"5": 32
},
"bits": [
8,
6,
5
],
"bits_prop": [
0.05,
0.1,
0.85
],
"scale_bits": 4
}
},
{
"accuracy": 0.9957457171802065,
"total_bits": 1068803168,
"gate_proj": {
"group_size": {
"6": 128
},
"bits": [
6
],
"bits_prop": [
1
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"6": 128
},
"bits": [
6
],
"bits_prop": [
1
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"8": 32,
"6": 128
},
"bits": [
8,
6
],
"bits_prop": [
0.05,
0.95
],
"scale_bits": 4
}
},
{
"accuracy": 0.9960565522166067,
"total_bits": 1109664000,
"gate_proj": {
"group_size": {
"8": 128,
"6": 128
},
"bits": [
8,
6
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"8": 128,
"6": 128
},
"bits": [
8,
6
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"8": 128,
"6": 128
},
"bits": [
8,
6
],
"bits_prop": [
0.15,
0.85
],
"scale_bits": 4
}
},
{
"accuracy": 0.9966417793061977,
"total_bits": 1209278720,
"gate_proj": {
"group_size": {
"8": 128,
"6": 128
},
"bits": [
8,
6
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"8": 128,
"6": 128
},
"bits": [
8,
6
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"8": 128
},
"bits": [
8
],
"bits_prop": [
1
],
"scale_bits": 4
}
},
{
"accuracy": 0.9977528020359674,
"total_bits": 1414799616,
"gate_proj": {
"group_size": {
"8": 128
},
"bits": [
8
],
"bits_prop": [
1
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"8": 128
},
"bits": [
8
],
"bits_prop": [
1
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"8": 128
},
"bits": [
8
],
"bits_prop": [
1
],
"scale_bits": 4
}
}
],
"model.layers.16.self_attn": [
{
"accuracy": 0.9588711730351573,
"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": 0.9601723682135344,
"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": 0.9645833465221682,
"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": 0.9735842486353297,
"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": 0.978730233435176,
"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": 0.9794637529963726,
"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": 0.9861366942671961,
"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": 0.987135037877842,
"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": 0.9884824652322813,
"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": 0.9889196269949408,
"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": 0.9897125011653101,
"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": 0.9903619518062394,
"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": 0.9911402229121641,
"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": 0.9917590422555804,
"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": 0.9950074657773305,
"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": 0.9954878472919134,
"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": 0.9963067968094134,
"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": 0.9968282760145437,
"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": 0.9983856062754057,
"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.mlp": [
{
"accuracy": 0.9382620910672765,
"total_bits": 394740800,
"gate_proj": {
"group_size": {
"3": 64,
"2": 64
},
"bits": [
3,
2
],
"bits_prop": [
0.05,
0.95
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"3": 64,
"2": 64
},
"bits": [
3,
2
],
"bits_prop": [
0.05,
0.95
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"6": 32,
"3": 64,
"2": 64
},
"bits": [
6,
3,
2
],
"bits_prop": [
0.05,
0.2,
0.75
],
"scale_bits": 4
}
},
{
"accuracy": 0.9401492498030788,
"total_bits": 408503360,
"gate_proj": {
"group_size": {
"3": 64,
"2": 64
},
"bits": [
3,
2
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"3": 64,
"2": 64
},
"bits": [
3,
2
],
"bits_prop": [
0.25,
0.75
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"6": 32,
"3": 64,
"2": 64
},
"bits": [
6,
3,
2
],
"bits_prop": [
0.05,
0.2,
0.75
],
"scale_bits": 4
}
},
{
"accuracy": 0.9502809244747225,
"total_bits": 456551424,
"gate_proj": {
"group_size": {
"3": 64,
"2": 64
},
"bits": [
3,
2
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"3": 64,
"2": 64
},
"bits": [
3,
2
],
"bits_prop": [
0.3,
0.7
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"5": 32,
"3": 32
},
"bits": [
5,
3
],
"bits_prop": [
0.05,
0.95
],
"scale_bits": 4
}
},
{
"accuracy": 0.9534445615779412,
"total_bits": 512257024,
"gate_proj": {
"group_size": {
"3": 64,
"2": 64
},
"bits": [
3,
2
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"3": 64,
"2": 64
},
"bits": [
3,
2
],
"bits_prop": [
0.3,
0.7
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"5": 32,
"4": 32
},
"bits": [
5,
4
],
"bits_prop": [
0.05,
0.95
],
"scale_bits": 4
}
},
{
"accuracy": 0.9691711948498299,
"total_bits": 577676384,
"gate_proj": {
"group_size": {
"4": 128,
"3": 128
},
"bits": [
4,
3
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"4": 128,
"3": 128
},
"bits": [
4,
3
],
"bits_prop": [
0.25,
0.75
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"8": 32,
"4": 128,
"3": 128
},
"bits": [
8,
4,
3
],
"bits_prop": [
0.05,
0.1,
0.85
],
"scale_bits": 4
}
},
{
"accuracy": 0.9717476764007619,
"total_bits": 592151552,
"gate_proj": {
"group_size": {
"4": 32,
"3": 32
},
"bits": [
4,
3
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"4": 32,
"3": 32
},
"bits": [
4,
3
],
"bits_prop": [
0.25,
0.75
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"8": 32,
"4": 32,
"3": 32
},
"bits": [
8,
4,
3
],
"bits_prop": [
0.05,
0.1,
0.85
],
"scale_bits": 4
}
},
{
"accuracy": 0.9758423313890633,
"total_bits": 636733536,
"gate_proj": {
"group_size": {
"4": 32,
"3": 32
},
"bits": [
4,
3
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"4": 32,
"3": 32
},
"bits": [
4,
3
],
"bits_prop": [
0.25,
0.75
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"8": 32,
"4": 128
},
"bits": [
8,
4
],
"bits_prop": [
0.05,
0.95
],
"scale_bits": 4
}
},
{
"accuracy": 0.9836692841919629,
"total_bits": 728020576,
"gate_proj": {
"group_size": {
"4": 128
},
"bits": [
4
],
"bits_prop": [
1
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"4": 32
},
"bits": [
4
],
"bits_prop": [
1
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"8": 32,
"4": 128
},
"bits": [
8,
4
],
"bits_prop": [
0.05,
0.95
],
"scale_bits": 4
}
},
{
"accuracy": 0.9852407059975361,
"total_bits": 738755584,
"gate_proj": {
"group_size": {
"4": 32
},
"bits": [
4
],
"bits_prop": [
1
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"4": 32
},
"bits": [
4
],
"bits_prop": [
1
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"8": 32,
"4": 32
},
"bits": [
8,
4
],
"bits_prop": [
0.05,
0.95
],
"scale_bits": 4
}
},
{
"accuracy": 0.984259773682999,
"total_bits": 750822496,
"gate_proj": {
"group_size": {
"5": 128,
"4": 128
},
"bits": [
5,
4
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"5": 128,
"4": 128
},
"bits": [
5,
4
],
"bits_prop": [
0.25,
0.75
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"8": 32,
"5": 128,
"4": 128
},
"bits": [
8,
5,
4
],
"bits_prop": [
0.05,
0.1,
0.85
],
"scale_bits": 4
}
},
{
"accuracy": 0.9862957728879624,
"total_bits": 765297664,
"gate_proj": {
"group_size": {
"5": 32,
"4": 32
},
"bits": [
5,
4
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"5": 32,
"4": 32
},
"bits": [
5,
4
],
"bits_prop": [
0.25,
0.75
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"8": 32,
"5": 32,
"4": 32
},
"bits": [
8,
5,
4
],
"bits_prop": [
0.05,
0.1,
0.85
],
"scale_bits": 4
}
},
{
"accuracy": 0.9919546390883625,
"total_bits": 923968608,
"gate_proj": {
"group_size": {
"6": 128,
"5": 128
},
"bits": [
6,
5
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"6": 128,
"5": 128
},
"bits": [
6,
5
],
"bits_prop": [
0.25,
0.75
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"8": 32,
"6": 128,
"5": 128
},
"bits": [
8,
6,
5
],
"bits_prop": [
0.05,
0.1,
0.85
],
"scale_bits": 4
}
},
{
"accuracy": 0.9926218851469457,
"total_bits": 938443776,
"gate_proj": {
"group_size": {
"6": 32,
"5": 32
},
"bits": [
6,
5
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"6": 32,
"5": 32
},
"bits": [
6,
5
],
"bits_prop": [
0.25,
0.75
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"8": 32,
"6": 32,
"5": 32
},
"bits": [
8,
6,
5
],
"bits_prop": [
0.05,
0.1,
0.85
],
"scale_bits": 4
}
},
{
"accuracy": 0.9951693763907411,
"total_bits": 1068803168,
"gate_proj": {
"group_size": {
"6": 128
},
"bits": [
6
],
"bits_prop": [
1
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"6": 128
},
"bits": [
6
],
"bits_prop": [
1
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"8": 32,
"6": 128
},
"bits": [
8,
6
],
"bits_prop": [
0.05,
0.95
],
"scale_bits": 4
}
},
{
"accuracy": 0.9955687918455193,
"total_bits": 1109664000,
"gate_proj": {
"group_size": {
"8": 128,
"6": 128
},
"bits": [
8,
6
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"8": 128,
"6": 128
},
"bits": [
8,
6
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"8": 128,
"6": 128
},
"bits": [
8,
6
],
"bits_prop": [
0.15,
0.85
],
"scale_bits": 4
}
},
{
"accuracy": 0.9962197303600413,
"total_bits": 1209278720,
"gate_proj": {
"group_size": {
"8": 128,
"6": 128
},
"bits": [
8,
6
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"8": 128,
"6": 128
},
"bits": [
8,
6
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"8": 128
},
"bits": [
8
],
"bits_prop": [
1
],
"scale_bits": 4
}
},
{
"accuracy": 0.9974315742055249,
"total_bits": 1414799616,
"gate_proj": {
"group_size": {
"8": 128
},
"bits": [
8
],
"bits_prop": [
1
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"8": 128
},
"bits": [
8
],
"bits_prop": [
1
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"8": 128
},
"bits": [
8
],
"bits_prop": [
1
],
"scale_bits": 4
}
}
],
"model.layers.17.self_attn": [
{
"accuracy": 0.9551977051520034,
"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": 0.9572001956403255,
"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": 0.9611607684116614,
"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": 0.9720120187358636,
"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": 0.9762211657668415,
"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": 0.9772013207701477,
"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": 0.9835971095844319,
"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": 0.9849273962164787,
"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": 0.9865466273193689,
"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": 0.9873233317936722,
"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": 0.9883104021121797,
"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": 0.9890961686247274,
"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": 0.9896396120863133,
"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": 0.9905393406944839,
"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": 0.9938196820868669,
"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": 0.9949129807493208,
"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": 0.9951299651844525,
"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": 0.996488749503011,
"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": 0.9973145004141292,
"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.mlp": [
{
"accuracy": 0.9319821754960638,
"total_bits": 394740800,
"gate_proj": {
"group_size": {
"3": 64,
"2": 64
},
"bits": [
3,
2
],
"bits_prop": [
0.05,
0.95
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"3": 64,
"2": 64
},
"bits": [
3,
2
],
"bits_prop": [
0.05,
0.95
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"6": 32,
"3": 64,
"2": 64
},
"bits": [
6,
3,
2
],
"bits_prop": [
0.05,
0.2,
0.75
],
"scale_bits": 4
}
},
{
"accuracy": 0.93406811121263,
"total_bits": 408503360,
"gate_proj": {
"group_size": {
"3": 64,
"2": 64
},
"bits": [
3,
2
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"3": 64,
"2": 64
},
"bits": [
3,
2
],
"bits_prop": [
0.25,
0.75
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"6": 32,
"3": 64,
"2": 64
},
"bits": [
6,
3,
2
],
"bits_prop": [
0.05,
0.2,
0.75
],
"scale_bits": 4
}
},
{
"accuracy": 0.9452672816420856,
"total_bits": 456551424,
"gate_proj": {
"group_size": {
"3": 64,
"2": 64
},
"bits": [
3,
2
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"3": 64,
"2": 64
},
"bits": [
3,
2
],
"bits_prop": [
0.3,
0.7
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"5": 32,
"3": 32
},
"bits": [
5,
3
],
"bits_prop": [
0.05,
0.95
],
"scale_bits": 4
}
},
{
"accuracy": 0.9489851241049013,
"total_bits": 512257024,
"gate_proj": {
"group_size": {
"3": 64,
"2": 64
},
"bits": [
3,
2
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"3": 64,
"2": 64
},
"bits": [
3,
2
],
"bits_prop": [
0.3,
0.7
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"5": 32,
"4": 32
},
"bits": [
5,
4
],
"bits_prop": [
0.05,
0.95
],
"scale_bits": 4
}
},
{
"accuracy": 0.9658805251513657,
"total_bits": 577676384,
"gate_proj": {
"group_size": {
"4": 128,
"3": 128
},
"bits": [
4,
3
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"4": 128,
"3": 128
},
"bits": [
4,
3
],
"bits_prop": [
0.25,
0.75
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"8": 32,
"4": 128,
"3": 128
},
"bits": [
8,
4,
3
],
"bits_prop": [
0.05,
0.1,
0.85
],
"scale_bits": 4
}
},
{
"accuracy": 0.96874341858845,
"total_bits": 592151552,
"gate_proj": {
"group_size": {
"4": 32,
"3": 32
},
"bits": [
4,
3
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"4": 32,
"3": 32
},
"bits": [
4,
3
],
"bits_prop": [
0.25,
0.75
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"8": 32,
"4": 32,
"3": 32
},
"bits": [
8,
4,
3
],
"bits_prop": [
0.05,
0.1,
0.85
],
"scale_bits": 4
}
},
{
"accuracy": 0.9733674455139982,
"total_bits": 636733536,
"gate_proj": {
"group_size": {
"4": 32,
"3": 32
},
"bits": [
4,
3
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"4": 32,
"3": 32
},
"bits": [
4,
3
],
"bits_prop": [
0.25,
0.75
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"8": 32,
"4": 128
},
"bits": [
8,
4
],
"bits_prop": [
0.05,
0.95
],
"scale_bits": 4
}
},
{
"accuracy": 0.9817951904413732,
"total_bits": 728020576,
"gate_proj": {
"group_size": {
"4": 128
},
"bits": [
4
],
"bits_prop": [
1
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"4": 32
},
"bits": [
4
],
"bits_prop": [
1
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"8": 32,
"4": 128
},
"bits": [
8,
4
],
"bits_prop": [
0.05,
0.95
],
"scale_bits": 4
}
},
{
"accuracy": 0.9836087360193855,
"total_bits": 738755584,
"gate_proj": {
"group_size": {
"4": 32
},
"bits": [
4
],
"bits_prop": [
1
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"4": 32
},
"bits": [
4
],
"bits_prop": [
1
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"8": 32,
"4": 32
},
"bits": [
8,
4
],
"bits_prop": [
0.05,
0.95
],
"scale_bits": 4
}
},
{
"accuracy": 0.9825433231890202,
"total_bits": 750822496,
"gate_proj": {
"group_size": {
"5": 128,
"4": 128
},
"bits": [
5,
4
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"5": 128,
"4": 128
},
"bits": [
5,
4
],
"bits_prop": [
0.25,
0.75
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"8": 32,
"5": 128,
"4": 128
},
"bits": [
8,
5,
4
],
"bits_prop": [
0.05,
0.1,
0.85
],
"scale_bits": 4
}
},
{
"accuracy": 0.9848075618379211,
"total_bits": 765297664,
"gate_proj": {
"group_size": {
"5": 32,
"4": 32
},
"bits": [
5,
4
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"5": 32,
"4": 32
},
"bits": [
5,
4
],
"bits_prop": [
0.25,
0.75
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"8": 32,
"5": 32,
"4": 32
},
"bits": [
8,
5,
4
],
"bits_prop": [
0.05,
0.1,
0.85
],
"scale_bits": 4
}
},
{
"accuracy": 0.9910493185498604,
"total_bits": 923968608,
"gate_proj": {
"group_size": {
"6": 128,
"5": 128
},
"bits": [
6,
5
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"6": 128,
"5": 128
},
"bits": [
6,
5
],
"bits_prop": [
0.25,
0.75
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"8": 32,
"6": 128,
"5": 128
},
"bits": [
8,
6,
5
],
"bits_prop": [
0.05,
0.1,
0.85
],
"scale_bits": 4
}
},
{
"accuracy": 0.9917753478021998,
"total_bits": 938443776,
"gate_proj": {
"group_size": {
"6": 32,
"5": 32
},
"bits": [
6,
5
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"6": 32,
"5": 32
},
"bits": [
6,
5
],
"bits_prop": [
0.25,
0.75
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"8": 32,
"6": 32,
"5": 32
},
"bits": [
8,
6,
5
],
"bits_prop": [
0.05,
0.1,
0.85
],
"scale_bits": 4
}
},
{
"accuracy": 0.9945627757666731,
"total_bits": 1068803168,
"gate_proj": {
"group_size": {
"6": 128
},
"bits": [
