{
  "@context": {
    "@language": "en",
    "@vocab": "https://schema.org/",
    "citeAs": "cr:citeAs",
    "column": "cr:column",
    "conformsTo": "dct:conformsTo",
    "cr": "http://mlcommons.org/croissant/",
    "rai": "http://mlcommons.org/croissant/RAI/",
    "data": {
      "@id": "cr:data",
      "@type": "@json"
    },
    "dataType": {
      "@id": "cr:dataType",
      "@type": "@vocab"
    },
    "dct": "http://purl.org/dc/terms/",
    "examples": {
      "@id": "cr:examples",
      "@type": "@json"
    },
    "extract": "cr:extract",
    "field": "cr:field",
    "fileProperty": "cr:fileProperty",
    "fileObject": "cr:fileObject",
    "fileSet": "cr:fileSet",
    "format": "cr:format",
    "includes": "cr:includes",
    "isLiveDataset": "cr:isLiveDataset",
    "jsonPath": "cr:jsonPath",
    "key": "cr:key",
    "md5": "cr:md5",
    "parentField": "cr:parentField",
    "path": "cr:path",
    "recordSet": "cr:recordSet",
    "references": "cr:references",
    "regex": "cr:regex",
    "repeated": "cr:repeated",
    "replace": "cr:replace",
    "sc": "https://schema.org/",
    "separator": "cr:separator",
    "source": "cr:source",
    "subField": "cr:subField",
    "transform": "cr:transform"
  },
  "@type": "sc:Dataset",
  "name": "InterpBench",
  "description": "A benchmark of transformers with known circuits for evaluating mechanistic interpretability techniques.",
  "conformsTo": "http://mlcommons.org/croissant/1.0",
  "license": "https://creativecommons.org/licenses/by/4.0/",
  "url": "https://huggingface.co/cybershiptrooper/InterpBench",
  "version": "1.0.0",
  "distribution": [
    {
      "@type": "cr:FileObject",
      "@id": "hf-repository",
      "name": "hf-repository",
      "description": "The Hugging Face git repository.",
      "contentUrl": "https://huggingface.co/cybershiptrooper/InterpBench",
      "encodingFormat": "git+https",
      "sha256": "main"
    },
    {
      "@type": "cr:FileObject",
      "@id": "benchmark-cases-parquet",
      "name": "benchmark-cases-parquet",
      "description": "Parquet file describing all the cases in the benchmark.",
      "containedIn": {
        "@id": "hf-repository"
      },
      "encodingFormat": "application/x-parquet"
    },
    {
      "@type": "cr:FileSet",
      "@id": "training-args",
      "name": "training-args",
      "description": "Training arguments.",
      "containedIn": {
        "@id": "hf-repository"
      },
      "encodingFormat": "application/json",
      "includes": "*/meta_[0-9]*.json"
    },
    {
      "@type": "cr:FileSet",
      "@id": "circuits",
      "name": "circuits",
      "description": "Ground truth circuits (Pickle).",
      "containedIn": {
        "@id": "hf-repository"
      },
      "encodingFormat": "application/octet-stream",
      "includes": "*/edges.pkl"
    },
    {
      "@type": "cr:FileSet",
      "@id": "weights",
      "name": "weights",
      "description": "Serialized PyTorch state dictionaries (Pickle).",
      "containedIn": {
        "@id": "hf-repository"
      },
      "encodingFormat": "application/octet-stream",
      "includes": "*/ll_model_[0-9]*.pkl"
    },
    {
      "@type": "cr:FileSet",
      "@id": "cfgs",
      "name": "cfgs",
      "description": "Architecture configs (Pickle).",
      "containedIn": {
        "@id": "hf-repository"
      },
      "encodingFormat": "application/octet-stream",
      "includes": "*/ll_model_cfg_[0-9]*.pkl"
    }
  ],
  "recordSet": [
    {
      "@type": "cr:RecordSet",
      "@id": "cases",
      "name": "cases",
      "field": [
        {
          "@type": "cr:Field",
          "@id": "case_id",
          "name": "case_id",
          "description": "Column 'case_id' from the parquet file describing all the cases in the benchmark.",
          "dataType": "sc:Text",
          "source": {
            "fileSet": {
              "@id": "benchmark-cases-parquet"
            },
            "extract": {
              "column": "case_id"
            }
          }
        },
        {
          "@type": "cr:Field",
          "@id": "url",
          "name": "url",
          "description": "Column 'url' from the parquet file describing all the cases in the benchmark.",
          "dataType": "sc:Text",
          "source": {
            "fileSet": {
              "@id": "benchmark-cases-parquet"
            },
            "extract": {
              "column": "url"
            }
          }
        },
        {
          "@type": "cr:Field",
          "@id": "task_description",
          "name": "task_description",
          "description": "Column 'task_description' from the parquet file describing all the cases in the benchmark.",
          "dataType": "sc:Text",