6
],
"bits_prop": [
1
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"6": 128
},
"bits": [
6
],
"bits_prop": [
1
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"8": 32,
"6": 128
},
"bits": [
8,
6
],
"bits_prop": [
0.05,
0.95
],
"scale_bits": 4
}
},
{
"accuracy": 0.9949927302077413,
"total_bits": 1109664000,
"gate_proj": {
"group_size": {
"8": 128,
"6": 128
},
"bits": [
8,
6
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"8": 128,
"6": 128
},
"bits": [
8,
6
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"8": 128,
"6": 128
},
"bits": [
8,
6
],
"bits_prop": [
0.15,
0.85
],
"scale_bits": 4
}
},
{
"accuracy": 0.9957187813706696,
"total_bits": 1209278720,
"gate_proj": {
"group_size": {
"8": 128,
"6": 128
},
"bits": [
8,
6
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"8": 128,
"6": 128
},
"bits": [
8,
6
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"8": 128
},
"bits": [
8
],
"bits_prop": [
1
],
"scale_bits": 4
}
},
{
"accuracy": 0.9969709982458306,
"total_bits": 1414799616,
"gate_proj": {
"group_size": {
"8": 128
},
"bits": [
8
],
"bits_prop": [
1
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"8": 128
},
"bits": [
8
],
"bits_prop": [
1
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"8": 128
},
"bits": [
8
],
"bits_prop": [
1
],
"scale_bits": 4
}
}
],
"model.layers.18.self_attn": [
{
"accuracy": 0.9541529985634905,
"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": 0.9558181280368253,
"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": 0.9601086251633733,
"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": 0.9686568641152821,
"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": 0.9760516206488797,
"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": 0.9773529009207299,
"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": 0.9827989689809712,
"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": 0.9845879804342985,
"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": 0.9862663361096853,
"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": 0.9874476341677731,
"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": 0.9884535873700914,
"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": 0.9895680013455843,
"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": 0.9897381140556383,
"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": 0.9909621960924644,
"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": 0.9933238389877308,
"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": 0.9949125792512572,
"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": 0.9943187475130942,
"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": 0.9963605157222206,
"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": 0.9973938293191359,
"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.mlp": [
{
"accuracy": 0.9270912936251414,
"total_bits": 394740800,
"gate_proj": {
"group_size": {
"3": 64,
"2": 64
},
"bits": [
3,
2
],
"bits_prop": [
0.05,
0.95
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"3": 64,
"2": 64
},
"bits": [
3,
2
],
"bits_prop": [
0.05,
0.95
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"6": 32,
"3": 64,
"2": 64
},
"bits": [
6,
3,
2
],
"bits_prop": [
0.05,
0.2,
0.75
],
"scale_bits": 4
}
},
{
"accuracy": 0.9293656404081144,
"total_bits": 408503360,
"gate_proj": {
"group_size": {
"3": 64,
"2": 64
},
"bits": [
3,
2
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"3": 64,
"2": 64
},
"bits": [
3,
2
],
"bits_prop": [
0.25,
0.75
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"6": 32,
"3": 64,
"2": 64
},
"bits": [
6,
3,
2
],
"bits_prop": [
0.05,
0.2,
0.75
],
"scale_bits": 4
}
},
{
"accuracy": 0.941430972202828,
"total_bits": 456551424,
"gate_proj": {
"group_size": {
"3": 64,
"2": 64
},
"bits": [
3,
2
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"3": 64,
"2": 64
},
"bits": [
3,
2
],
"bits_prop": [
0.3,
0.7
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"5": 32,
"3": 32
},
"bits": [
5,
3
],
"bits_prop": [
0.05,
0.95
],
"scale_bits": 4
}
},
{
"accuracy": 0.9455109772909629,
"total_bits": 512257024,
"gate_proj": {
"group_size": {
"3": 64,
"2": 64
},
"bits": [
3,
2
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"3": 64,
"2": 64
},
"bits": [
3,
2
],
"bits_prop": [
0.3,
0.7
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"5": 32,
"4": 32
},
"bits": [
5,
4
],
"bits_prop": [
0.05,
0.95
],
"scale_bits": 4
}
},
{
"accuracy": 0.9634764480747675,
"total_bits": 577676384,
"gate_proj": {
"group_size": {
"4": 128,
"3": 128
},
"bits": [
4,
3
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"4": 128,
"3": 128
},
"bits": [
4,
3
],
"bits_prop": [
0.25,
0.75
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"8": 32,
"4": 128,
"3": 128
},
"bits": [
8,
4,
3
],
"bits_prop": [
0.05,
0.1,
0.85
],
"scale_bits": 4
}
},
{
"accuracy": 0.9665383607345193,
"total_bits": 592151552,
"gate_proj": {
"group_size": {
"4": 32,
"3": 32
},
"bits": [
4,
3
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"4": 32,
"3": 32
},
"bits": [
4,
3
],
"bits_prop": [
0.25,
0.75
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"8": 32,
"4": 32,
"3": 32
},
"bits": [
8,
4,
3
],
"bits_prop": [
0.05,
0.1,
0.85
],
"scale_bits": 4
}
},
{
"accuracy": 0.971510653138945,
"total_bits": 636733536,
"gate_proj": {
"group_size": {
"4": 32,
"3": 32
},
"bits": [
4,
3
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"4": 32,
"3": 32
},
"bits": [
4,
3
],
"bits_prop": [
0.25,
0.75
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"8": 32,
"4": 128
},
"bits": [
8,
4
],
"bits_prop": [
0.05,
0.95
],
"scale_bits": 4
}
},
{
"accuracy": 0.9803700935291616,
"total_bits": 728020576,
"gate_proj": {
"group_size": {
"4": 128
},
"bits": [
4
],
"bits_prop": [
1
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"4": 32
},
"bits": [
4
],
"bits_prop": [
1
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"8": 32,
"4": 128
},
"bits": [
8,
4
],
"bits_prop": [
0.05,
0.95
],
"scale_bits": 4
}
},
{
"accuracy": 0.9823294512339329,
"total_bits": 738755584,
"gate_proj": {
"group_size": {
"4": 32
},
"bits": [
4
],
"bits_prop": [
1
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"4": 32
},
"bits": [
4
],
"bits_prop": [
1
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"8": 32,
"4": 32
},
"bits": [
8,
4
],
"bits_prop": [
0.05,
0.95
],
"scale_bits": 4
}
},
{
"accuracy": 0.9813009132876208,
"total_bits": 750822496,
"gate_proj": {
"group_size": {
"5": 128,
"4": 128
},
"bits": [
5,
4
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"5": 128,
"4": 128
},
"bits": [
5,
4
],
"bits_prop": [
0.25,
0.75
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"8": 32,
"5": 128,
"4": 128
},
"bits": [
8,
5,
4
],
"bits_prop": [
0.05,
0.1,
0.85
],
"scale_bits": 4
}
},
{
"accuracy": 0.983712453787264,
"total_bits": 765297664,
"gate_proj": {
"group_size": {
"5": 32,
"4": 32
},
"bits": [
5,
4
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"5": 32,
"4": 32
},
"bits": [
5,
4
],
"bits_prop": [
0.25,
0.75
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"8": 32,
"5": 32,
"4": 32
},
"bits": [
8,
5,
4
],
"bits_prop": [
0.05,
0.1,
0.85
],
"scale_bits": 4
}
},
{
"accuracy": 0.9903814463238967,
"total_bits": 923968608,
"gate_proj": {
"group_size": {
"6": 128,
"5": 128
},
"bits": [
6,
5
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"6": 128,
"5": 128
},
"bits": [
6,
5
],
"bits_prop": [
0.25,
0.75
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"8": 32,
"6": 128,
"5": 128
},
"bits": [
8,
6,
5
],
"bits_prop": [
0.05,
0.1,
0.85
],
"scale_bits": 4
}
},
{
"accuracy": 0.9911330139362499,
"total_bits": 938443776,
"gate_proj": {
"group_size": {
"6": 32,
"5": 32
},
"bits": [
6,
5
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"6": 32,
"5": 32
},
"bits": [
6,
5
],
"bits_prop": [
0.25,
0.75
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"8": 32,
"6": 32,
"5": 32
},
"bits": [
8,
6,
5
],
"bits_prop": [
0.05,
0.1,
0.85
],
"scale_bits": 4
}
},
{
"accuracy": 0.9940851732818899,
"total_bits": 1068803168,
"gate_proj": {
"group_size": {
"6": 128
},
"bits": [
6
],
"bits_prop": [
1
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"6": 128
},
"bits": [
6
],
"bits_prop": [
1
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"8": 32,
"6": 128
},
"bits": [
8,
6
],
"bits_prop": [
0.05,
0.95
],
"scale_bits": 4
}
},
{
"accuracy": 0.9946020802384928,
"total_bits": 1109664000,
"gate_proj": {
"group_size": {
"8": 128,
"6": 128
},
"bits": [
8,
6
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"8": 128,
"6": 128
},
"bits": [
8,
6
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"8": 128,
"6": 128
},
"bits": [
8,
6
],
"bits_prop": [
0.15,
0.85
],
"scale_bits": 4
}
},
{
"accuracy": 0.995382395303367,
"total_bits": 1209278720,
"gate_proj": {
"group_size": {
"8": 128,
"6": 128
},
"bits": [
8,
6
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"8": 128,
"6": 128
},
"bits": [
8,
6
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"8": 128
},
"bits": [
8
],
"bits_prop": [
1
],
"scale_bits": 4
}
},
{
"accuracy": 0.9966859244864041,
"total_bits": 1414799616,
"gate_proj": {
"group_size": {
"8": 128
},
"bits": [
8
],
"bits_prop": [
1
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"8": 128
},
"bits": [
8
],
"bits_prop": [
1
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"8": 128
},
"bits": [
8
],
"bits_prop": [
1
],
"scale_bits": 4
}
}
],
"model.layers.19.self_attn": [
{
"accuracy": 0.9560049039948928,
"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": 0.9576152219976249,
"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": 0.9619640161920535,
"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": 0.9712183450005556,
"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": 0.9772173479983681,
"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": 0.978326531666282,
"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": 0.9845790541975906,
"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": 0.9860267752879545,
"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": 0.986818606671142,
"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": 0.9876623266915742,
"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": 0.9889774585240766,
"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": 0.9897271689566735,
"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": 0.9903911493816658,
"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": 0.9910061797862383,
"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": 0.9943525803912627,
"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": 0.9948460832850909,
"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": 0.9955781156344241,
"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": 0.9962285000120142,
"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": 0.9977372227248883,
"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.mlp": [
{
"accuracy": 0.924652730163775,
"total_bits": 394740800,
"gate_proj": {
"group_size": {
"3": 64,
"2": 64
},
"bits": [
3,
2
],
"bits_prop": [
0.05,
0.95
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"3": 64,
"2": 64
},
"bits": [
3,
2
],
"bits_prop": [
0.05,
0.95
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"6": 32,
"3": 64,
"2": 64
},
"bits": [
6,
3,
2
],
"bits_prop": [
0.05,
0.2,
0.75
],
"scale_bits": 4
}
},
{
"accuracy": 0.9269585001625513,
"total_bits": 408503360,
"gate_proj": {
"group_size": {
"3": 64,
"2": 64
},
"bits": [
3,
2
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"3": 64,
"2": 64
},
"bits": [
3,
2
],
"bits_prop": [
0.25,
0.75
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"6": 32,
"3": 64,
"2": 64
},
"bits": [
6,
3,
2
],
"bits_prop": [
0.05,
0.2,
0.75
],
"scale_bits": 4
}
},
{
"accuracy": 0.9393274172356254,
"total_bits": 456551424,
"gate_proj": {
"group_size": {
"3": 64,
"2": 64
},
"bits": [
3,
2
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"3": 64,
"2": 64
},
"bits": [
3,
2
],
"bits_prop": [
0.3,
0.7
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"5": 32,
"3": 32
},
"bits": [
5,
3
],
"bits_prop": [
0.05,
0.95
],
"scale_bits": 4
}
},
{
"accuracy": 0.9435250584624315,
"total_bits": 512257024,
"gate_proj": {
"group_size": {
"3": 64,
"2": 64
},
"bits": [
3,
2
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"3": 64,
"2": 64
},
"bits": [
3,
2
],
"bits_prop": [
0.3,
0.7
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"5": 32,
"4": 32
},
"bits": [
5,
4
],
"bits_prop": [
0.05,
0.95
],
"scale_bits": 4
}
},
{
"accuracy": 0.9621722247255475,
"total_bits": 577676384,
"gate_proj": {
"group_size": {
"4": 128,
"3": 128
},
"bits": [
4,
3
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"4": 128,
"3": 128
},
"bits": [
4,
3
],
"bits_prop": [
0.25,
0.75
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"8": 32,
"4": 128,
"3": 128
},
"bits": [
8,
4,
3
],
"bits_prop": [
0.05,
0.1,
0.85
],
"scale_bits": 4
}
},
{
"accuracy": 0.9653849649782243,
"total_bits": 592151552,
"gate_proj": {
"group_size": {
"4": 32,
"3": 32
},
"bits": [
4,
3
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"4": 32,
"3": 32
},
"bits": [
4,
3
],
"bits_prop": [
0.25,
0.75
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"8": 32,
"4": 32,
"3": 32
},
"bits": [
8,
4,
3
],
"bits_prop": [
0.05,
0.1,
0.85
],
"scale_bits": 4
}
},
{
"accuracy": 0.9705627655708476,
"total_bits": 636733536,
"gate_proj": {
"group_size": {
"4": 32,
"3": 32
},
"bits": [
4,
3
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"4": 32,
"3": 32
},
"bits": [
4,
3
],
"bits_prop": [
0.25,
0.75
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"8": 32,
"4": 128
},
"bits": [
8,
4
],
"bits_prop": [
0.05,
0.95
],
"scale_bits": 4
}
},
{
"accuracy": 0.9796826464467143,
"total_bits": 728020576,
"gate_proj": {
"group_size": {
"4": 128
},
"bits": [
4
],
"bits_prop": [
1
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"4": 32
},
"bits": [
4
],
"bits_prop": [
1
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"8": 32,
"4": 128
},
"bits": [
8,
4
],
"bits_prop": [
0.05,
0.95
],
"scale_bits": 4
}
},
{
"accuracy": 0.9817112754834326,
"total_bits": 738755584,
"gate_proj": {
"group_size": {
"4": 32
},
"bits": [
4
],
"bits_prop": [
1
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"4": 32
},
"bits": [
4
],
"bits_prop": [
1
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"8": 32,
"4": 32
},
"bits": [
8,
4
],
"bits_prop": [
0.05,
0.95
],
"scale_bits": 4
}
},
{
"accuracy": 0.9806074334406539,
"total_bits": 750822496,
"gate_proj": {
"group_size": {
"5": 128,
"4": 128
},
"bits": [
5,
4
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"5": 128,
"4": 128
},
"bits": [
5,
4
],
"bits_prop": [
0.25,
0.75
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"8": 32,
"5": 128,
"4": 128
},
"bits": [
8,
5,
4
],
"bits_prop": [
0.05,
0.1,
0.85
],
"scale_bits": 4
}
},
{
"accuracy": 0.9831014854931518,
"total_bits": 765297664,
"gate_proj": {
"group_size": {
"5": 32,
"4": 32
},
"bits": [
5,
4
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"5": 32,
"4": 32
},
"bits": [
5,
4
],
"bits_prop": [
0.25,
0.75
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"8": 32,
"5": 32,
"4": 32
},
"bits": [
8,
5,
4
],
"bits_prop": [
0.05,
0.1,
0.85
],
"scale_bits": 4
}
},
{
"accuracy": 0.9899824802077523,
"total_bits": 923968608,
"gate_proj": {
"group_size": {
"6": 128,
"5": 128
},
"bits": [
6,
5
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"6": 128,
"5": 128
},
"bits": [
6,
5
],
"bits_prop": [
0.25,
0.75
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"8": 32,
"6": 128,
"5": 128
},
"bits": [
8,
6,
5
],
"bits_prop": [
0.05,
0.1,
0.85
],
"scale_bits": 4
}
},
{
"accuracy": 0.9907585171688544,
"total_bits": 938443776,
"gate_proj": {
"group_size": {
"6": 32,
"5": 32
},
"bits": [
6,
5
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"6": 32,
"5": 32
},
"bits": [
6,
5
],
"bits_prop": [
0.25,
0.75
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"8": 32,
"6": 32,
"5": 32
},
"bits": [
8,
6,
5
],
"bits_prop": [
0.05,
0.1,
0.85
],
"scale_bits": 4
}
},
{
"accuracy": 0.9937838519874372,
"total_bits": 1068803168,
"gate_proj": {
"group_size": {
"6": 128
},
"bits": [
6
],
"bits_prop": [
1
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"6": 128
},
"bits": [
6
],
"bits_prop": [
1
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"8": 32,
"6": 128
},
"bits": [
8,
6
],
"bits_prop": [
0.05,
0.95
],
"scale_bits": 4
}
},
{
"accuracy": 0.9943623263756499,
"total_bits": 1109664000,
"gate_proj": {
"group_size": {
"8": 128,
"6": 128
},
"bits": [
8,
6
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"8": 128,
"6": 128
},
"bits": [
8,
6
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"8": 128,
"6": 128
},
"bits": [
8,
6
],
"bits_prop": [
0.15,
0.85
],
"scale_bits": 4
}
},
{
"accuracy": 0.9951607999269312,
"total_bits": 1209278720,
"gate_proj": {
"group_size": {
"8": 128,
"6": 128
},
"bits": [
8,
6
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"8": 128,
"6": 128
},
"bits": [
8,
6
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"8": 128
},
"bits": [
8
],
"bits_prop": [
1
],
"scale_bits": 4
}
},
{
"accuracy": 0.9964850398736369,
"total_bits": 1414799616,
"gate_proj": {
"group_size": {
"8": 128
},
"bits": [
8
],
"bits_prop": [
1
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"8": 128
},
"bits": [
8
],
"bits_prop": [
1
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"8": 128
},
"bits": [
8
],
"bits_prop": [
1
],
"scale_bits": 4
}
}
],
"model.layers.20.self_attn": [
{
"accuracy": 0.9570975930086876,
"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": 0.9586267904623559,
"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": 0.9623465014523581,
"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": 0.9723223442897985,
"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": 0.977392736430231,
"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": 0.9784237026285968,
"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": 0.9841964036520374,
"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": 0.9855099714018012,
"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": 0.9871469666495135,
"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": 0.9875094357289766,
"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": 0.9890039462939297,
"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": 0.9897058712759692,
"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": 0.9901823419097223,
"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": 0.9909343356756788,
"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": 0.9942298497342946,
"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": 0.9948929430255177,
"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": 0.9954421623046265,
"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": 0.9962872276940432,
"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": 0.9977133488527646,
"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.mlp": [
{
"accuracy": 0.9237539058453158,
"total_bits": 394740800,
"gate_proj": {
"group_size": {
"3": 64,
"2": 64
},
"bits": [
3,
2
],
"bits_prop": [
0.05,
0.95
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"3": 64,
"2": 64
},
"bits": [
3,
2
],
"bits_prop": [
0.05,
0.95
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"6": 32,
"3": 64,
"2": 64
},
"bits": [
6,
3,
2
],
"bits_prop": [
0.05,
0.2,
0.75
],
"scale_bits": 4
}
},
{
"accuracy": 0.9259846357530669,
"total_bits": 408503360,
"gate_proj": {
"group_size": {
"3": 64,
"2": 64
},
"bits": [
3,
2
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"3": 64,
"2": 64
},
"bits": [
3,
2
],
"bits_prop": [
0.25,
0.75
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"6": 32,
"3": 64,
"2": 64
},
"bits": [
6,
3,
2
],
"bits_prop": [
0.05,
0.2,
0.75
],
"scale_bits": 4
}
},
{
"accuracy": 0.9382813698367068,
"total_bits": 456551424,
"gate_proj": {
"group_size": {
"3": 64,
"2": 64
},
"bits": [
3,
2
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"3": 64,
"2": 64
},
"bits": [
3,
2
],
"bits_prop": [
0.3,
0.7
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"5": 32,
"3": 32
},
"bits": [
5,
3
],
"bits_prop": [
0.05,
0.95
],
"scale_bits": 4
}
},
{
"accuracy": 0.9422452314511726,
"total_bits": 512257024,
"gate_proj": {
"group_size": {
"3": 64,
"2": 64
},
"bits": [
3,
2
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"3": 64,
"2": 64
},
"bits": [
3,
2
],
"bits_prop": [
0.3,
0.7
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"5": 32,
"4": 32
},
"bits": [
5,
4
],
"bits_prop": [
0.05,
0.95
],
"scale_bits": 4
}
},
{
"accuracy": 0.9619389083236456,
"total_bits": 577676384,
"gate_proj": {
"group_size": {
"4": 128,
"3": 128
},
"bits": [
4,
3
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"4": 128,
"3": 128
},
"bits": [
4,
3
],
"bits_prop": [
0.25,
0.75
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"8": 32,
"4": 128,
"3": 128
},
"bits": [
8,
4,
3
],
"bits_prop": [
0.05,
0.1,
0.85
],
"scale_bits": 4
}
},
{
"accuracy": 0.9650256078886359,
"total_bits": 592151552,
"gate_proj": {
"group_size": {
"4": 32,
"3": 32
},
"bits": [
4,
3
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"4": 32,
"3": 32
},
"bits": [
4,
3
],
"bits_prop": [
0.25,
0.75
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"8": 32,
"4": 32,
"3": 32
},
"bits": [
8,
4,
3
],
"bits_prop": [
0.05,
0.1,
0.85
],
"scale_bits": 4
}
},
{
"accuracy": 0.9701121948953522,
"total_bits": 636733536,
"gate_proj": {
"group_size": {
"4": 32,
"3": 32
},
"bits": [
4,
3
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"4": 32,
"3": 32
},
"bits": [
4,
3
],
"bits_prop": [
0.25,
0.75
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"8": 32,
"4": 128
},
"bits": [
8,
4
],
"bits_prop": [
0.05,
0.95
],
"scale_bits": 4
}
},
{
"accuracy": 0.9799270016190252,
"total_bits": 728020576,
"gate_proj": {
"group_size": {
"4": 128
},
"bits": [
4
],
"bits_prop": [
1
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"4": 32
},
"bits": [
4
],
"bits_prop": [
1
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"8": 32,
"4": 128
},
"bits": [
8,
4
],
"bits_prop": [
0.05,
0.95
],
"scale_bits": 4
}
},
{
"accuracy": 0.9818496375687813,
"total_bits": 738755584,
"gate_proj": {
"group_size": {
"4": 32
},
"bits": [
4
],
"bits_prop": [
1
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"4": 32
},
"bits": [
4
],
"bits_prop": [
1
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"8": 32,
"4": 32
},
"bits": [
8,
4
],
"bits_prop": [
0.05,
0.95
],
"scale_bits": 4
}
},
{
"accuracy": 0.9806301410947191,
"total_bits": 750822496,
"gate_proj": {
"group_size": {
"5": 128,
"4": 128
},
"bits": [
5,
4
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"5": 128,
"4": 128
},
"bits": [
5,
4
],
"bits_prop": [
0.25,
0.75
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"8": 32,
"5": 128,
"4": 128
},
"bits": [
8,
5,
4
],
"bits_prop": [
0.05,
0.1,
0.85
],
"scale_bits": 4
}
},
{
"accuracy": 0.9830980529812606,
"total_bits": 765297664,
"gate_proj": {
"group_size": {
"5": 32,
"4": 32
},
"bits": [
5,
4
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"5": 32,
"4": 32
},
"bits": [
5,
4
],
"bits_prop": [
0.25,
0.75
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"8": 32,
"5": 32,
"4": 32
},
"bits": [
8,
5,
4
],
"bits_prop": [
0.05,
0.1,
0.85
],
"scale_bits": 4
}
},
{
"accuracy": 0.9901474163328347,
"total_bits": 923968608,
"gate_proj": {
"group_size": {
"6": 128,
"5": 128
},
"bits": [
6,
5
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"6": 128,
"5": 128
},
"bits": [
6,
5
],
"bits_prop": [
0.25,
0.75
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"8": 32,
"6": 128,
"5": 128
},
"bits": [
8,
6,
5
],
"bits_prop": [
0.05,
0.1,
0.85
],
"scale_bits": 4
}
},
{
"accuracy": 0.9910057388295076,
"total_bits": 938443776,
"gate_proj": {
"group_size": {
"6": 32,
"5": 32
},
"bits": [
6,
5
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"6": 32,
"5": 32
},
"bits": [
6,
5
],
"bits_prop": [
0.25,
0.75
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"8": 32,
"6": 32,
"5": 32
},
"bits": [
8,
6,
5
],
"bits_prop": [
0.05,
0.1,
0.85
],
"scale_bits": 4
}
},
{
"accuracy": 0.9941800533377222,
"total_bits": 1068803168,
"gate_proj": {
"group_size": {
"6": 128
},
"bits": [
6
],
"bits_prop": [
1
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"6": 128
},
"bits": [
6
],
"bits_prop": [
1
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"8": 32,
"6": 128
},
"bits": [
8,
6
],
"bits_prop": [
0.05,
0.95
],
"scale_bits": 4
}
},
{
"accuracy": 0.9945884425144055,
"total_bits": 1109664000,
"gate_proj": {
"group_size": {
"8": 128,
"6": 128
},
"bits": [
8,
6
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"8": 128,
"6": 128
},
"bits": [
8,
6
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"8": 128,
"6": 128
},
"bits": [
8,
6
],
"bits_prop": [
0.15,
0.85
],
"scale_bits": 4
}
},
{
"accuracy": 0.9954015659290905,
"total_bits": 1209278720,
"gate_proj": {
"group_size": {
"8": 128,
"6": 128
},
"bits": [
8,
6
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"8": 128,
"6": 128
},
"bits": [
8,
6
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"8": 128
},
"bits": [
8
],
"bits_prop": [
1
],
"scale_bits": 4
}
},
{
"accuracy": 0.9969235024549753,
"total_bits": 1414799616,
"gate_proj": {
"group_size": {
"8": 128
},
"bits": [
8
],
"bits_prop": [
1
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"8": 128
},
"bits": [
8
],
"bits_prop": [
1
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"8": 128
},
"bits": [
8
],
"bits_prop": [
1
],
"scale_bits": 4
}
}
],
"model.layers.21.self_attn": [
{
"accuracy": 0.961042009490101,
"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": 0.9628081029575122,
"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": 0.9660993746824955,
"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": 0.9749528203943842,
"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": 0.9797594858039367,
"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": 0.9806182444291679,
"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": 0.9857307208800002,
"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": 0.9868927737697959,
"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": 0.9881367515527496,
"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": 0.9884053077303657,
"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": 0.990204891802645,
"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": 0.9908365039399972,
"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": 0.9912793424813763,
"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": 0.991987145677405,
"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": 0.994758763031936,
"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": 0.9954630202540246,
"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": 0.9957584482862761,
"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": 0.9968294004395016,
"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": 0.9976395509867487,
"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.mlp": [
{
"accuracy": 0.92369557642623,
"total_bits": 394740800,
"gate_proj": {
"group_size": {
"3": 64,
"2": 64
},
"bits": [
3,
2
],
"bits_prop": [
0.05,
0.95
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"3": 64,
"2": 64
},
"bits": [
3,
2
],
"bits_prop": [
0.05,
0.95
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"6": 32,
"3": 64,
"2": 64
},
"bits": [
6,
3,
2
],
"bits_prop": [
0.05,
0.2,
0.75
],
"scale_bits": 4
}
},
{
"accuracy": 0.9258784981150376,
"total_bits": 408503360,
"gate_proj": {
"group_size": {
"3": 64,
"2": 64
},
"bits": [
3,
2
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"3": 64,
"2": 64
},
"bits": [
3,
2
],
"bits_prop": [
0.25,
0.75
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"6": 32,
"3": 64,
"2": 64
},
"bits": [
6,
3,
2
],
"bits_prop": [
0.05,
0.2,
0.75
],
"scale_bits": 4
}
},
{
"accuracy": 0.9378770029074267,
"total_bits": 456551424,
"gate_proj": {
"group_size": {
"3": 64,
"2": 64
},
"bits": [
3,
2
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"3": 64,
"2": 64
},
"bits": [
3,
2
],
"bits_prop": [
0.3,
0.7
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"5": 32,
"3": 32
},
"bits": [
5,
3
],
"bits_prop": [
0.05,
0.95
],
"scale_bits": 4
}
},
{
"accuracy": 0.941600315468876,
"total_bits": 512257024,
"gate_proj": {
"group_size": {
"3": 64,
"2": 64
},
"bits": [
3,
2
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"3": 64,
"2": 64
},
"bits": [
3,
2
],
"bits_prop": [
0.3,
0.7
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"5": 32,
"4": 32
},
"bits": [
5,
4
],
"bits_prop": [
0.05,
0.95
],
"scale_bits": 4
}
},
{
"accuracy": 0.9620309921079561,
"total_bits": 577676384,
"gate_proj": {
"group_size": {
"4": 128,
"3": 128
},
"bits": [
4,
3
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"4": 128,
"3": 128
},
"bits": [
4,
3
],
"bits_prop": [
0.25,
0.75
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"8": 32,
"4": 128,
"3": 128
},
"bits": [
8,
4,
3
],
"bits_prop": [
0.05,
0.1,
0.85
],
"scale_bits": 4
}
},
{
"accuracy": 0.9650270924168198,
"total_bits": 592151552,
"gate_proj": {
"group_size": {
"4": 32,
"3": 32
},
"bits": [
4,
3
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"4": 32,
"3": 32
},
"bits": [
4,
3
],
"bits_prop": [
0.25,
0.75
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"8": 32,
"4": 32,
"3": 32
},
"bits": [
8,
4,
3
],
"bits_prop": [
0.05,
0.1,
0.85
],
"scale_bits": 4
}
},
{
"accuracy": 0.9699480097348753,
"total_bits": 636733536,
"gate_proj": {
"group_size": {
"4": 32,
"3": 32
},
"bits": [
4,
3
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"4": 32,
"3": 32
},
"bits": [
4,
3
],
"bits_prop": [
0.25,
0.75
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"8": 32,
"4": 128
},
"bits": [
8,
4
],
"bits_prop": [
0.05,
0.95
],
"scale_bits": 4
}
},
{
"accuracy": 0.9801615001633763,
"total_bits": 728020576,
"gate_proj": {
"group_size": {
"4": 128
},
"bits": [
4
],
"bits_prop": [
1
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"4": 32
},
"bits": [
4
],
"bits_prop": [
1
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"8": 32,
"4": 128
},
"bits": [
8,
4
],
"bits_prop": [
0.05,
0.95
],
"scale_bits": 4
}
},
{
"accuracy": 0.9819992085624683,
"total_bits": 738755584,
"gate_proj": {
"group_size": {
"4": 32
},
"bits": [
4
],
"bits_prop": [
1
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"4": 32
},
"bits": [
4
],
"bits_prop": [
1
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"8": 32,
"4": 32
},
"bits": [
8,
4
],
"bits_prop": [
0.05,
0.95
],
"scale_bits": 4
}
},
{
"accuracy": 0.9806812532540214,
"total_bits": 750822496,
"gate_proj": {
"group_size": {
"5": 128,
"4": 128
},
"bits": [
5,
4
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"5": 128,
"4": 128
},
"bits": [
5,
4
],
"bits_prop": [
0.25,
0.75
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"8": 32,
"5": 128,
"4": 128
},
"bits": [
8,
5,
4
],
"bits_prop": [
0.05,
0.1,
0.85
],
"scale_bits": 4
}
},
{
"accuracy": 0.983131505499937,
"total_bits": 765297664,
"gate_proj": {
"group_size": {
"5": 32,
"4": 32
},
"bits": [
5,
4
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"5": 32,
"4": 32
},
"bits": [
5,
4
],
"bits_prop": [
0.25,
0.75
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"8": 32,
"5": 32,
"4": 32
},
"bits": [
8,
5,
4
],
"bits_prop": [
0.05,
0.1,
0.85
],
"scale_bits": 4
}
},
{
"accuracy": 0.9901798900314852,
"total_bits": 923968608,
"gate_proj": {
"group_size": {
"6": 128,
"5": 128
},
"bits": [
6,
5
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"6": 128,
"5": 128
},
"bits": [
6,
5
],
"bits_prop": [
0.25,
0.75
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"8": 32,
"6": 128,
"5": 128
},
"bits": [
8,
6,
5
],
"bits_prop": [
0.05,
0.1,
0.85
],
"scale_bits": 4
}
},
{
"accuracy": 0.9910890372273954,
"total_bits": 938443776,
"gate_proj": {
"group_size": {
"6": 32,
"5": 32
},
"bits": [
6,
5
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"6": 32,
"5": 32
},
"bits": [
6,
5
],
"bits_prop": [
0.25,
0.75
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"8": 32,
"6": 32,
"5": 32
},
"bits": [
8,
6,
5
],
"bits_prop": [
0.05,
0.1,
0.85
],
"scale_bits": 4
}
},
{
"accuracy": 0.9942659995714692,
"total_bits": 1068803168,
"gate_proj": {
"group_size": {
"6": 128
},
"bits": [
6
],
"bits_prop": [
1
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"6": 128
},
"bits": [
6
],
"bits_prop": [
1
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"8": 32,
"6": 128
},
"bits": [
8,
6
],
"bits_prop": [
0.05,
0.95
],
"scale_bits": 4
}
},
{
"accuracy": 0.9946542064365196,
"total_bits": 1109664000,
"gate_proj": {
"group_size": {
"8": 128,
"6": 128
},
"bits": [
8,
6