          "source": {
            "fileSet": {
              "@id": "benchmark-cases-parquet"
            },
            "extract": {
              "column": "task_description"
            }
          }
        },
        {
          "@type": "cr:Field",
          "@id": "max_seq_len",
          "name": "max_seq_len",
          "description": "Column 'max_seq_len' from the parquet file describing all the cases in the benchmark.",
          "dataType": "sc:Integer",
          "source": {
            "fileSet": {
              "@id": "benchmark-cases-parquet"
            },
            "extract": {
              "column": "max_seq_len"
            }
          }
        },
        {
          "@type": "cr:Field",
          "@id": "min_seq_len",
          "name": "min_seq_len",
          "description": "Column 'min_seq_len' from the parquet file describing all the cases in the benchmark.",
          "dataType": "sc:Integer",
          "source": {
            "fileSet": {
              "@id": "benchmark-cases-parquet"
            },
            "extract": {
              "column": "min_seq_len"
            }
          }
        },
        {
          "@type": "cr:Field",
          "@id": "training_args.atol",
          "name": "training_args.atol",
          "description": "Column 'training_args.atol' from the parquet file describing all the cases in the benchmark.",
          "dataType": "sc:Float",
          "source": {
            "fileSet": {
              "@id": "benchmark-cases-parquet"
            },
            "extract": {
              "column": "training_args.atol"
            }
          }
        },
        {
          "@type": "cr:Field",
          "@id": "training_args.lr",
          "name": "training_args.lr",
          "description": "Column 'training_args.lr' from the parquet file describing all the cases in the benchmark.",
          "dataType": "sc:Float",
          "source": {
            "fileSet": {
              "@id": "benchmark-cases-parquet"
            },
            "extract": {
              "column": "training_args.lr"
            }
          }
        },
        {
          "@type": "cr:Field",
          "@id": "training_args.use_single_loss",
          "name": "training_args.use_single_loss",
          "description": "Column 'training_args.use_single_loss' from the parquet file describing all the cases in the benchmark.",
          "dataType": "sc:Boolean",
          "source": {
            "fileSet": {
              "@id": "benchmark-cases-parquet"
            },
            "extract": {
              "column": "training_args.use_single_loss"
            }
          }
        },
        {
          "@type": "cr:Field",
          "@id": "training_args.iit_weight",
          "name": "training_args.iit_weight",
          "description": "Column 'training_args.iit_weight' from the parquet file describing all the cases in the benchmark.",
          "dataType": "sc:Float",
          "source": {
            "fileSet": {
              "@id": "benchmark-cases-parquet"
            },
            "extract": {
              "column": "training_args.iit_weight"
            }
          }
        },
        {
          "@type": "cr:Field",
          "@id": "training_args.behavior_weight",
          "name": "training_args.behavior_weight",
          "description": "Column 'training_args.behavior_weight' from the parquet file describing all the cases in the benchmark.",
          "dataType": "sc:Float",
          "source": {
            "fileSet": {
              "@id": "benchmark-cases-parquet"
            },
            "extract": {
              "column": "training_args.behavior_weight"
            }
          }
        },
        {
          "@type": "cr:Field",
          "@id": "training_args.strict_weight",
          "name": "training_args.strict_weight",
          "description": "Column 'training_args.strict_weight' from the parquet file describing all the cases in the benchmark.",
          "dataType": "sc:Float",
          "source": {
            "fileSet": {
              "@id": "benchmark-cases-parquet"
            },
            "extract": {
              "column": "training_args.strict_weight"
            }
          }
        },
        {
          "@type": "cr:Field",
          "@id": "training_args.epochs",
          "name": "training_args.epochs",
          "description": "Column 'training_args.epochs' from the parquet file describing all the cases in the benchmark.",
          "dataType": "sc:Float",
          "source": {
            "fileSet": {
              "@id": "benchmark-cases-parquet"
            },
            "extract": {
              "column": "training_args.epochs"
            }
          }