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"8": 128,
"6": 128
},
"bits": [
8,
6
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"8": 128,
"6": 128
},
"bits": [
8,
6
],
"bits_prop": [
0.15,
0.85
],
"scale_bits": 4
}
},
{
"accuracy": 0.9954375771217441,
"total_bits": 1209278720,
"gate_proj": {
"group_size": {
"8": 128,
"6": 128
},
"bits": [
8,
6
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"8": 128,
"6": 128
},
"bits": [
8,
6
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"8": 128
},
"bits": [
8
],
"bits_prop": [
1
],
"scale_bits": 4
}
},
{
"accuracy": 0.997050096740407,
"total_bits": 1414799616,
"gate_proj": {
"group_size": {
"8": 128
},
"bits": [
8
],
"bits_prop": [
1
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"8": 128
},
"bits": [
8
],
"bits_prop": [
1
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"8": 128
},
"bits": [
8
],
"bits_prop": [
1
],
"scale_bits": 4
}
}
],
"model.layers.22.self_attn": [
{
"accuracy": 0.9672046698825925,
"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": 0.9685208064160848,
"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": 0.9714555910935527,
"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": 0.9780619515988388,
"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": 0.981684752641932,
"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": 0.9832336649200634,
"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": 0.9861633108536664,
"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": 0.9880600583151375,
"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": 0.9887988586714002,
"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": 0.9893828260859376,
"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": 0.9912201724946499,
"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": 0.991855910660601,
"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": 0.9921099632537287,
"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": 0.9926569454715048,
"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": 0.9951771838639519,
"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": 0.995998963064171,
"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": 0.9959198549193772,
"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": 0.9973083560379516,
"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": 0.9985243203394164,
"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.mlp": [
{
"accuracy": 0.9235603262327219,
"total_bits": 394740800,
"gate_proj": {
"group_size": {
"3": 64,
"2": 64
},
"bits": [
3,
2
],
"bits_prop": [
0.05,
0.95
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"3": 64,
"2": 64
},
"bits": [
3,
2
],
"bits_prop": [
0.05,
0.95
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"6": 32,
"3": 64,
"2": 64
},
"bits": [
6,
3,
2
],
"bits_prop": [
0.05,
0.2,
0.75
],
"scale_bits": 4
}
},
{
"accuracy": 0.9257265567583473,
"total_bits": 408503360,
"gate_proj": {
"group_size": {
"3": 64,
"2": 64
},
"bits": [
3,
2
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"3": 64,
"2": 64
},
"bits": [
3,
2
],
"bits_prop": [
0.25,
0.75
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"6": 32,
"3": 64,
"2": 64
},
"bits": [
6,
3,
2
],
"bits_prop": [
0.05,
0.2,
0.75
],
"scale_bits": 4
}
},
{
"accuracy": 0.937417681868139,
"total_bits": 456551424,
"gate_proj": {
"group_size": {
"3": 64,
"2": 64
},
"bits": [
3,
2
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"3": 64,
"2": 64
},
"bits": [
3,
2
],
"bits_prop": [
0.3,
0.7
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"5": 32,
"3": 32
},
"bits": [
5,
3
],
"bits_prop": [
0.05,
0.95
],
"scale_bits": 4
}
},
{
"accuracy": 0.9409909541473577,
"total_bits": 512257024,
"gate_proj": {
"group_size": {
"3": 64,
"2": 64
},
"bits": [
3,
2
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"3": 64,
"2": 64
},
"bits": [
3,
2
],
"bits_prop": [
0.3,
0.7
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"5": 32,
"4": 32
},
"bits": [
5,
4
],
"bits_prop": [
0.05,
0.95
],
"scale_bits": 4
}
},
{
"accuracy": 0.9619259839191249,
"total_bits": 577676384,
"gate_proj": {
"group_size": {
"4": 128,
"3": 128
},
"bits": [
4,
3
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"4": 128,
"3": 128
},
"bits": [
4,
3
],
"bits_prop": [
0.25,
0.75
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"8": 32,
"4": 128,
"3": 128
},
"bits": [
8,
4,
3
],
"bits_prop": [
0.05,
0.1,
0.85
],
"scale_bits": 4
}
},
{
"accuracy": 0.9649145908555702,
"total_bits": 592151552,
"gate_proj": {
"group_size": {
"4": 32,
"3": 32
},
"bits": [
4,
3
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"4": 32,
"3": 32
},
"bits": [
4,
3
],
"bits_prop": [
0.25,
0.75
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"8": 32,
"4": 32,
"3": 32
},
"bits": [
8,
4,
3
],
"bits_prop": [
0.05,
0.1,
0.85
],
"scale_bits": 4
}
},
{
"accuracy": 0.9696684560101283,
"total_bits": 636733536,
"gate_proj": {
"group_size": {
"4": 32,
"3": 32
},
"bits": [
4,
3
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"4": 32,
"3": 32
},
"bits": [
4,
3
],
"bits_prop": [
0.25,
0.75
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"8": 32,
"4": 128
},
"bits": [
8,
4
],
"bits_prop": [
0.05,
0.95
],
"scale_bits": 4
}
},
{
"accuracy": 0.9801502930686662,
"total_bits": 728020576,
"gate_proj": {
"group_size": {
"4": 128
},
"bits": [
4
],
"bits_prop": [
1
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"4": 32
},
"bits": [
4
],
"bits_prop": [
1
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"8": 32,
"4": 128
},
"bits": [
8,
4
],
"bits_prop": [
0.05,
0.95
],
"scale_bits": 4
}
},
{
"accuracy": 0.9819998084812572,
"total_bits": 738755584,
"gate_proj": {
"group_size": {
"4": 32
},
"bits": [
4
],
"bits_prop": [
1
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"4": 32
},
"bits": [
4
],
"bits_prop": [
1
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"8": 32,
"4": 32
},
"bits": [
8,
4
],
"bits_prop": [
0.05,
0.95
],
"scale_bits": 4
}
},
{
"accuracy": 0.9806331918623886,
"total_bits": 750822496,
"gate_proj": {
"group_size": {
"5": 128,
"4": 128
},
"bits": [
5,
4
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"5": 128,
"4": 128
},
"bits": [
5,
4
],
"bits_prop": [
0.25,
0.75
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"8": 32,
"5": 128,
"4": 128
},
"bits": [
8,
5,
4
],
"bits_prop": [
0.05,
0.1,
0.85
],
"scale_bits": 4
}
},
{
"accuracy": 0.9830987740455097,
"total_bits": 765297664,
"gate_proj": {
"group_size": {
"5": 32,
"4": 32
},
"bits": [
5,
4
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"5": 32,
"4": 32
},
"bits": [
5,
4
],
"bits_prop": [
0.25,
0.75
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"8": 32,
"5": 32,
"4": 32
},
"bits": [
8,
5,
4
],
"bits_prop": [
0.05,
0.1,
0.85
],
"scale_bits": 4
}
},
{
"accuracy": 0.9901980931723589,
"total_bits": 923968608,
"gate_proj": {
"group_size": {
"6": 128,
"5": 128
},
"bits": [
6,
5
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"6": 128,
"5": 128
},
"bits": [
6,
5
],
"bits_prop": [
0.25,
0.75
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"8": 32,
"6": 128,
"5": 128
},
"bits": [
8,
6,
5
],
"bits_prop": [
0.05,
0.1,
0.85
],
"scale_bits": 4
}
},
{
"accuracy": 0.9911206556042951,
"total_bits": 938443776,
"gate_proj": {
"group_size": {
"6": 32,
"5": 32
},
"bits": [
6,
5
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"6": 32,
"5": 32
},
"bits": [
6,
5
],
"bits_prop": [
0.25,
0.75
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"8": 32,
"6": 32,
"5": 32
},
"bits": [
8,
6,
5
],
"bits_prop": [
0.05,
0.1,
0.85
],
"scale_bits": 4
}
},
{
"accuracy": 0.9943389018360329,
"total_bits": 1068803168,
"gate_proj": {
"group_size": {
"6": 128
},
"bits": [
6
],
"bits_prop": [
1
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"6": 128
},
"bits": [
6
],
"bits_prop": [
1
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"8": 32,
"6": 128
},
"bits": [
8,
6
],
"bits_prop": [
0.05,
0.95
],
"scale_bits": 4
}
},
{
"accuracy": 0.9946978950725966,
"total_bits": 1109664000,
"gate_proj": {
"group_size": {
"8": 128,
"6": 128
},
"bits": [
8,
6
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"8": 128,
"6": 128
},
"bits": [
8,
6
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"8": 128,
"6": 128
},
"bits": [
8,
6
],
"bits_prop": [
0.15,
0.85
],
"scale_bits": 4
}
},
{
"accuracy": 0.99546308982137,
"total_bits": 1209278720,
"gate_proj": {
"group_size": {
"8": 128,
"6": 128
},
"bits": [
8,
6
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"8": 128,
"6": 128
},
"bits": [
8,
6
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"8": 128
},
"bits": [
8
],
"bits_prop": [
1
],
"scale_bits": 4
}
},
{
"accuracy": 0.9971574699738994,
"total_bits": 1414799616,
"gate_proj": {
"group_size": {
"8": 128
},
"bits": [
8
],
"bits_prop": [
1
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"8": 128
},
"bits": [
8
],
"bits_prop": [
1
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"8": 128
},
"bits": [
8
],
"bits_prop": [
1
],
"scale_bits": 4
}
}
],
"model.layers.23.self_attn": [
{
"accuracy": 0.963434489738,
"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": 0.9647474326193333,
"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": 0.9681734209390063,
"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": 0.9753436110913754,
"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": 0.9806782387589154,
"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": 0.9819495654910019,
"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": 0.9857717526978568,
"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": 0.9874540845814505,
"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": 0.9887607057676896,
"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": 0.9891551677137613,
"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": 0.9910275871179214,
"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": 0.9915464106015861,
"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": 0.9920966783048291,
"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": 0.9925562000686401,
"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": 0.9950371167965626,
"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": 0.9954698847998914,
"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": 0.995865535701772,
"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": 0.996627084530988,
"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": 0.9979766750843019,
"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.mlp": [
{
"accuracy": 0.9225553383952693,
"total_bits": 394740800,
"gate_proj": {
"group_size": {
"3": 64,
"2": 64
},
"bits": [
3,
2
],
"bits_prop": [
0.05,
0.95
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"3": 64,
"2": 64
},
"bits": [
3,
2
],
"bits_prop": [
0.05,
0.95
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"6": 32,
"3": 64,
"2": 64
},
"bits": [
6,
3,
2
],
"bits_prop": [
0.05,
0.2,
0.75
],
"scale_bits": 4
}
},
{
"accuracy": 0.9247669395255416,
"total_bits": 408503360,
"gate_proj": {
"group_size": {
"3": 64,
"2": 64
},
"bits": [
3,
2
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"3": 64,
"2": 64
},
"bits": [
3,
2
],
"bits_prop": [
0.25,
0.75
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"6": 32,
"3": 64,
"2": 64
},
"bits": [
6,
3,
2
],
"bits_prop": [
0.05,
0.2,
0.75
],
"scale_bits": 4
}
},
{
"accuracy": 0.9362079720748098,
"total_bits": 456551424,
"gate_proj": {
"group_size": {
"3": 64,
"2": 64
},
"bits": [
3,
2
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"3": 64,
"2": 64
},
"bits": [
3,
2
],
"bits_prop": [
0.3,
0.7
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"5": 32,
"3": 32
},
"bits": [
5,
3
],
"bits_prop": [
0.05,
0.95
],
"scale_bits": 4
}
},
{
"accuracy": 0.939724199375824,
"total_bits": 512257024,
"gate_proj": {
"group_size": {
"3": 64,
"2": 64
},
"bits": [
3,
2
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"3": 64,
"2": 64
},
"bits": [
3,
2
],
"bits_prop": [
0.3,
0.7
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"5": 32,
"4": 32
},
"bits": [
5,
4
],
"bits_prop": [
0.05,
0.95
],
"scale_bits": 4
}
},
{
"accuracy": 0.9613303269602751,
"total_bits": 577676384,
"gate_proj": {
"group_size": {
"4": 128,
"3": 128
},
"bits": [
4,
3
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"4": 128,
"3": 128
},
"bits": [
4,
3
],
"bits_prop": [
0.25,
0.75
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"8": 32,
"4": 128,
"3": 128
},
"bits": [
8,
4,
3
],
"bits_prop": [
0.05,
0.1,
0.85
],
"scale_bits": 4
}
},
{
"accuracy": 0.9644247294942799,
"total_bits": 592151552,
"gate_proj": {
"group_size": {
"4": 32,
"3": 32
},
"bits": [
4,
3
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"4": 32,
"3": 32
},
"bits": [
4,
3
],
"bits_prop": [
0.25,
0.75
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"8": 32,
"4": 32,
"3": 32
},
"bits": [
8,
4,
3
],
"bits_prop": [
0.05,
0.1,
0.85
],
"scale_bits": 4
}
},
{
"accuracy": 0.969109163276459,
"total_bits": 636733536,
"gate_proj": {
"group_size": {
"4": 32,
"3": 32
},
"bits": [
4,
3
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"4": 32,
"3": 32
},
"bits": [
4,
3
],
"bits_prop": [
0.25,
0.75
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"8": 32,
"4": 128
},
"bits": [
8,
4
],
"bits_prop": [
0.05,
0.95
],
"scale_bits": 4
}
},
{
"accuracy": 0.9798552937511551,
"total_bits": 728020576,
"gate_proj": {
"group_size": {
"4": 128
},
"bits": [
4
],
"bits_prop": [
1
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"4": 32
},
"bits": [
4
],
"bits_prop": [
1
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"8": 32,
"4": 128
},
"bits": [
8,
4
],
"bits_prop": [
0.05,
0.95
],
"scale_bits": 4
}
},
{
"accuracy": 0.9817288651033059,
"total_bits": 738755584,
"gate_proj": {
"group_size": {
"4": 32
},
"bits": [
4
],
"bits_prop": [
1
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"4": 32
},
"bits": [
4
],
"bits_prop": [
1
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"8": 32,
"4": 32
},
"bits": [
8,
4
],
"bits_prop": [
0.05,
0.95
],
"scale_bits": 4
}
},
{
"accuracy": 0.9803372384784254,
"total_bits": 750822496,
"gate_proj": {
"group_size": {
"5": 128,
"4": 128
},
"bits": [
5,
4
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"5": 128,
"4": 128
},
"bits": [
5,
4
],
"bits_prop": [
0.25,
0.75
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"8": 32,
"5": 128,
"4": 128
},
"bits": [
8,
5,
4
],
"bits_prop": [
0.05,
0.1,
0.85
],
"scale_bits": 4
}
},
{
"accuracy": 0.98285472147951,
"total_bits": 765297664,
"gate_proj": {
"group_size": {
"5": 32,
"4": 32
},
"bits": [
5,
4
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"5": 32,
"4": 32
},
"bits": [
5,
4
],
"bits_prop": [
0.25,
0.75
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"8": 32,
"5": 32,
"4": 32
},
"bits": [
8,
5,
4
],
"bits_prop": [
0.05,
0.1,
0.85
],
"scale_bits": 4
}
},
{
"accuracy": 0.990036812145263,
"total_bits": 923968608,
"gate_proj": {
"group_size": {
"6": 128,
"5": 128
},
"bits": [
6,
5
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"6": 128,
"5": 128
},
"bits": [
6,
5
],
"bits_prop": [
0.25,
0.75
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"8": 32,
"6": 128,
"5": 128
},
"bits": [
8,
6,
5
],
"bits_prop": [
0.05,
0.1,
0.85
],
"scale_bits": 4
}
},
{
"accuracy": 0.9909938288803556,
"total_bits": 938443776,
"gate_proj": {
"group_size": {
"6": 32,
"5": 32
},
"bits": [
6,
5
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"6": 32,
"5": 32
},
"bits": [
6,
5
],
"bits_prop": [
0.25,
0.75
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"8": 32,
"6": 32,
"5": 32
},
"bits": [
8,
6,
5
],
"bits_prop": [
0.05,
0.1,
0.85
],
"scale_bits": 4
}
},
{
"accuracy": 0.9942312783463613,
"total_bits": 1068803168,
"gate_proj": {
"group_size": {
"6": 128
},
"bits": [
6
],
"bits_prop": [
1
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"6": 128
},
"bits": [
6
],
"bits_prop": [
1
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"8": 32,
"6": 128
},
"bits": [
8,
6
],
"bits_prop": [
0.05,
0.95
],
"scale_bits": 4
}
},
{
"accuracy": 0.9945904886791188,
"total_bits": 1109664000,
"gate_proj": {
"group_size": {
"8": 128,
"6": 128
},
"bits": [
8,
6
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"8": 128,
"6": 128
},
"bits": [
8,
6
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"8": 128,
"6": 128
},
"bits": [
8,
6
],
"bits_prop": [
0.15,
0.85
],
"scale_bits": 4
}
},
{
"accuracy": 0.9953368072655346,
"total_bits": 1209278720,
"gate_proj": {
"group_size": {
"8": 128,
"6": 128
},
"bits": [
8,
6
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"8": 128,
"6": 128
},
"bits": [
8,
6
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"8": 128
},
"bits": [
8
],
"bits_prop": [
1
],
"scale_bits": 4
}
},
{
"accuracy": 0.9970735297170713,
"total_bits": 1414799616,
"gate_proj": {
"group_size": {
"8": 128
},
"bits": [
8
],
"bits_prop": [
1
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"8": 128
},
"bits": [
8
],
"bits_prop": [
1
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"8": 128
},
"bits": [
8
],
"bits_prop": [
1
],
"scale_bits": 4
}
}
],
"model.layers.24.self_attn": [
{
"accuracy": 0.9656660306806627,
"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": 0.9668386063881611,
"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": 0.9707545341531697,
"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": 0.9772302063280031,
"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": 0.9816755827418283,
"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": 0.982606988057102,
"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": 0.986601665591527,
"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": 0.9879905683429617,
"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": 0.9888332462379414,
"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": 0.9894792763761392,
"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": 0.9912941406579002,
"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": 0.9918623701669276,
"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": 0.9924356873931461,
"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": 0.9929910020927262,
"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": 0.9955825541952723,
"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": 0.9962142629634687,
"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": 0.9963688571373687,
"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": 0.9974251174318948,
"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": 0.9983500034738283,
"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.mlp": [
{
"accuracy": 0.9215754213693895,
"total_bits": 394740800,
"gate_proj": {
"group_size": {
"3": 64,
"2": 64
},
"bits": [
3,
2
],
"bits_prop": [
0.05,
0.95
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"3": 64,
"2": 64
},
"bits": [
3,
2
],
"bits_prop": [
0.05,
0.95
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"6": 32,
"3": 64,
"2": 64
},
"bits": [
6,
3,
2
],
"bits_prop": [
0.05,
0.2,
0.75
],
"scale_bits": 4
}
},
{
"accuracy": 0.923858436706819,
"total_bits": 408503360,
"gate_proj": {
"group_size": {
"3": 64,
"2": 64
},
"bits": [
3,
2
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"3": 64,
"2": 64
},
"bits": [
3,
2
],
"bits_prop": [
0.25,
0.75
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"6": 32,
"3": 64,
"2": 64
},
"bits": [
6,
3,
2
],
"bits_prop": [
0.05,
0.2,
0.75
],
"scale_bits": 4
}
},
{
"accuracy": 0.9352208352402637,
"total_bits": 456551424,
"gate_proj": {
"group_size": {
"3": 64,
"2": 64
},
"bits": [
3,
2
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"3": 64,
"2": 64
},
"bits": [
3,
2
],
"bits_prop": [
0.3,
0.7
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"5": 32,
"3": 32
},
"bits": [
5,
3
],
"bits_prop": [
0.05,
0.95
],
"scale_bits": 4
}
},
{
"accuracy": 0.9387020960842308,
"total_bits": 512257024,
"gate_proj": {
"group_size": {
"3": 64,
"2": 64
},
"bits": [
3,
2
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"3": 64,
"2": 64
},
"bits": [
3,
2
],
"bits_prop": [
0.3,
0.7
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"5": 32,
"4": 32
},
"bits": [
5,
4
],
"bits_prop": [
0.05,
0.95
],
"scale_bits": 4
}
},
{
"accuracy": 0.9609057137644604,
"total_bits": 577676384,
"gate_proj": {
"group_size": {
"4": 128,
"3": 128
},
"bits": [
4,
3
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"4": 128,
"3": 128
},
"bits": [
4,
3
],
"bits_prop": [
0.25,
0.75
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"8": 32,
"4": 128,
"3": 128
},
"bits": [
8,
4,
3
],
"bits_prop": [
0.05,
0.1,
0.85
],
"scale_bits": 4
}
},
{
"accuracy": 0.9640456367970297,
"total_bits": 592151552,
"gate_proj": {
"group_size": {
"4": 32,
"3": 32
},
"bits": [
4,
3
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"4": 32,
"3": 32
},
"bits": [
4,
3
],
"bits_prop": [
0.25,
0.75
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"8": 32,
"4": 32,
"3": 32
},
"bits": [
8,
4,
3
],
"bits_prop": [
0.05,
0.1,
0.85
],
"scale_bits": 4
}
},
{
"accuracy": 0.9686623714668186,
"total_bits": 636733536,
"gate_proj": {
"group_size": {
"4": 32,
"3": 32
},
"bits": [
4,
3
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"4": 32,
"3": 32
},
"bits": [
4,
3
],
"bits_prop": [
0.25,
0.75
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"8": 32,
"4": 128
},
"bits": [
8,
4
],
"bits_prop": [
0.05,
0.95
],
"scale_bits": 4
}
},
{
"accuracy": 0.9796440622181093,
"total_bits": 728020576,
"gate_proj": {
"group_size": {
"4": 128
},
"bits": [
4
],
"bits_prop": [
1
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"4": 32
},
"bits": [
4
],
"bits_prop": [
1
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"8": 32,
"4": 128
},
"bits": [
8,
4
],
"bits_prop": [
0.05,
0.95
],
"scale_bits": 4
}
},
{
"accuracy": 0.9815100448353118,
"total_bits": 738755584,
"gate_proj": {
"group_size": {
"4": 32
},
"bits": [
4
],
"bits_prop": [
1
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"4": 32
},
"bits": [
4
],
"bits_prop": [
1
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"8": 32,
"4": 32
},
"bits": [
8,
4
],
"bits_prop": [
0.05,
0.95
],
"scale_bits": 4
}
},
{
"accuracy": 0.9801300751829618,
"total_bits": 750822496,
"gate_proj": {
"group_size": {
"5": 128,
"4": 128
},
"bits": [
5,
4
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"5": 128,
"4": 128
},
"bits": [
5,
4
],
"bits_prop": [
0.25,
0.75
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"8": 32,
"5": 128,
"4": 128
},
"bits": [
8,
5,
4
],
"bits_prop": [
0.05,
0.1,
0.85
],
"scale_bits": 4
}
},
{
"accuracy": 0.98267400134845,
"total_bits": 765297664,
"gate_proj": {
"group_size": {
"5": 32,
"4": 32
},
"bits": [
5,
4
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"5": 32,
"4": 32
},
"bits": [
5,
4
],
"bits_prop": [
0.25,
0.75
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"8": 32,
"5": 32,
"4": 32
},
"bits": [
8,
5,
4
],
"bits_prop": [
0.05,
0.1,
0.85
],
"scale_bits": 4
}
},
{
"accuracy": 0.9899333351487783,
"total_bits": 923968608,
"gate_proj": {
"group_size": {
"6": 128,
"5": 128
},
"bits": [
6,
5
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"6": 128,
"5": 128
},
"bits": [
6,
5
],
"bits_prop": [
0.25,
0.75
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"8": 32,
"6": 128,
"5": 128
},
"bits": [
8,
6,
5
],
"bits_prop": [
0.05,
0.1,
0.85
],
"scale_bits": 4
}
},
{
"accuracy": 0.9909034206678993,
"total_bits": 938443776,
"gate_proj": {
"group_size": {
"6": 32,
"5": 32
},
"bits": [
6,
5
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"6": 32,
"5": 32
},
"bits": [
6,
5
],
"bits_prop": [
0.25,
0.75
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"8": 32,
"6": 32,
"5": 32
},
"bits": [
8,
6,
5
],
"bits_prop": [
0.05,
0.1,
0.85
],
"scale_bits": 4
}
},
{
"accuracy": 0.9941641037278858,
"total_bits": 1068803168,
"gate_proj": {
"group_size": {
"6": 128
},
"bits": [
6
],
"bits_prop": [
1
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"6": 128
},
"bits": [
6
],
"bits_prop": [
1
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"8": 32,
"6": 128
},
"bits": [
8,
6
],
"bits_prop": [
0.05,
0.95
],
"scale_bits": 4
}
},
{
"accuracy": 0.9945226224433434,
"total_bits": 1109664000,
"gate_proj": {
"group_size": {
"8": 128,
"6": 128
},
"bits": [
8,
6
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"8": 128,
"6": 128
},
"bits": [
8,
6
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"8": 128,
"6": 128
},
"bits": [
8,
6
],
"bits_prop": [
0.15,
0.85
],
"scale_bits": 4
}
},
{
"accuracy": 0.9952543414577744,
"total_bits": 1209278720,
"gate_proj": {
"group_size": {
"8": 128,
"6": 128
},
"bits": [
8,
6
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"8": 128,
"6": 128
},
"bits": [
8,
6
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"8": 128
},
"bits": [
8
],
"bits_prop": [
1
],
"scale_bits": 4
}
},
{
"accuracy": 0.9970202860606246,
"total_bits": 1414799616,
"gate_proj": {
"group_size": {
"8": 128
},
"bits": [
8
],
"bits_prop": [
1
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"8": 128
},
"bits": [
8
],
"bits_prop": [
1
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"8": 128
},
"bits": [
8
],
"bits_prop": [
1
],
"scale_bits": 4
}
}
],
"model.layers.25.self_attn": [
{
"accuracy": 0.9646645172646171,
"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": 0.9657020384543821,
"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": 0.9698235895974856,
"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": 0.9764841340090099,
"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": 0.9815127930947041,
"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": 0.9825663478358796,
"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": 0.9865040009547221,
"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": 0.9879415645754259,
"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": 0.9890594540261909,
"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": 0.9892398582183217,
"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": 0.9910304935551003,
"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": 0.9917832239972133,
"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": 0.9920637162377763,
"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": 0.9927570376618716,
"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": 0.9955149574916026,
"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": 0.995812326369464,
"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": 0.9963574867058349,
"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": 0.9969928780766694,
"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": 0.9984347036929409,
"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.mlp": [
{
"accuracy": 0.920075575183881,
"total_bits": 394740800,
"gate_proj": {
"group_size": {
"3": 64,
"2": 64
},
"bits": [
3,
2
],
"bits_prop": [
0.05,
0.95
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"3": 64,
"2": 64
},
"bits": [
3,
2
],
"bits_prop": [
0.05,
0.95
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"6": 32,
"3": 64,
"2": 64
},
"bits": [
6,
3,
2
],
"bits_prop": [
0.05,
0.2,
0.75
],
"scale_bits": 4
}
},
{
"accuracy": 0.92244373173698,
"total_bits": 408503360,
"gate_proj": {
"group_size": {
"3": 64,
"2": 64
},
"bits": [
3,
2
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"3": 64,
"2": 64
},
"bits": [
3,
2
],
"bits_prop": [
0.25,
0.75
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"6": 32,
"3": 64,
"2": 64
},
"bits": [
6,
3,
2
],
"bits_prop": [
0.05,
0.2,
0.75
],
"scale_bits": 4
}
},
{
"accuracy": 0.9336415462588009,
"total_bits": 456551424,
"gate_proj": {
"group_size": {
"3": 64,
"2": 64
},
"bits": [
3,
2
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"3": 64,
"2": 64
},
"bits": [
3,
2
],
"bits_prop": [
0.3,
0.7
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"5": 32,
"3": 32
},
"bits": [
5,
3
],
"bits_prop": [
0.05,
0.95
],
"scale_bits": 4
}
},
{
"accuracy": 0.9371477469409767,
"total_bits": 512257024,
"gate_proj": {
"group_size": {
"3": 64,
"2": 64
},
"bits": [
3,
2
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"3": 64,
"2": 64
},
"bits": [
3,
2
],
"bits_prop": [
0.3,
0.7
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"5": 32,
"4": 32
},
"bits": [
5,
4
],
"bits_prop": [
0.05,
0.95
],
"scale_bits": 4
}
},
{
"accuracy": 0.9601541767387014,
"total_bits": 577676384,
"gate_proj": {
"group_size": {
"4": 128,
"3": 128
},
"bits": [
4,
3
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"4": 128,
"3": 128
},
"bits": [
4,
3
],
"bits_prop": [
0.25,
0.75
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"8": 32,
"4": 128,
"3": 128
},
"bits": [
8,
4,
3
],
"bits_prop": [
0.05,
0.1,
0.85
],
"scale_bits": 4
}
},
{
"accuracy": 0.9632890132795039,
"total_bits": 592151552,
"gate_proj": {
"group_size": {
"4": 32,
"3": 32
},
"bits": [
4,
3
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"4": 32,
"3": 32
},
"bits": [
4,
3
],
"bits_prop": [
0.25,
0.75
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"8": 32,
"4": 32,
"3": 32
},
"bits": [
8,
4,
3
],
"bits_prop": [
0.05,
0.1,
0.85
],
"scale_bits": 4
}
},
{
"accuracy": 0.9678738883843547,
"total_bits": 636733536,
"gate_proj": {
"group_size": {
"4": 32,
"3": 32
},
"bits": [
4,
3
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"4": 32,
"3": 32
},
"bits": [
4,
3
],
"bits_prop": [
0.25,
0.75
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"8": 32,
"4": 128
},
"bits": [
8,
4
],
"bits_prop": [
0.05,
0.95
],
"scale_bits": 4
}
},
{
"accuracy": 0.979149959760865,
"total_bits": 728020576,
"gate_proj": {
"group_size": {
"4": 128
},
"bits": [
4
],
"bits_prop": [
1
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"4": 32
},
"bits": [
4
],
"bits_prop": [
1
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"8": 32,
"4": 128
},
"bits": [
8,
4
],
"bits_prop": [
0.05,
0.95
],
"scale_bits": 4
}
},
{
"accuracy": 0.981087918099212,
"total_bits": 738755584,
"gate_proj": {
"group_size": {
"4": 32
},
"bits": [
4
],
"bits_prop": [
1
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"4": 32
},
"bits": [
4
],
"bits_prop": [
1
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"8": 32,
"4": 32
},
"bits": [
8,
4
],
"bits_prop": [
0.05,
0.95
],
"scale_bits": 4
}
},
{
"accuracy": 0.9797368355977693,
"total_bits": 750822496,
"gate_proj": {
"group_size": {
"5": 128,
"4": 128
},
"bits": [
5,
4
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"5": 128,
"4": 128
},
"bits": [
5,
4
],
"bits_prop": [
0.25,
0.75
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"8": 32,
"5": 128,
"4": 128
},
"bits": [
8,
5,
4
],
"bits_prop": [
0.05,
0.1,
0.85
],
"scale_bits": 4
}
},
{
"accuracy": 0.9823072757326851,
"total_bits": 765297664,
"gate_proj": {
"group_size": {
"5": 32,
"4": 32
},
"bits": [
5,
4
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"5": 32,
"4": 32
},
"bits": [
5,
4
],
"bits_prop": [
0.25,
0.75
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"8": 32,
"5": 32,
"4": 32
},
"bits": [
8,
5,
4
],
"bits_prop": [
0.05,
0.1,
0.85
],
"scale_bits": 4
}
},
{
"accuracy": 0.9897377576409397,
"total_bits": 923968608,
"gate_proj": {
"group_size": {
"6": 128,
"5": 128
},
"bits": [
6,
5
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"6": 128,
"5": 128
},
"bits": [
6,
5
],
"bits_prop": [
0.25,
0.75
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"8": 32,
"6": 128,
"5": 128
},
"bits": [
8,
6,
5
],
"bits_prop": [
0.05,
0.1,
0.85
],
"scale_bits": 4
}
},
{
"accuracy": 0.990696164926416,
"total_bits": 938443776,
"gate_proj": {
"group_size": {
"6": 32,
"5": 32
},
"bits": [
6,
5
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"6": 32,
"5": 32
},
"bits": [
6,
5
],
"bits_prop": [
0.25,
0.75
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"8": 32,
"6": 32,
"5": 32
},
"bits": [
8,
6,
5
],
"bits_prop": [
0.05,
0.1,
0.85
],
"scale_bits": 4
}
},
{
"accuracy": 0.9940419561768833,
"total_bits": 1068803168,
"gate_proj": {
"group_size": {
"6": 128
},
"bits": [
6
],
"bits_prop": [
1
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"6": 128
},
"bits": [
6
],
"bits_prop": [
1
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"8": 32,
"6": 128
},
"bits": [
8,
6
],
"bits_prop": [
0.05,
0.95
],
"scale_bits": 4
}
},
{
"accuracy": 0.994487582405686,
"total_bits": 1109664000,
"gate_proj": {
"group_size": {
"8": 128,
"6": 128
},
"bits": [
8,
6
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"8": 128,
"6": 128
},
"bits": [
8,
6
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"8": 128,
"6": 128
},
"bits": [
8,
6
],
"bits_prop": [
0.15,
0.85
],
"scale_bits": 4
}
},
{
"accuracy": 0.9952287127288353,
"total_bits": 1209278720,
"gate_proj": {
"group_size": {
"8": 128,
"6": 128
},
"bits": [
8,
6
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"8": 128,
"6": 128