        },
        {
          "@type": "cr:Field",
          "@id": "training_args.act_fn",
          "name": "training_args.act_fn",
          "description": "Column 'training_args.act_fn' from the parquet file describing all the cases in the benchmark.",
          "dataType": "sc:Text",
          "source": {
            "fileSet": {
              "@id": "benchmark-cases-parquet"
            },
            "extract": {
              "column": "training_args.act_fn"
            }
          }
        },
        {
          "@type": "cr:Field",
          "@id": "training_args.clip_grad_norm",
          "name": "training_args.clip_grad_norm",
          "description": "Column 'training_args.clip_grad_norm' from the parquet file describing all the cases in the benchmark.",
          "dataType": "sc:Float",
          "source": {
            "fileSet": {
              "@id": "benchmark-cases-parquet"
            },
            "extract": {
              "column": "training_args.clip_grad_norm"
            }
          }
        },
        {
          "@type": "cr:Field",
          "@id": "training_args.lr_scheduler",
          "name": "training_args.lr_scheduler",
          "description": "Column 'training_args.lr_scheduler' from the parquet file describing all the cases in the benchmark.",
          "dataType": "sc:Text",
          "source": {
            "fileSet": {
              "@id": "benchmark-cases-parquet"
            },
            "extract": {
              "column": "training_args.lr_scheduler"
            }
          }
        },
        {
          "@type": "cr:Field",
          "@id": "transformer_cfg.n_layers",
          "name": "transformer_cfg.n_layers",
          "description": "Column 'transformer_cfg.n_layers' from the parquet file describing all the cases in the benchmark.",
          "dataType": "sc:Float",
          "source": {
            "fileSet": {
              "@id": "benchmark-cases-parquet"
            },
            "extract": {
              "column": "transformer_cfg.n_layers"
            }
          }
        },
        {
          "@type": "cr:Field",
          "@id": "transformer_cfg.d_model",
          "name": "transformer_cfg.d_model",
          "description": "Column 'transformer_cfg.d_model' from the parquet file describing all the cases in the benchmark.",
          "dataType": "sc:Float",
          "source": {
            "fileSet": {
              "@id": "benchmark-cases-parquet"
            },
            "extract": {
              "column": "transformer_cfg.d_model"
            }
          }
        },
        {
          "@type": "cr:Field",
          "@id": "transformer_cfg.n_ctx",
          "name": "transformer_cfg.n_ctx",
          "description": "Column 'transformer_cfg.n_ctx' from the parquet file describing all the cases in the benchmark.",
          "dataType": "sc:Float",
          "source": {
            "fileSet": {
              "@id": "benchmark-cases-parquet"
            },
            "extract": {
              "column": "transformer_cfg.n_ctx"
            }
          }
        },
        {
          "@type": "cr:Field",
          "@id": "transformer_cfg.d_head",
          "name": "transformer_cfg.d_head",
          "description": "Column 'transformer_cfg.d_head' from the parquet file describing all the cases in the benchmark.",
          "dataType": "sc:Float",
          "source": {
            "fileSet": {
              "@id": "benchmark-cases-parquet"
            },
            "extract": {
              "column": "transformer_cfg.d_head"
            }
          }
        },
        {
          "@type": "cr:Field",
          "@id": "transformer_cfg.model_name",
          "name": "transformer_cfg.model_name",
          "description": "Column 'transformer_cfg.model_name' from the parquet file describing all the cases in the benchmark.",
          "dataType": "sc:Text",
          "source": {
            "fileSet": {
              "@id": "benchmark-cases-parquet"
            },
            "extract": {
              "column": "transformer_cfg.model_name"
            }
          }
        },
        {
          "@type": "cr:Field",
          "@id": "transformer_cfg.n_heads",
          "name": "transformer_cfg.n_heads",
          "description": "Column 'transformer_cfg.n_heads' from the parquet file describing all the cases in the benchmark.",
          "dataType": "sc:Float",
          "source": {
            "fileSet": {
              "@id": "benchmark-cases-parquet"
            },
            "extract": {
              "column": "transformer_cfg.n_heads"
            }
          }
        },
        {
          "@type": "cr:Field",
          "@id": "transformer_cfg.d_mlp",