},
"bits": [
8,
6
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"8": 128
},
"bits": [
8
],
"bits_prop": [
1
],
"scale_bits": 4
}
},
{
"accuracy": 0.9970882808679322,
"total_bits": 1414799616,
"gate_proj": {
"group_size": {
"8": 128
},
"bits": [
8
],
"bits_prop": [
1
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"8": 128
},
"bits": [
8
],
"bits_prop": [
1
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"8": 128
},
"bits": [
8
],
"bits_prop": [
1
],
"scale_bits": 4
}
}
],
"model.layers.26.self_attn": [
{
"accuracy": 0.9640199978296694,
"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": 0.9653377696675689,
"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": 0.9688853816080251,
"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": 0.9763361643509645,
"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": 0.9809973714383025,
"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": 0.9818947397074417,
"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": 0.9863898255617211,
"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": 0.9876808639076587,
"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": 0.988863322565234,
"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": 0.9893299248069525,
"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": 0.9910006945413586,
"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": 0.9915593507160482,
"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": 0.9920710928272456,
"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": 0.9925988336020198,
"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": 0.9952803407489371,
"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": 0.9958932251289585,
"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": 0.9961871778175823,
"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": 0.9971935733368522,
"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": 0.9983689671253638,
"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.mlp": [
{
"accuracy": 0.918024390445728,
"total_bits": 394740800,
"gate_proj": {
"group_size": {
"3": 64,
"2": 64
},
"bits": [
3,
2
],
"bits_prop": [
0.05,
0.95
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"3": 64,
"2": 64
},
"bits": [
3,
2
],
"bits_prop": [
0.05,
0.95
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"6": 32,
"3": 64,
"2": 64
},
"bits": [
6,
3,
2
],
"bits_prop": [
0.05,
0.2,
0.75
],
"scale_bits": 4
}
},
{
"accuracy": 0.9204138590905228,
"total_bits": 408503360,
"gate_proj": {
"group_size": {
"3": 64,
"2": 64
},
"bits": [
3,
2
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"3": 64,
"2": 64
},
"bits": [
3,
2
],
"bits_prop": [
0.25,
0.75
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"6": 32,
"3": 64,
"2": 64
},
"bits": [
6,
3,
2
],
"bits_prop": [
0.05,
0.2,
0.75
],
"scale_bits": 4
}
},
{
"accuracy": 0.9316356290916079,
"total_bits": 456551424,
"gate_proj": {
"group_size": {
"3": 64,
"2": 64
},
"bits": [
3,
2
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"3": 64,
"2": 64
},
"bits": [
3,
2
],
"bits_prop": [
0.3,
0.7
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"5": 32,
"3": 32
},
"bits": [
5,
3
],
"bits_prop": [
0.05,
0.95
],
"scale_bits": 4
}
},
{
"accuracy": 0.935187021858598,
"total_bits": 512257024,
"gate_proj": {
"group_size": {
"3": 64,
"2": 64
},
"bits": [
3,
2
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"3": 64,
"2": 64
},
"bits": [
3,
2
],
"bits_prop": [
0.3,
0.7
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"5": 32,
"4": 32
},
"bits": [
5,
4
],
"bits_prop": [
0.05,
0.95
],
"scale_bits": 4
}
},
{
"accuracy": 0.9590353912330771,
"total_bits": 577676384,
"gate_proj": {
"group_size": {
"4": 128,
"3": 128
},
"bits": [
4,
3
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"4": 128,
"3": 128
},
"bits": [
4,
3
],
"bits_prop": [
0.25,
0.75
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"8": 32,
"4": 128,
"3": 128
},
"bits": [
8,
4,
3
],
"bits_prop": [
0.05,
0.1,
0.85
],
"scale_bits": 4
}
},
{
"accuracy": 0.9622879939055756,
"total_bits": 592151552,
"gate_proj": {
"group_size": {
"4": 32,
"3": 32
},
"bits": [
4,
3
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"4": 32,
"3": 32
},
"bits": [
4,
3
],
"bits_prop": [
0.25,
0.75
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"8": 32,
"4": 32,
"3": 32
},
"bits": [
8,
4,
3
],
"bits_prop": [
0.05,
0.1,
0.85
],
"scale_bits": 4
}
},
{
"accuracy": 0.9669147552922368,
"total_bits": 636733536,
"gate_proj": {
"group_size": {
"4": 32,
"3": 32
},
"bits": [
4,
3
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"4": 32,
"3": 32
},
"bits": [
4,
3
],
"bits_prop": [
0.25,
0.75
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"8": 32,
"4": 128
},
"bits": [
8,
4
],
"bits_prop": [
0.05,
0.95
],
"scale_bits": 4
}
},
{
"accuracy": 0.9785442219703997,
"total_bits": 728020576,
"gate_proj": {
"group_size": {
"4": 128
},
"bits": [
4
],
"bits_prop": [
1
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"4": 32
},
"bits": [
4
],
"bits_prop": [
1
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"8": 32,
"4": 128
},
"bits": [
8,
4
],
"bits_prop": [
0.05,
0.95
],
"scale_bits": 4
}
},
{
"accuracy": 0.9805272451209787,
"total_bits": 738755584,
"gate_proj": {
"group_size": {
"4": 32
},
"bits": [
4
],
"bits_prop": [
1
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"4": 32
},
"bits": [
4
],
"bits_prop": [
1
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"8": 32,
"4": 32
},
"bits": [
8,
4
],
"bits_prop": [
0.05,
0.95
],
"scale_bits": 4
}
},
{
"accuracy": 0.9791562993226475,
"total_bits": 750822496,
"gate_proj": {
"group_size": {
"5": 128,
"4": 128
},
"bits": [
5,
4
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"5": 128,
"4": 128
},
"bits": [
5,
4
],
"bits_prop": [
0.25,
0.75
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"8": 32,
"5": 128,
"4": 128
},
"bits": [
8,
5,
4
],
"bits_prop": [
0.05,
0.1,
0.85
],
"scale_bits": 4
}
},
{
"accuracy": 0.981810249241167,
"total_bits": 765297664,
"gate_proj": {
"group_size": {
"5": 32,
"4": 32
},
"bits": [
5,
4
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"5": 32,
"4": 32
},
"bits": [
5,
4
],
"bits_prop": [
0.25,
0.75
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"8": 32,
"5": 32,
"4": 32
},
"bits": [
8,
5,
4
],
"bits_prop": [
0.05,
0.1,
0.85
],
"scale_bits": 4
}
},
{
"accuracy": 0.9894317788267998,
"total_bits": 923968608,
"gate_proj": {
"group_size": {
"6": 128,
"5": 128
},
"bits": [
6,
5
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"6": 128,
"5": 128
},
"bits": [
6,
5
],
"bits_prop": [
0.25,
0.75
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"8": 32,
"6": 128,
"5": 128
},
"bits": [
8,
6,
5
],
"bits_prop": [
0.05,
0.1,
0.85
],
"scale_bits": 4
}
},
{
"accuracy": 0.9904277222843743,
"total_bits": 938443776,
"gate_proj": {
"group_size": {
"6": 32,
"5": 32
},
"bits": [
6,
5
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"6": 32,
"5": 32
},
"bits": [
6,
5
],
"bits_prop": [
0.25,
0.75
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"8": 32,
"6": 32,
"5": 32
},
"bits": [
8,
6,
5
],
"bits_prop": [
0.05,
0.1,
0.85
],
"scale_bits": 4
}
},
{
"accuracy": 0.9938437921411701,
"total_bits": 1068803168,
"gate_proj": {
"group_size": {
"6": 128
},
"bits": [
6
],
"bits_prop": [
1
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"6": 128
},
"bits": [
6
],
"bits_prop": [
1
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"8": 32,
"6": 128
},
"bits": [
8,
6
],
"bits_prop": [
0.05,
0.95
],
"scale_bits": 4
}
},
{
"accuracy": 0.9942457604981763,
"total_bits": 1109664000,
"gate_proj": {
"group_size": {
"8": 128,
"6": 128
},
"bits": [
8,
6
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"8": 128,
"6": 128
},
"bits": [
8,
6
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"8": 128,
"6": 128
},
"bits": [
8,
6
],
"bits_prop": [
0.15,
0.85
],
"scale_bits": 4
}
},
{
"accuracy": 0.994981700045939,
"total_bits": 1209278720,
"gate_proj": {
"group_size": {
"8": 128,
"6": 128
},
"bits": [
8,
6
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"8": 128,
"6": 128
},
"bits": [
8,
6
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"8": 128
},
"bits": [
8
],
"bits_prop": [
1
],
"scale_bits": 4
}
},
{
"accuracy": 0.9968315259443203,
"total_bits": 1414799616,
"gate_proj": {
"group_size": {
"8": 128
},
"bits": [
8
],
"bits_prop": [
1
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"8": 128
},
"bits": [
8
],
"bits_prop": [
1
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"8": 128
},
"bits": [
8
],
"bits_prop": [
1
],
"scale_bits": 4
}
}
],
"model.layers.27.self_attn": [
{
"accuracy": 0.9647516989590306,
"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": 0.966069256543721,
"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": 0.9700965949971425,
"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": 0.977185166538938,
"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": 0.9811727870990964,
"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": 0.9820512172913081,
"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": 0.9865048942156136,
"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": 0.9877115331933295,
"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": 0.9891916350706628,
"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": 0.9896205510625518,
"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": 0.9909182061245175,
"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": 0.9916871693720551,
"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": 0.9920179988135045,
"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": 0.9928304179277467,
"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": 0.9952284152509252,
"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": 0.9961494644246015,
"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": 0.9960996756134065,
"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": 0.9974556723915923,
"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": 0.9978952812196343,
"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.mlp": [
{
"accuracy": 0.9161171724921778,
"total_bits": 394740800,
"gate_proj": {
"group_size": {
"3": 64,
"2": 64
},
"bits": [
3,
2
],
"bits_prop": [
0.05,
0.95
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"3": 64,
"2": 64
},
"bits": [
3,
2
],
"bits_prop": [
0.05,
0.95
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"6": 32,
"3": 64,
"2": 64
},
"bits": [
6,
3,
2
],
"bits_prop": [
0.05,
0.2,
0.75
],
"scale_bits": 4
}
},
{
"accuracy": 0.9186222055240681,
"total_bits": 408503360,
"gate_proj": {
"group_size": {
"3": 64,
"2": 64
},
"bits": [
3,
2
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"3": 64,
"2": 64
},
"bits": [
3,
2
],
"bits_prop": [
0.25,
0.75
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"6": 32,
"3": 64,
"2": 64
},
"bits": [
6,
3,
2
],
"bits_prop": [
0.05,
0.2,
0.75
],
"scale_bits": 4
}
},
{
"accuracy": 0.9299823895684982,
"total_bits": 456551424,
"gate_proj": {
"group_size": {
"3": 64,
"2": 64
},
"bits": [
3,
2
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"3": 64,
"2": 64
},
"bits": [
3,
2
],
"bits_prop": [
0.3,
0.7
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"5": 32,
"3": 32
},
"bits": [
5,
3
],
"bits_prop": [
0.05,
0.95
],
"scale_bits": 4
}
},
{
"accuracy": 0.9336207187489459,
"total_bits": 512257024,
"gate_proj": {
"group_size": {
"3": 64,
"2": 64
},
"bits": [
3,
2
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"3": 64,
"2": 64
},
"bits": [
3,
2
],
"bits_prop": [
0.3,
0.7
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"5": 32,
"4": 32
},
"bits": [
5,
4
],
"bits_prop": [
0.05,
0.95
],
"scale_bits": 4
}
},
{
"accuracy": 0.9580139460434255,
"total_bits": 577676384,
"gate_proj": {
"group_size": {
"4": 128,
"3": 128
},
"bits": [
4,
3
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"4": 128,
"3": 128
},
"bits": [
4,
3
],
"bits_prop": [
0.25,
0.75
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"8": 32,
"4": 128,
"3": 128
},
"bits": [
8,
4,
3
],
"bits_prop": [
0.05,
0.1,
0.85
],
"scale_bits": 4
}
},
{
"accuracy": 0.9613508732597295,
"total_bits": 592151552,
"gate_proj": {
"group_size": {
"4": 32,
"3": 32
},
"bits": [
4,
3
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"4": 32,
"3": 32
},
"bits": [
4,
3
],
"bits_prop": [
0.25,
0.75
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"8": 32,
"4": 32,
"3": 32
},
"bits": [
8,
4,
3
],
"bits_prop": [
0.05,
0.1,
0.85
],
"scale_bits": 4
}
},
{
"accuracy": 0.9660543585196137,
"total_bits": 636733536,
"gate_proj": {
"group_size": {
"4": 32,
"3": 32
},
"bits": [
4,
3
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"4": 32,
"3": 32
},
"bits": [
4,
3
],
"bits_prop": [
0.25,
0.75
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"8": 32,
"4": 128
},
"bits": [
8,
4
],
"bits_prop": [
0.05,
0.95
],
"scale_bits": 4
}
},
{
"accuracy": 0.9778924013831114,
"total_bits": 728020576,
"gate_proj": {
"group_size": {
"4": 128
},
"bits": [
4
],
"bits_prop": [
1
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"4": 32
},
"bits": [
4
],
"bits_prop": [
1
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"8": 32,
"4": 128
},
"bits": [
8,
4
],
"bits_prop": [
0.05,
0.95
],
"scale_bits": 4
}
},
{
"accuracy": 0.9799576038249621,
"total_bits": 738755584,
"gate_proj": {
"group_size": {
"4": 32
},
"bits": [
4
],
"bits_prop": [
1
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"4": 32
},
"bits": [
4
],
"bits_prop": [
1
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"8": 32,
"4": 32
},
"bits": [
8,
4
],
"bits_prop": [
0.05,
0.95
],
"scale_bits": 4
}
},
{
"accuracy": 0.9786262095807806,
"total_bits": 750822496,
"gate_proj": {
"group_size": {
"5": 128,
"4": 128
},
"bits": [
5,
4
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"5": 128,
"4": 128
},
"bits": [
5,
4
],
"bits_prop": [
0.25,
0.75
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"8": 32,
"5": 128,
"4": 128
},
"bits": [
8,
5,
4
],
"bits_prop": [
0.05,
0.1,
0.85
],
"scale_bits": 4
}
},
{
"accuracy": 0.9813249275627497,
"total_bits": 765297664,
"gate_proj": {
"group_size": {
"5": 32,
"4": 32
},
"bits": [
5,
4
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"5": 32,
"4": 32
},
"bits": [
5,
4
],
"bits_prop": [
0.25,
0.75
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"8": 32,
"5": 32,
"4": 32
},
"bits": [
8,
5,
4
],
"bits_prop": [
0.05,
0.1,
0.85
],
"scale_bits": 4
}
},
{
"accuracy": 0.9891298017219493,
"total_bits": 923968608,
"gate_proj": {
"group_size": {
"6": 128,
"5": 128
},
"bits": [
6,
5
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"6": 128,
"5": 128
},
"bits": [
6,
5
],
"bits_prop": [
0.25,
0.75
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"8": 32,
"6": 128,
"5": 128
},
"bits": [
8,
6,
5
],
"bits_prop": [
0.05,
0.1,
0.85
],
"scale_bits": 4
}
},
{
"accuracy": 0.9901168261483115,
"total_bits": 938443776,
"gate_proj": {
"group_size": {
"6": 32,
"5": 32
},
"bits": [
6,
5
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"6": 32,
"5": 32
},
"bits": [
6,
5
],
"bits_prop": [
0.25,
0.75
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"8": 32,
"6": 32,
"5": 32
},
"bits": [
8,
6,
5
],
"bits_prop": [
0.05,
0.1,
0.85
],
"scale_bits": 4
}
},
{
"accuracy": 0.9936026841843206,
"total_bits": 1068803168,
"gate_proj": {
"group_size": {
"6": 128
},
"bits": [
6
],
"bits_prop": [
1
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"6": 128
},
"bits": [
6
],
"bits_prop": [
1
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"8": 32,
"6": 128
},
"bits": [
8,
6
],
"bits_prop": [
0.05,
0.95
],
"scale_bits": 4
}
},
{
"accuracy": 0.9940729967784137,
"total_bits": 1109664000,
"gate_proj": {
"group_size": {
"8": 128,
"6": 128
},
"bits": [
8,
6
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"8": 128,
"6": 128
},
"bits": [
8,
6
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"8": 128,
"6": 128
},
"bits": [
8,
6
],
"bits_prop": [
0.15,
0.85
],
"scale_bits": 4
}
},
{
"accuracy": 0.994820850313102,
"total_bits": 1209278720,
"gate_proj": {
"group_size": {
"8": 128,
"6": 128
},
"bits": [
8,
6
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"8": 128,
"6": 128
},
"bits": [
8,
6
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"8": 128
},
"bits": [
8
],
"bits_prop": [
1
],
"scale_bits": 4
}
},
{
"accuracy": 0.996701473247652,
"total_bits": 1414799616,