          "name": "transformer_cfg.d_mlp",
          "description": "Column 'transformer_cfg.d_mlp' from the parquet file describing all the cases in the benchmark.",
          "dataType": "sc:Float",
          "source": {
            "fileSet": {
              "@id": "benchmark-cases-parquet"
            },
            "extract": {
              "column": "transformer_cfg.d_mlp"
            }
          }
        },
        {
          "@type": "cr:Field",
          "@id": "transformer_cfg.act_fn",
          "name": "transformer_cfg.act_fn",
          "description": "Column 'transformer_cfg.act_fn' from the parquet file describing all the cases in the benchmark.",
          "dataType": "sc:Text",
          "source": {
            "fileSet": {
              "@id": "benchmark-cases-parquet"
            },
            "extract": {
              "column": "transformer_cfg.act_fn"
            }
          }
        },
        {
          "@type": "cr:Field",
          "@id": "transformer_cfg.d_vocab",
          "name": "transformer_cfg.d_vocab",
          "description": "Column 'transformer_cfg.d_vocab' from the parquet file describing all the cases in the benchmark.",
          "dataType": "sc:Float",
          "source": {
            "fileSet": {
              "@id": "benchmark-cases-parquet"
            },
            "extract": {
              "column": "transformer_cfg.d_vocab"
            }
          }
        },
        {
          "@type": "cr:Field",
          "@id": "transformer_cfg.eps",
          "name": "transformer_cfg.eps",
          "description": "Column 'transformer_cfg.eps' from the parquet file describing all the cases in the benchmark.",
          "dataType": "sc:Float",
          "source": {
            "fileSet": {
              "@id": "benchmark-cases-parquet"
            },
            "extract": {
              "column": "transformer_cfg.eps"
            }
          }
        },
        {
          "@type": "cr:Field",
          "@id": "transformer_cfg.use_attn_result",
          "name": "transformer_cfg.use_attn_result",
          "description": "Column 'transformer_cfg.use_attn_result' from the parquet file describing all the cases in the benchmark.",
          "dataType": "sc:Boolean",
          "source": {
            "fileSet": {
              "@id": "benchmark-cases-parquet"
            },
            "extract": {
              "column": "transformer_cfg.use_attn_result"
            }
          }
        },
        {
          "@type": "cr:Field",
          "@id": "transformer_cfg.use_attn_scale",
          "name": "transformer_cfg.use_attn_scale",
          "description": "Column 'transformer_cfg.use_attn_scale' from the parquet file describing all the cases in the benchmark.",
          "dataType": "sc:Boolean",
          "source": {
            "fileSet": {
              "@id": "benchmark-cases-parquet"
            },
            "extract": {
              "column": "transformer_cfg.use_attn_scale"
            }
          }
        },
        {
          "@type": "cr:Field",
          "@id": "transformer_cfg.use_split_qkv_input",
          "name": "transformer_cfg.use_split_qkv_input",
          "description": "Column 'transformer_cfg.use_split_qkv_input' from the parquet file describing all the cases in the benchmark.",
          "dataType": "sc:Boolean",
          "source": {
            "fileSet": {
              "@id": "benchmark-cases-parquet"
            },
            "extract": {
              "column": "transformer_cfg.use_split_qkv_input"
            }
          }
        },
        {
          "@type": "cr:Field",
          "@id": "transformer_cfg.use_hook_mlp_in",
          "name": "transformer_cfg.use_hook_mlp_in",
          "description": "Column 'transformer_cfg.use_hook_mlp_in' from the parquet file describing all the cases in the benchmark.",
          "dataType": "sc:Boolean",
          "source": {
            "fileSet": {
              "@id": "benchmark-cases-parquet"
            },
            "extract": {
              "column": "transformer_cfg.use_hook_mlp_in"
            }
          }
        },
        {
          "@type": "cr:Field",
          "@id": "transformer_cfg.use_attn_in",
          "name": "transformer_cfg.use_attn_in",
          "description": "Column 'transformer_cfg.use_attn_in' from the parquet file describing all the cases in the benchmark.",
          "dataType": "sc:Boolean",
          "source": {
            "fileSet": {
              "@id": "benchmark-cases-parquet"
            },
            "extract": {
              "column": "transformer_cfg.use_attn_in"
            }
          }
        },
        {
          "@type": "cr:Field",
          "@id": "transformer_cfg.use_local_attn",
          "name": "transformer_cfg.use_local_attn",
          "description": "Column 'transformer_cfg.use_local_attn' from the parquet file describing all the cases in the benchmark.",
          "dataType": "sc:Boolean",
          "source": {
            "fileSet": {
              "@id": "benchmark-cases-parquet"
            },
            "extract": {
              "column": "transformer_cfg.use_local_attn"
            }
          }
        },
        {
          "@type": "cr:Field",
          "@id": "transformer_cfg.original_architecture",
          "name": "transformer_cfg.original_architecture",
          "description": "Column 'transformer_cfg.original_architecture' from the parquet file describing all the cases in the benchmark.",
          "dataType": "sc:Float",
          "source": {
            "fileSet": {
              "@id": "benchmark-cases-parquet"
            },
            "extract": {
              "column": "transformer_cfg.original_architecture"
            }
          }
        },
        {
          "@type": "cr:Field",
          "@id": "transformer_cfg.from_checkpoint",
          "name": "transformer_cfg.from_checkpoint",
          "description": "Column 'transformer_cfg.from_checkpoint' from the parquet file describing all the cases in the benchmark.",
          "dataType": "sc:Boolean",
          "source": {
            "fileSet": {
              "@id": "benchmark-cases-parquet"
            },
            "extract": {
              "column": "transformer_cfg.from_checkpoint"
            }
          }
        },
        {
          "@type": "cr:Field",
          "@id": "transformer_cfg.checkpoint_index",
          "name": "transformer_cfg.checkpoint_index",
          "description": "Column 'transformer_cfg.checkpoint_index' from the parquet file describing all the cases in the benchmark.",
          "dataType": "sc:Float",
          "source": {
            "fileSet": {
              "@id": "benchmark-cases-parquet"
            },
            "extract": {
              "column": "transformer_cfg.checkpoint_index"
            }
          }
        },
        {
          "@type": "cr:Field",
          "@id": "transformer_cfg.checkpoint_label_type",
          "name": "transformer_cfg.checkpoint_label_type",
          "description": "Column 'transformer_cfg.checkpoint_label_type' from the parquet file describing all the cases in the benchmark.",
          "dataType": "sc:Float",
          "source": {
            "fileSet": {
              "@id": "benchmark-cases-parquet"
            },
            "extract": {
              "column": "transformer_cfg.checkpoint_label_type"
            }
          }
        },
        {
          "@type": "cr:Field",
          "@id": "transformer_cfg.checkpoint_value",
          "name": "transformer_cfg.checkpoint_value",
          "description": "Column 'transformer_cfg.checkpoint_value' from the parquet file describing all the cases in the benchmark.",
          "dataType": "sc:Float",
          "source": {
            "fileSet": {
              "@id": "benchmark-cases-parquet"
            },
            "extract": {
              "column": "transformer_cfg.checkpoint_value"
            }
          }
        },
        {
          "@type": "cr:Field",
          "@id": "transformer_cfg.tokenizer_name",
          "name": "transformer_cfg.tokenizer_name",
          "description": "Column 'transformer_cfg.tokenizer_name' from the parquet file describing all the cases in the benchmark.",
          "dataType": "sc:Float",
          "source": {
            "fileSet": {
              "@id": "benchmark-cases-parquet"
            },
            "extract": {
              "column": "transformer_cfg.tokenizer_name"
            }
          }
        },
        {
          "@type": "cr:Field",
          "@id": "transformer_cfg.window_size",
          "name": "transformer_cfg.window_size",
          "description": "Column 'transformer_cfg.window_size' from the parquet file describing all the cases in the benchmark.",
          "dataType": "sc:Float",
          "source": {
            "fileSet": {
              "@id": "benchmark-cases-parquet"
            },
            "extract": {
              "column": "transformer_cfg.window_size"
            }
          }
        },
        {
          "@type": "cr:Field",
          "@id": "transformer_cfg.attn_types",
          "name": "transformer_cfg.attn_types",
          "description": "Column 'transformer_cfg.attn_types' from the parquet file describing all the cases in the benchmark.",
          "dataType": "sc:Float",
          "source": {
            "fileSet": {
              "@id": "benchmark-cases-parquet"
            },