"gate_proj": {
"group_size": {
"8": 128
},
"bits": [
8
],
"bits_prop": [
1
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"8": 128
},
"bits": [
8
],
"bits_prop": [
1
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"8": 128
},
"bits": [
8
],
"bits_prop": [
1
],
"scale_bits": 4
}
}
],
"model.layers.28.self_attn": [
{
"accuracy": 0.9566671974760921,
"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": 0.9583845601270073,
"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": 0.9630511280541357,
"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": 0.9723926757119203,
"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": 0.9777217747545556,
"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": 0.9786779778568369,
"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": 0.9845774229861012,
"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": 0.9859074983304661,
"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": 0.9866265266349441,
"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": 0.9874822313309108,
"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": 0.9891049216844534,
"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": 0.9897758236988202,
"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": 0.9904518013722018,
"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": 0.991090383307126,
"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": 0.9945105223328268,
"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": 0.9952461251523346,
"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": 0.9956488930252626,
"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": 0.9967362537833029,
"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": 0.9980473403855669,
"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.mlp": [
{
"accuracy": 0.9098225060458246,
"total_bits": 394740800,
"gate_proj": {
"group_size": {
"3": 64,
"2": 64
},
"bits": [
3,
2
],
"bits_prop": [
0.05,
0.95
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"3": 64,
"2": 64
},
"bits": [
3,
2
],
"bits_prop": [
0.05,
0.95
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"6": 32,
"3": 64,
"2": 64
},
"bits": [
6,
3,
2
],
"bits_prop": [
0.05,
0.2,
0.75
],
"scale_bits": 4
}
},
{
"accuracy": 0.9126085162554917,
"total_bits": 408503360,
"gate_proj": {
"group_size": {
"3": 64,
"2": 64
},
"bits": [
3,
2
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"3": 64,
"2": 64
},
"bits": [
3,
2
],
"bits_prop": [
0.25,
0.75
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"6": 32,
"3": 64,
"2": 64
},
"bits": [
6,
3,
2
],
"bits_prop": [
0.05,
0.2,
0.75
],
"scale_bits": 4
}
},
{
"accuracy": 0.9251729869528821,
"total_bits": 456551424,
"gate_proj": {
"group_size": {
"3": 64,
"2": 64
},
"bits": [
3,
2
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"3": 64,
"2": 64
},
"bits": [
3,
2
],
"bits_prop": [
0.3,
0.7
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"5": 32,
"3": 32
},
"bits": [
5,
3
],
"bits_prop": [
0.05,
0.95
],
"scale_bits": 4
}
},
{
"accuracy": 0.9292608587757537,
"total_bits": 512257024,
"gate_proj": {
"group_size": {
"3": 64,
"2": 64
},
"bits": [
3,
2
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"3": 64,
"2": 64
},
"bits": [
3,
2
],
"bits_prop": [
0.3,
0.7
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"5": 32,
"4": 32
},
"bits": [
5,
4
],
"bits_prop": [
0.05,
0.95
],
"scale_bits": 4
}
},
{
"accuracy": 0.9548682754271125,
"total_bits": 577676384,
"gate_proj": {
"group_size": {
"4": 128,
"3": 128
},
"bits": [
4,
3
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"4": 128,
"3": 128
},
"bits": [
4,
3
],
"bits_prop": [
0.25,
0.75
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"8": 32,
"4": 128,
"3": 128
},
"bits": [
8,
4,
3
],
"bits_prop": [
0.05,
0.1,
0.85
],
"scale_bits": 4
}
},
{
"accuracy": 0.9584800963731188,
"total_bits": 592151552,
"gate_proj": {
"group_size": {
"4": 32,
"3": 32
},
"bits": [
4,
3
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"4": 32,
"3": 32
},
"bits": [
4,
3
],
"bits_prop": [
0.25,
0.75
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"8": 32,
"4": 32,
"3": 32
},
"bits": [
8,
4,
3
],
"bits_prop": [
0.05,
0.1,
0.85
],
"scale_bits": 4
}
},
{
"accuracy": 0.9637192770544636,
"total_bits": 636733536,
"gate_proj": {
"group_size": {
"4": 32,
"3": 32
},
"bits": [
4,
3
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"4": 32,
"3": 32
},
"bits": [
4,
3
],
"bits_prop": [
0.25,
0.75
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"8": 32,
"4": 128
},
"bits": [
8,
4
],
"bits_prop": [
0.05,
0.95
],
"scale_bits": 4
}
},
{
"accuracy": 0.976094520650804,
"total_bits": 728020576,
"gate_proj": {
"group_size": {
"4": 128
},
"bits": [
4
],
"bits_prop": [
1
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"4": 32
},
"bits": [
4
],
"bits_prop": [
1
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"8": 32,
"4": 128
},
"bits": [
8,
4
],
"bits_prop": [
0.05,
0.95
],
"scale_bits": 4
}
},
{
"accuracy": 0.9783295643466868,
"total_bits": 738755584,
"gate_proj": {
"group_size": {
"4": 32
},
"bits": [
4
],
"bits_prop": [
1
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"4": 32
},
"bits": [
4
],
"bits_prop": [
1
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"8": 32,
"4": 32
},
"bits": [
8,
4
],
"bits_prop": [
0.05,
0.95
],
"scale_bits": 4
}
},
{
"accuracy": 0.9769908152275572,
"total_bits": 750822496,
"gate_proj": {
"group_size": {
"5": 128,
"4": 128
},
"bits": [
5,
4
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"5": 128,
"4": 128
},
"bits": [
5,
4
],
"bits_prop": [
0.25,
0.75
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"8": 32,
"5": 128,
"4": 128
},
"bits": [
8,
5,
4
],
"bits_prop": [
0.05,
0.1,
0.85
],
"scale_bits": 4
}
},
{
"accuracy": 0.9798962582932099,
"total_bits": 765297664,
"gate_proj": {
"group_size": {
"5": 32,
"4": 32
},
"bits": [
5,
4
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"5": 32,
"4": 32
},
"bits": [
5,
4
],
"bits_prop": [
0.25,
0.75
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"8": 32,
"5": 32,
"4": 32
},
"bits": [
8,
5,
4
],
"bits_prop": [
0.05,
0.1,
0.85
],
"scale_bits": 4
}
},
{
"accuracy": 0.9882692533765772,
"total_bits": 923968608,
"gate_proj": {
"group_size": {
"6": 128,
"5": 128
},
"bits": [
6,
5
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"6": 128,
"5": 128
},
"bits": [
6,
5
],
"bits_prop": [
0.25,
0.75
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"8": 32,
"6": 128,
"5": 128
},
"bits": [
8,
6,
5
],
"bits_prop": [
0.05,
0.1,
0.85
],
"scale_bits": 4
}
},
{
"accuracy": 0.9892963290606674,
"total_bits": 938443776,
"gate_proj": {
"group_size": {
"6": 32,
"5": 32
},
"bits": [
6,
5
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"6": 32,
"5": 32
},
"bits": [
6,
5
],
"bits_prop": [
0.25,
0.75
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"8": 32,
"6": 32,
"5": 32
},
"bits": [
8,
6,
5
],
"bits_prop": [
0.05,
0.1,
0.85
],
"scale_bits": 4
}
},
{
"accuracy": 0.9930134403372282,
"total_bits": 1068803168,
"gate_proj": {
"group_size": {
"6": 128
},
"bits": [
6
],
"bits_prop": [
1
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"6": 128
},
"bits": [
6
],
"bits_prop": [
1
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"8": 32,
"6": 128
},
"bits": [
8,
6
],
"bits_prop": [
0.05,
0.95
],
"scale_bits": 4
}
},
{
"accuracy": 0.9935608959119571,
"total_bits": 1109664000,
"gate_proj": {
"group_size": {
"8": 128,
"6": 128
},
"bits": [
8,
6
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"8": 128,
"6": 128
},
"bits": [
8,
6
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"8": 128,
"6": 128
},
"bits": [
8,
6
],
"bits_prop": [
0.15,
0.85
],
"scale_bits": 4
}
},
{
"accuracy": 0.9943852531233508,
"total_bits": 1209278720,
"gate_proj": {
"group_size": {
"8": 128,
"6": 128
},
"bits": [
8,
6
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"8": 128,
"6": 128
},
"bits": [
8,
6
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"8": 128
},
"bits": [
8
],
"bits_prop": [
1
],
"scale_bits": 4
}
},
{
"accuracy": 0.9963168552280158,
"total_bits": 1414799616,
"gate_proj": {
"group_size": {
"8": 128
},
"bits": [
8
],
"bits_prop": [
1
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"8": 128
},
"bits": [
8
],
"bits_prop": [
1
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"8": 128
},
"bits": [
8
],
"bits_prop": [
1
],
"scale_bits": 4
}
}
],
"model.layers.29.self_attn": [
{
"accuracy": 0.9445199375285914,
"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": 0.9463768432799139,
"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": 0.9545732277788614,
"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": 0.9654520800043094,
"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": 0.9721667636676055,
"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": 0.9725793844186946,
"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": 0.9809830305901798,
"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": 0.9814930478797147,
"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": 0.9831272201416524,
"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": 0.9836222593378472,
"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": 0.9859758660834479,
"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": 0.9869776926934719,
"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": 0.987797299399972,
"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": 0.9888825980505269,
"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": 0.9933358281973357,
"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": 0.9939498471488294,
"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": 0.9947426654030814,
"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": 0.9959613495003922,
"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": 0.9978541465427139,
"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.mlp": [
{
"accuracy": 0.9089730506468761,
"total_bits": 394740800,
"gate_proj": {
"group_size": {
"3": 64,
"2": 64
},
"bits": [
3,
2
],
"bits_prop": [
0.05,
0.95
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"3": 64,
"2": 64
},
"bits": [
3,
2
],
"bits_prop": [
0.05,
0.95
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"6": 32,
"3": 64,
"2": 64
},
"bits": [
6,
3,
2
],
"bits_prop": [
0.05,
0.2,
0.75
],
"scale_bits": 4
}
},
{
"accuracy": 0.9118053713127187,
"total_bits": 408503360,
"gate_proj": {
"group_size": {
"3": 64,
"2": 64
},
"bits": [
3,
2
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"3": 64,
"2": 64
},
"bits": [
3,
2
],
"bits_prop": [
0.25,
0.75
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"6": 32,
"3": 64,
"2": 64
},
"bits": [
6,
3,
2
],
"bits_prop": [
0.05,
0.2,
0.75
],
"scale_bits": 4
}
},
{
"accuracy": 0.924668622742358,
"total_bits": 456551424,
"gate_proj": {
"group_size": {
"3": 64,
"2": 64
},
"bits": [
3,
2
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"3": 64,
"2": 64
},
"bits": [
3,
2
],
"bits_prop": [
0.3,
0.7
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"5": 32,
"3": 32
},
"bits": [
5,
3
],
"bits_prop": [
0.05,
0.95
],
"scale_bits": 4
}
},
{
"accuracy": 0.9288613563893657,
"total_bits": 512257024,
"gate_proj": {
"group_size": {
"3": 64,
"2": 64
},
"bits": [
3,
2
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"3": 64,
"2": 64
},
"bits": [
3,
2
],
"bits_prop": [
0.3,
0.7
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"5": 32,
"4": 32
},
"bits": [
5,
4
],
"bits_prop": [
0.05,
0.95
],
"scale_bits": 4
}
},
{
"accuracy": 0.9542560413675873,
"total_bits": 577676384,
"gate_proj": {
"group_size": {
"4": 128,
"3": 128
},
"bits": [
4,
3
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"4": 128,
"3": 128
},
"bits": [
4,
3
],
"bits_prop": [
0.25,
0.75
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"8": 32,
"4": 128,
"3": 128
},
"bits": [
8,
4,
3
],
"bits_prop": [
0.05,
0.1,
0.85
],
"scale_bits": 4
}
},
{
"accuracy": 0.9578958718890422,
"total_bits": 592151552,
"gate_proj": {
"group_size": {
"4": 32,
"3": 32
},
"bits": [
4,
3
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"4": 32,
"3": 32
},
"bits": [
4,
3
],
"bits_prop": [
0.25,
0.75
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"8": 32,
"4": 32,
"3": 32
},
"bits": [
8,
4,
3
],
"bits_prop": [
0.05,
0.1,
0.85
],
"scale_bits": 4
}
},
{
"accuracy": 0.9633239062110844,
"total_bits": 636733536,
"gate_proj": {
"group_size": {
"4": 32,
"3": 32
},
"bits": [
4,
3
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"4": 32,
"3": 32
},
"bits": [
4,
3
],
"bits_prop": [
0.25,
0.75
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"8": 32,
"4": 128
},
"bits": [
8,
4
],
"bits_prop": [
0.05,
0.95
],
"scale_bits": 4
}
},
{
"accuracy": 0.9756303977613386,
"total_bits": 728020576,
"gate_proj": {
"group_size": {
"4": 128
},
"bits": [
4
],
"bits_prop": [
1
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"4": 32
},
"bits": [
4
],
"bits_prop": [
1
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"8": 32,
"4": 128
},
"bits": [
8,
4
],
"bits_prop": [
0.05,
0.95
],
"scale_bits": 4
}
},
{
"accuracy": 0.9778888556910189,
"total_bits": 738755584,
"gate_proj": {
"group_size": {
"4": 32
},
"bits": [
4
],
"bits_prop": [
1
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"4": 32
},
"bits": [
4
],
"bits_prop": [
1
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"8": 32,
"4": 32
},
"bits": [
8,
4
],
"bits_prop": [
0.05,
0.95
],
"scale_bits": 4
}
},
{
"accuracy": 0.9765858700940091,
"total_bits": 750822496,
"gate_proj": {
"group_size": {
"5": 128,
"4": 128
},
"bits": [
5,
4
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"5": 128,
"4": 128
},
"bits": [
5,
4
],
"bits_prop": [
0.25,
0.75
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"8": 32,
"5": 128,
"4": 128
},
"bits": [
8,
5,
4
],
"bits_prop": [
0.05,
0.1,
0.85
],
"scale_bits": 4
}
},
{
"accuracy": 0.9794765179976821,
"total_bits": 765297664,
"gate_proj": {
"group_size": {
"5": 32,
"4": 32
},
"bits": [
5,
4
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"5": 32,
"4": 32
},
"bits": [
5,
4
],
"bits_prop": [
0.25,
0.75
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"8": 32,
"5": 32,
"4": 32
},
"bits": [
8,
5,
4
],
"bits_prop": [
0.05,
0.1,
0.85
],
"scale_bits": 4
}
},
{
"accuracy": 0.9880445311336141,
"total_bits": 923968608,
"gate_proj": {
"group_size": {
"6": 128,
"5": 128
},
"bits": [
6,
5
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"6": 128,
"5": 128
},
"bits": [
6,
5
],
"bits_prop": [
0.25,
0.75
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"8": 32,
"6": 128,
"5": 128
},
"bits": [
8,
6,
5
],
"bits_prop": [
0.05,
0.1,
0.85
],
"scale_bits": 4
}
},
{
"accuracy": 0.988770971356548,
"total_bits": 938443776,
"gate_proj": {
"group_size": {
"6": 32,
"5": 32
},
"bits": [
6,
5
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"6": 32,
"5": 32
},
"bits": [
6,
5
],
"bits_prop": [
0.25,
0.75
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"8": 32,
"6": 32,
"5": 32
},
"bits": [
8,
6,
5
],
"bits_prop": [
0.05,
0.1,
0.85
],
"scale_bits": 4
}
},
{
"accuracy": 0.9927477138116956,
"total_bits": 1068803168,
"gate_proj": {
"group_size": {
"6": 128
},
"bits": [
6
],
"bits_prop": [
1
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"6": 128
},
"bits": [
6
],
"bits_prop": [
1
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"8": 32,
"6": 128
},
"bits": [
8,
6
],
"bits_prop": [
0.05,
0.95
],
"scale_bits": 4
}
},
{
"accuracy": 0.9933188318544509,
"total_bits": 1109664000,
"gate_proj": {
"group_size": {
"8": 128,
"6": 128
},
"bits": [
8,
6
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"8": 128,
"6": 128
},
"bits": [
8,
6
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"8": 128,
"6": 128
},
"bits": [
8,
6
],
"bits_prop": [
0.15,
0.85
],
"scale_bits": 4
}
},
{
"accuracy": 0.9941511414454955,
"total_bits": 1209278720,
"gate_proj": {
"group_size": {
"8": 128,
"6": 128
},
"bits": [
8,
6
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"8": 128,
"6": 128
},
"bits": [
8,
6
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"8": 128
},
"bits": [
8
],
"bits_prop": [
1
],
"scale_bits": 4
}
},
{
"accuracy": 0.9959675856547332,
"total_bits": 1414799616,
"gate_proj": {
"group_size": {
"8": 128
},
"bits": [
8
],
"bits_prop": [
1
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"8": 128
},
"bits": [
8
],
"bits_prop": [
1