            "extract": {
              "column": "transformer_cfg.attn_types"
            }
          }
        },
        {
          "@type": "cr:Field",
          "@id": "transformer_cfg.init_mode",
          "name": "transformer_cfg.init_mode",
          "description": "Column 'transformer_cfg.init_mode' from the parquet file describing all the cases in the benchmark.",
          "dataType": "sc:Text",
          "source": {
            "fileSet": {
              "@id": "benchmark-cases-parquet"
            },
            "extract": {
              "column": "transformer_cfg.init_mode"
            }
          }
        },
        {
          "@type": "cr:Field",
          "@id": "transformer_cfg.normalization_type",
          "name": "transformer_cfg.normalization_type",
          "description": "Column 'transformer_cfg.normalization_type' from the parquet file describing all the cases in the benchmark.",
          "dataType": "sc:Float",
          "source": {
            "fileSet": {
              "@id": "benchmark-cases-parquet"
            },
            "extract": {
              "column": "transformer_cfg.normalization_type"
            }
          }
        },
        {
          "@type": "cr:Field",
          "@id": "transformer_cfg.device",
          "name": "transformer_cfg.device",
          "description": "Column 'transformer_cfg.device' from the parquet file describing all the cases in the benchmark.",
          "dataType": "sc:Text",
          "source": {
            "fileSet": {
              "@id": "benchmark-cases-parquet"
            },
            "extract": {
              "column": "transformer_cfg.device"
            }
          }
        },
        {
          "@type": "cr:Field",
          "@id": "transformer_cfg.n_devices",
          "name": "transformer_cfg.n_devices",
          "description": "Column 'transformer_cfg.n_devices' from the parquet file describing all the cases in the benchmark.",
          "dataType": "sc:Float",
          "source": {
            "fileSet": {
              "@id": "benchmark-cases-parquet"
            },
            "extract": {
              "column": "transformer_cfg.n_devices"
            }
          }
        },
        {
          "@type": "cr:Field",
          "@id": "transformer_cfg.attention_dir",
          "name": "transformer_cfg.attention_dir",
          "description": "Column 'transformer_cfg.attention_dir' from the parquet file describing all the cases in the benchmark.",
          "dataType": "sc:Text",
          "source": {
            "fileSet": {
              "@id": "benchmark-cases-parquet"
            },
            "extract": {
              "column": "transformer_cfg.attention_dir"
            }
          }
        },
        {
          "@type": "cr:Field",
          "@id": "transformer_cfg.attn_only",
          "name": "transformer_cfg.attn_only",
          "description": "Column 'transformer_cfg.attn_only' from the parquet file describing all the cases in the benchmark.",
          "dataType": "sc:Boolean",
          "source": {
            "fileSet": {
              "@id": "benchmark-cases-parquet"
            },
            "extract": {
              "column": "transformer_cfg.attn_only"
            }
          }
        },
        {
          "@type": "cr:Field",
          "@id": "transformer_cfg.seed",
          "name": "transformer_cfg.seed",
          "description": "Column 'transformer_cfg.seed' from the parquet file describing all the cases in the benchmark.",
          "dataType": "sc:Float",
          "source": {
            "fileSet": {
              "@id": "benchmark-cases-parquet"
            },
            "extract": {
              "column": "transformer_cfg.seed"
            }
          }
        },
        {
          "@type": "cr:Field",
          "@id": "transformer_cfg.initializer_range",
          "name": "transformer_cfg.initializer_range",
          "description": "Column 'transformer_cfg.initializer_range' from the parquet file describing all the cases in the benchmark.",
          "dataType": "sc:Float",
          "source": {
            "fileSet": {
              "@id": "benchmark-cases-parquet"
            },
            "extract": {
              "column": "transformer_cfg.initializer_range"
            }
          }
        },
        {
          "@type": "cr:Field",
          "@id": "transformer_cfg.init_weights",
          "name": "transformer_cfg.init_weights",
          "description": "Column 'transformer_cfg.init_weights' from the parquet file describing all the cases in the benchmark.",
          "dataType": "sc:Boolean",
          "source": {
            "fileSet": {
              "@id": "benchmark-cases-parquet"
            },
            "extract": {
              "column": "transformer_cfg.init_weights"
            }
          }
        },
        {
          "@type": "cr:Field",
          "@id": "transformer_cfg.scale_attn_by_inverse_layer_idx",
          "name": "transformer_cfg.scale_attn_by_inverse_layer_idx",
          "description": "Column 'transformer_cfg.scale_attn_by_inverse_layer_idx' from the parquet file describing all the cases in the benchmark.",
          "dataType": "sc:Boolean",
          "source": {
            "fileSet": {
              "@id": "benchmark-cases-parquet"
            },
            "extract": {
              "column": "transformer_cfg.scale_attn_by_inverse_layer_idx"
            }
          }
        },
        {
          "@type": "cr:Field",
          "@id": "transformer_cfg.positional_embedding_type",
          "name": "transformer_cfg.positional_embedding_type",
          "description": "Column 'transformer_cfg.positional_embedding_type' from the parquet file describing all the cases in the benchmark.",
          "dataType": "sc:Text",
          "source": {
            "fileSet": {
              "@id": "benchmark-cases-parquet"
            },
            "extract": {
              "column": "transformer_cfg.positional_embedding_type"
            }
          }
        },
        {
          "@type": "cr:Field",
          "@id": "transformer_cfg.final_rms",
          "name": "transformer_cfg.final_rms",
          "description": "Column 'transformer_cfg.final_rms' from the parquet file describing all the cases in the benchmark.",
          "dataType": "sc:Boolean",
          "source": {
            "fileSet": {
              "@id": "benchmark-cases-parquet"
            },
            "extract": {
              "column": "transformer_cfg.final_rms"
            }
          }
        },
        {
          "@type": "cr:Field",
          "@id": "transformer_cfg.d_vocab_out",
          "name": "transformer_cfg.d_vocab_out",
          "description": "Column 'transformer_cfg.d_vocab_out' from the parquet file describing all the cases in the benchmark.",
          "dataType": "sc:Float",
          "source": {
            "fileSet": {
              "@id": "benchmark-cases-parquet"
            },
            "extract": {
              "column": "transformer_cfg.d_vocab_out"
            }
          }
        },
        {
          "@type": "cr:Field",
          "@id": "transformer_cfg.parallel_attn_mlp",
          "name": "transformer_cfg.parallel_attn_mlp",
          "description": "Column 'transformer_cfg.parallel_attn_mlp' from the parquet file describing all the cases in the benchmark.",
          "dataType": "sc:Boolean",
          "source": {
            "fileSet": {
              "@id": "benchmark-cases-parquet"
            },
            "extract": {
              "column": "transformer_cfg.parallel_attn_mlp"
            }
          }
        },
        {
          "@type": "cr:Field",
          "@id": "transformer_cfg.rotary_dim",
          "name": "transformer_cfg.rotary_dim",
          "description": "Column 'transformer_cfg.rotary_dim' from the parquet file describing all the cases in the benchmark.",
          "dataType": "sc:Float",
          "source": {
            "fileSet": {
              "@id": "benchmark-cases-parquet"
            },
            "extract": {
              "column": "transformer_cfg.rotary_dim"
            }
          }
        },
        {
          "@type": "cr:Field",
          "@id": "transformer_cfg.n_params",
          "name": "transformer_cfg.n_params",
          "description": "Column 'transformer_cfg.n_params' from the parquet file describing all the cases in the benchmark.",
          "dataType": "sc:Float",
          "source": {
            "fileSet": {
              "@id": "benchmark-cases-parquet"
            },
            "extract": {
              "column": "transformer_cfg.n_params"
            }
          }
        },
        {
          "@type": "cr:Field",
          "@id": "transformer_cfg.use_hook_tokens",
          "name": "transformer_cfg.use_hook_tokens",
          "description": "Column 'transformer_cfg.use_hook_tokens' from the parquet file describing all the cases in the benchmark.",
          "dataType": "sc:Boolean",
          "source": {
            "fileSet": {
              "@id": "benchmark-cases-parquet"
            },
            "extract": {
              "column": "transformer_cfg.use_hook_tokens"
            }
          }
        },
        {
          "@type": "cr:Field",
          "@id": "transformer_cfg.gated_mlp",
          "name": "transformer_cfg.gated_mlp",
          "description": "Column 'transformer_cfg.gated_mlp' from the parquet file describing all the cases in the benchmark.",