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"8": 128
},
"bits": [
8
],
"bits_prop": [
1
],
"scale_bits": 4
}
}
],
"model.layers.30.self_attn": [
{
"accuracy": 0.9327327004192691,
"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": 0.9348172376814642,
"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": 0.9538640449509809,
"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": 0.9645166112796256,
"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": 0.9720495668190875,
"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": 0.9717459523266083,
"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": 0.979629276810508,
"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": 0.9794661628670598,
"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": 0.9814644725748191,
"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": 0.9819528828129956,
"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": 0.9857036812279961,
"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": 0.9870658813926735,
"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": 0.9875618631363308,
"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": 0.9882179111928532,
"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": 0.9929077322962448,
"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": 0.9930630976358723,
"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": 0.9941033885789741,
"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": 0.9949119023880676,
"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": 0.9969097500617959,
"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.mlp": [
{
"accuracy": 0.9000750363461281,
"total_bits": 394740800,
"gate_proj": {
"group_size": {
"3": 64,
"2": 64
},
"bits": [
3,
2
],
"bits_prop": [
0.05,
0.95
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"3": 64,
"2": 64
},
"bits": [
3,
2
],
"bits_prop": [
0.05,
0.95
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"6": 32,
"3": 64,
"2": 64
},
"bits": [
6,
3,
2
],
"bits_prop": [
0.05,
0.2,
0.75
],
"scale_bits": 4
}
},
{
"accuracy": 0.902492961993343,
"total_bits": 408503360,
"gate_proj": {
"group_size": {
"3": 64,
"2": 64
},
"bits": [
3,
2
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"3": 64,
"2": 64
},
"bits": [
3,
2
],
"bits_prop": [
0.25,
0.75
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"6": 32,
"3": 64,
"2": 64
},
"bits": [
6,
3,
2
],
"bits_prop": [
0.05,
0.2,
0.75
],
"scale_bits": 4
}
},
{
"accuracy": 0.9159759136995202,
"total_bits": 456551424,
"gate_proj": {
"group_size": {
"3": 64,
"2": 64
},
"bits": [
3,
2
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"3": 64,
"2": 64
},
"bits": [
3,
2
],
"bits_prop": [
0.3,
0.7
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"5": 32,
"3": 32
},
"bits": [
5,
3
],
"bits_prop": [
0.05,
0.95
],
"scale_bits": 4
}
},
{
"accuracy": 0.9202403296765528,
"total_bits": 512257024,
"gate_proj": {
"group_size": {
"3": 64,
"2": 64
},
"bits": [
3,
2
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"3": 64,
"2": 64
},
"bits": [
3,
2
],
"bits_prop": [
0.3,
0.7
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"5": 32,
"4": 32
},
"bits": [
5,
4
],
"bits_prop": [
0.05,
0.95
],
"scale_bits": 4
}
},
{
"accuracy": 0.9478684535348102,
"total_bits": 577676384,
"gate_proj": {
"group_size": {
"4": 128,
"3": 128
},
"bits": [
4,
3
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"4": 128,
"3": 128
},
"bits": [
4,
3
],
"bits_prop": [
0.25,
0.75
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"8": 32,
"4": 128,
"3": 128
},
"bits": [
8,
4,
3
],
"bits_prop": [
0.05,
0.1,
0.85
],
"scale_bits": 4
}
},
{
"accuracy": 0.9541548488073444,
"total_bits": 592151552,
"gate_proj": {
"group_size": {
"4": 32,
"3": 32
},
"bits": [
4,
3
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"4": 32,
"3": 32
},
"bits": [
4,
3
],
"bits_prop": [
0.25,
0.75
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"8": 32,
"4": 32,
"3": 32
},
"bits": [
8,
4,
3
],
"bits_prop": [
0.05,
0.1,
0.85
],
"scale_bits": 4
}
},
{
"accuracy": 0.9598853174400956,
"total_bits": 636733536,
"gate_proj": {
"group_size": {
"4": 32,
"3": 32
},
"bits": [
4,
3
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"4": 32,
"3": 32
},
"bits": [
4,
3
],
"bits_prop": [
0.25,
0.75
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"8": 32,
"4": 128
},
"bits": [
8,
4
],
"bits_prop": [
0.05,
0.95
],
"scale_bits": 4
}
},
{
"accuracy": 0.9700370571625075,
"total_bits": 728020576,
"gate_proj": {
"group_size": {
"4": 128
},
"bits": [
4
],
"bits_prop": [
1
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"4": 32
},
"bits": [
4
],
"bits_prop": [
1
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"8": 32,
"4": 128
},
"bits": [
8,
4
],
"bits_prop": [
0.05,
0.95
],
"scale_bits": 4
}
},
{
"accuracy": 0.9755529894640571,
"total_bits": 738755584,
"gate_proj": {
"group_size": {
"4": 32
},
"bits": [
4
],
"bits_prop": [
1
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"4": 32
},
"bits": [
4
],
"bits_prop": [
1
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"8": 32,
"4": 32
},
"bits": [
8,
4
],
"bits_prop": [
0.05,
0.95
],
"scale_bits": 4
}
},
{
"accuracy": 0.9743056480135572,
"total_bits": 750822496,
"gate_proj": {
"group_size": {
"5": 128,
"4": 128
},
"bits": [
5,
4
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"5": 128,
"4": 128
},
"bits": [
5,
4
],
"bits_prop": [
0.25,
0.75
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"8": 32,
"5": 128,
"4": 128
},
"bits": [
8,
5,
4
],
"bits_prop": [
0.05,
0.1,
0.85
],
"scale_bits": 4
}
},
{
"accuracy": 0.9772701515620085,
"total_bits": 765297664,
"gate_proj": {
"group_size": {
"5": 32,
"4": 32
},
"bits": [
5,
4
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"5": 32,
"4": 32
},
"bits": [
5,
4
],
"bits_prop": [
0.25,
0.75
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"8": 32,
"5": 32,
"4": 32
},
"bits": [
8,
5,
4
],
"bits_prop": [
0.05,
0.1,
0.85
],
"scale_bits": 4
}
},
{
"accuracy": 0.9866486524819935,
"total_bits": 923968608,
"gate_proj": {
"group_size": {
"6": 128,
"5": 128
},
"bits": [
6,
5
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"6": 128,
"5": 128
},
"bits": [
6,
5
],
"bits_prop": [
0.25,
0.75
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"8": 32,
"6": 128,
"5": 128
},
"bits": [
8,
6,
5
],
"bits_prop": [
0.05,
0.1,
0.85
],
"scale_bits": 4
}
},
{
"accuracy": 0.9868300978927628,
"total_bits": 938443776,
"gate_proj": {
"group_size": {
"6": 32,
"5": 32
},
"bits": [
6,
5
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"6": 32,
"5": 32
},
"bits": [
6,
5
],
"bits_prop": [
0.25,
0.75
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"8": 32,
"6": 32,
"5": 32
},
"bits": [
8,
6,
5
],
"bits_prop": [
0.05,
0.1,
0.85
],
"scale_bits": 4
}
},
{
"accuracy": 0.991469918676701,
"total_bits": 1068803168,
"gate_proj": {
"group_size": {
"6": 128
},
"bits": [
6
],
"bits_prop": [
1
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"6": 128
},
"bits": [
6
],
"bits_prop": [
1
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"8": 32,
"6": 128
},
"bits": [
8,
6
],
"bits_prop": [
0.05,
0.95
],
"scale_bits": 4
}
},
{
"accuracy": 0.9920006012421494,
"total_bits": 1109664000,
"gate_proj": {
"group_size": {
"8": 128,
"6": 128
},
"bits": [
8,
6
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"8": 128,
"6": 128
},
"bits": [
8,
6
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"8": 128,
"6": 128
},
"bits": [
8,
6
],
"bits_prop": [
0.15,
0.85
],
"scale_bits": 4
}
},
{
"accuracy": 0.9928250310476869,
"total_bits": 1209278720,
"gate_proj": {
"group_size": {
"8": 128,
"6": 128
},
"bits": [
8,
6
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"8": 128,
"6": 128
},
"bits": [
8,
6
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"8": 128
},
"bits": [
8
],
"bits_prop": [
1
],
"scale_bits": 4
}
},
{
"accuracy": 0.9944462016053301,
"total_bits": 1414799616,
"gate_proj": {
"group_size": {
"8": 128
},
"bits": [
8
],
"bits_prop": [
1
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"8": 128
},
"bits": [
8
],
"bits_prop": [
1
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"8": 128
},
"bits": [
8
],
"bits_prop": [
1
],
"scale_bits": 4
}
}
],
"model.layers.31.self_attn": [
{
"accuracy": 0.9420472673679653,
"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": 0.9440841338548221,
"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": 0.9518704074189851,
"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": 0.9669194728332131,
"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": 0.9727043393803271,
"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": 0.9731373658501788,
"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": 0.9829594461051258,
"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": 0.9837300107373219,
"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": 0.9849228617784224,
"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": 0.985108785772402,
"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": 0.9864644491554875,
"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": 0.9869487685347466,
"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": 0.9881542462267374,
"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": 0.9883940298306314,
"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": 0.9928862985076481,
"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": 0.9921092121543265,
"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": 0.9943118660196074,
"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": 0.993243551212608,
"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": 0.9958384535091586,
"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.mlp": [
{
"accuracy": 0.9071914876173985,
"total_bits": 394740800,
"gate_proj": {
"group_size": {
"3": 64,
"2": 64
},
"bits": [
3,
2
],
"bits_prop": [
0.05,
0.95
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"3": 64,
"2": 64
},
"bits": [
3,
2
],
"bits_prop": [
0.05,
0.95
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"6": 32,
"3": 64,
"2": 64
},
"bits": [
6,
3,
2
],
"bits_prop": [
0.05,
0.2,
0.75
],
"scale_bits": 4
}
},
{
"accuracy": 0.9096215053608543,
"total_bits": 408503360,
"gate_proj": {
"group_size": {
"3": 64,
"2": 64
},
"bits": [
3,
2
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"3": 64,
"2": 64
},
"bits": [
3,
2
],
"bits_prop": [
0.25,
0.75
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"6": 32,
"3": 64,
"2": 64
},
"bits": [
6,
3,
2
],
"bits_prop": [
0.05,
0.2,
0.75
],
"scale_bits": 4
}
},
{
"accuracy": 0.9218630793651468,
"total_bits": 456551424,
"gate_proj": {
"group_size": {
"3": 64,
"2": 64
},
"bits": [
3,
2
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"3": 64,
"2": 64
},
"bits": [
3,
2
],
"bits_prop": [
0.3,
0.7
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"5": 32,
"3": 32
},
"bits": [
5,
3
],
"bits_prop": [
0.05,
0.95
],
"scale_bits": 4
}
},
{
"accuracy": 0.9257587971852014,
"total_bits": 512257024,
"gate_proj": {
"group_size": {
"3": 64,
"2": 64
},
"bits": [
3,
2
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"3": 64,
"2": 64
},
"bits": [
3,
2
],
"bits_prop": [
0.3,
0.7
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"5": 32,
"4": 32
},
"bits": [
5,
4
],
"bits_prop": [
0.05,
0.95
],
"scale_bits": 4
}
},
{
"accuracy": 0.9531900445489507,
"total_bits": 577676384,
"gate_proj": {
"group_size": {
"4": 128,
"3": 128
},
"bits": [
4,
3
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"4": 128,
"3": 128
},
"bits": [
4,
3
],
"bits_prop": [
0.25,
0.75
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"8": 32,
"4": 128,
"3": 128
},
"bits": [
8,
4,
3
],
"bits_prop": [
0.05,
0.1,
0.85
],
"scale_bits": 4
}
},
{
"accuracy": 0.9572371031206689,
"total_bits": 592151552,
"gate_proj": {
"group_size": {
"4": 32,
"3": 32
},
"bits": [
4,
3
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"4": 32,
"3": 32
},
"bits": [
4,
3
],
"bits_prop": [
0.25,
0.75
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"8": 32,
"4": 32,
"3": 32
},
"bits": [
8,
4,
3
],
"bits_prop": [
0.05,
0.1,
0.85
],
"scale_bits": 4
}
},
{
"accuracy": 0.9623538663512782,
"total_bits": 636733536,
"gate_proj": {
"group_size": {
"4": 32,
"3": 32
},
"bits": [
4,
3
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"4": 32,
"3": 32
},
"bits": [
4,
3
],
"bits_prop": [
0.25,
0.75
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"8": 32,
"4": 128
},
"bits": [
8,
4
],
"bits_prop": [
0.05,
0.95
],
"scale_bits": 4
}
},
{
"accuracy": 0.9750207101092919,
"total_bits": 728020576,
"gate_proj": {
"group_size": {
"4": 128
},
"bits": [
4
],
"bits_prop": [
1
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"4": 32
},
"bits": [
4
],
"bits_prop": [
1
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"8": 32,
"4": 128
},
"bits": [
8,
4
],
"bits_prop": [
0.05,
0.95
],
"scale_bits": 4
}
},
{
"accuracy": 0.9776363652689677,
"total_bits": 738755584,
"gate_proj": {
"group_size": {
"4": 32
},
"bits": [
4
],
"bits_prop": [
1
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"4": 32
},
"bits": [
4
],
"bits_prop": [
1
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"8": 32,
"4": 32
},
"bits": [
8,
4
],
"bits_prop": [
0.05,
0.95
],
"scale_bits": 4
}
},
{
"accuracy": 0.9759114857174849,
"total_bits": 750822496,
"gate_proj": {
"group_size": {
"5": 128,
"4": 128
},
"bits": [
5,
4
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"5": 128,
"4": 128
},
"bits": [
5,
4
],
"bits_prop": [
0.25,
0.75
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"8": 32,
"5": 128,
"4": 128
},
"bits": [
8,
5,
4
],
"bits_prop": [
0.05,
0.1,
0.85
],
"scale_bits": 4
}
},
{
"accuracy": 0.9790606898451714,
"total_bits": 765297664,
"gate_proj": {
"group_size": {
"5": 32,
"4": 32
},
"bits": [
5,
4
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"5": 32,
"4": 32
},
"bits": [
5,
4
],
"bits_prop": [
0.25,
0.75
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"8": 32,
"5": 32,
"4": 32
},
"bits": [
8,
5,
4
],
"bits_prop": [
0.05,
0.1,
0.85
],
"scale_bits": 4
}
},
{
"accuracy": 0.9874670746687212,
"total_bits": 923968608,
"gate_proj": {
"group_size": {
"6": 128,
"5": 128
},
"bits": [
6,
5
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"6": 128,
"5": 128
},
"bits": [
6,
5
],
"bits_prop": [
0.25,
0.75
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"8": 32,
"6": 128,
"5": 128
},
"bits": [
8,
6,
5
],
"bits_prop": [
0.05,
0.1,
0.85
],
"scale_bits": 4
}
},
{
"accuracy": 0.9883827489776242,
"total_bits": 938443776,
"gate_proj": {
"group_size": {
"6": 32,
"5": 32
},
"bits": [
6,
5
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"6": 32,
"5": 32
},
"bits": [
6,
5
],
"bits_prop": [
0.25,
0.75
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"8": 32,
"6": 32,
"5": 32
},
"bits": [
8,
6,
5
],
"bits_prop": [
0.05,
0.1,
0.85
],
"scale_bits": 4
}
},
{
"accuracy": 0.9921240749842438,
"total_bits": 1068803168,
"gate_proj": {
"group_size": {
"6": 128
},
"bits": [
6
],
"bits_prop": [
1
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"6": 128
},
"bits": [
6
],
"bits_prop": [
1
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"8": 32,
"6": 128
},
"bits": [
8,
6
],
"bits_prop": [
0.05,
0.95
],
"scale_bits": 4
}
},
{
"accuracy": 0.9928956854549286,
"total_bits": 1109664000,
"gate_proj": {
"group_size": {
"8": 128,
"6": 128
},
"bits": [
8,
6
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"8": 128,
"6": 128
},
"bits": [
8,
6
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"8": 128,
"6": 128
},
"bits": [
8,
6
],
"bits_prop": [
0.15,
0.85
],
"scale_bits": 4
}
},
{
"accuracy": 0.9936875578163094,
"total_bits": 1209278720,
"gate_proj": {
"group_size": {
"8": 128,
"6": 128
},
"bits": [
8,
6
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"8": 128,
"6": 128
},
"bits": [
8,
6
],
"bits_prop": [
0.1,
0.9
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"8": 128
},
"bits": [
8
],
"bits_prop": [
1
],
"scale_bits": 4
}
},
{
"accuracy": 0.9954396572858585,
"total_bits": 1414799616,
"gate_proj": {
"group_size": {
"8": 128
},
"bits": [
8
],
"bits_prop": [
1
],
"scale_bits": 4
},
"up_proj": {
"group_size": {
"8": 128
},
"bits": [
8
],
"bits_prop": [
1
],
"scale_bits": 4
},
"down_proj": {
"group_size": {
"8": 128
},
"bits": [
8
],
"bits_prop": [
1
],
"scale_bits": 4
}
}
],
"model.norm.norm": null,
"lm_head.linear": null
},
"last_module_idx": 66
}