          "dataType": "sc:Boolean",
          "source": {
            "fileSet": {
              "@id": "benchmark-cases-parquet"
            },
            "extract": {
              "column": "transformer_cfg.gated_mlp"
            }
          }
        },
        {
          "@type": "cr:Field",
          "@id": "transformer_cfg.default_prepend_bos",
          "name": "transformer_cfg.default_prepend_bos",
          "description": "Column 'transformer_cfg.default_prepend_bos' from the parquet file describing all the cases in the benchmark.",
          "dataType": "sc:Boolean",
          "source": {
            "fileSet": {
              "@id": "benchmark-cases-parquet"
            },
            "extract": {
              "column": "transformer_cfg.default_prepend_bos"
            }
          }
        },
        {
          "@type": "cr:Field",
          "@id": "transformer_cfg.dtype",
          "name": "transformer_cfg.dtype",
          "description": "Column 'transformer_cfg.dtype' from the parquet file describing all the cases in the benchmark.",
          "dataType": "sc:Text",
          "source": {
            "fileSet": {
              "@id": "benchmark-cases-parquet"
            },
            "extract": {
              "column": "transformer_cfg.dtype"
            }
          }
        },
        {
          "@type": "cr:Field",
          "@id": "transformer_cfg.tokenizer_prepends_bos",
          "name": "transformer_cfg.tokenizer_prepends_bos",
          "description": "Column 'transformer_cfg.tokenizer_prepends_bos' from the parquet file describing all the cases in the benchmark.",
          "dataType": "sc:Float",
          "source": {
            "fileSet": {
              "@id": "benchmark-cases-parquet"
            },
            "extract": {
              "column": "transformer_cfg.tokenizer_prepends_bos"
            }
          }
        },
        {
          "@type": "cr:Field",
          "@id": "transformer_cfg.n_key_value_heads",
          "name": "transformer_cfg.n_key_value_heads",
          "description": "Column 'transformer_cfg.n_key_value_heads' from the parquet file describing all the cases in the benchmark.",
          "dataType": "sc:Float",
          "source": {
            "fileSet": {
              "@id": "benchmark-cases-parquet"
            },
            "extract": {
              "column": "transformer_cfg.n_key_value_heads"
            }
          }
        },
        {
          "@type": "cr:Field",
          "@id": "transformer_cfg.post_embedding_ln",
          "name": "transformer_cfg.post_embedding_ln",
          "description": "Column 'transformer_cfg.post_embedding_ln' from the parquet file describing all the cases in the benchmark.",
          "dataType": "sc:Boolean",
          "source": {
            "fileSet": {
              "@id": "benchmark-cases-parquet"
            },
            "extract": {
              "column": "transformer_cfg.post_embedding_ln"
            }
          }
        },
        {
          "@type": "cr:Field",
          "@id": "transformer_cfg.rotary_base",
          "name": "transformer_cfg.rotary_base",
          "description": "Column 'transformer_cfg.rotary_base' from the parquet file describing all the cases in the benchmark.",
          "dataType": "sc:Float",
          "source": {
            "fileSet": {
              "@id": "benchmark-cases-parquet"
            },
            "extract": {
              "column": "transformer_cfg.rotary_base"
            }
          }
        },
        {
          "@type": "cr:Field",
          "@id": "transformer_cfg.trust_remote_code",
          "name": "transformer_cfg.trust_remote_code",
          "description": "Column 'transformer_cfg.trust_remote_code' from the parquet file describing all the cases in the benchmark.",
          "dataType": "sc:Boolean",
          "source": {
            "fileSet": {
              "@id": "benchmark-cases-parquet"
            },
            "extract": {
              "column": "transformer_cfg.trust_remote_code"
            }
          }
        },
        {
          "@type": "cr:Field",
          "@id": "transformer_cfg.rotary_adjacent_pairs",
          "name": "transformer_cfg.rotary_adjacent_pairs",
          "description": "Column 'transformer_cfg.rotary_adjacent_pairs' from the parquet file describing all the cases in the benchmark.",
          "dataType": "sc:Boolean",
          "source": {
            "fileSet": {
              "@id": "benchmark-cases-parquet"
            },
            "extract": {
              "column": "transformer_cfg.rotary_adjacent_pairs"
            }
          }
        }
      ]
    }
  ]
}