{
  "method": "huihui-style weight-difference transfer",
  "formula": "W_ablated = W_swift15 + (W_huihui - W_qwen), fp32 -> bfloat16",
  "inputs": {
    "swift15": "/__modal/volumes/vo-i0mROfNloBU7ebrZj6zUhx/s15/hf-cache/models--ukisai--Swift-1.5-Qwen3.8-27b/snapshots/bc7a1e10b689648585a3ef41494c8d84cf77271a",
    "qwen_base": "/__modal/volumes/vo-i0mROfNloBU7ebrZj6zUhx/s15/hf-cache/models--Qwen--Qwen3.8-27B/snapshots/1d4bf0f2ff6012fd82039f2fa52739d0dd7c60c0",
    "huihui": "/__modal/volumes/vo-i0mROfNloBU7ebrZj6zUhx/s15/hf-cache/models--huihui-ai--Huihui-Qwen3.8-27B-abliterated/snapshots/739e3c5b89849f6c238ce1e5b70008612ae42cdd"
  },
  "expected_layer_range": [
    17,
    51
  ],
  "selective_layer_range": null,
  "tensors_total": 1199,
  "tensors_changed": 70,
  "tensors_kept": 1129,
  "tensors_verified_base_eq_huihui": 1129,
  "changed_layers": [
    17,
    18,
    19,
    20,
    21,
    22,
    23,
    24,
    25,
    26,
    27,
    28,
    29,
    30,
    31,
    32,
    33,
    34,
    35,
    36,
    37,
    38,
    39,
    40,
    41,
    42,
    43,
    44,
    45,
    46,
    47,
    48,
    49,
    50,
    51
  ],
  "changed_layer_min": 17,
  "changed_layer_max": 51,
  "changed_module_kinds": [
    "linear_attn.out_proj.weight",
    "mlp.down_proj.weight",
    "self_attn.o_proj.weight"
  ],
  "changed_tensors": [
    {
      "name": "model.language_model.layers.17.linear_attn.out_proj.weight",
      "layer": 17,
      "module": "linear_attn.out_proj.weight",
      "delta_over_weight": 0.02118247,
      "max_abs_delta": 0.015228271484375
    },
    {
      "name": "model.language_model.layers.17.mlp.down_proj.weight",
      "layer": 17,
      "module": "mlp.down_proj.weight",
      "delta_over_weight": 0.01943981,
      "max_abs_delta": 0.00927734375
    },
    {
      "name": "model.language_model.layers.18.linear_attn.out_proj.weight",
      "layer": 18,
      "module": "linear_attn.out_proj.weight",
      "delta_over_weight": 0.02077431,
      "max_abs_delta": 0.00930023193359375
    },
    {
      "name": "model.language_model.layers.18.mlp.down_proj.weight",
      "layer": 18,
      "module": "mlp.down_proj.weight",
      "delta_over_weight": 0.01937191,
      "max_abs_delta": 0.0081787109375
    },
    {
      "name": "model.language_model.layers.19.mlp.down_proj.weight",
      "layer": 19,
      "module": "mlp.down_proj.weight",
      "delta_over_weight": 0.01851709,
      "max_abs_delta": 0.0049285888671875
    },
    {
      "name": "model.language_model.layers.19.self_attn.o_proj.weight",
      "layer": 19,
      "module": "self_attn.o_proj.weight",
      "delta_over_weight": 0.0198533,
      "max_abs_delta": 0.00811767578125
    },
    {
      "name": "model.language_model.layers.20.linear_attn.out_proj.weight",
      "layer": 20,
      "module": "linear_attn.out_proj.weight",
      "delta_over_weight": 0.01945187,
      "max_abs_delta": 0.01092529296875
    },
    {
      "name": "model.language_model.layers.20.mlp.down_proj.weight",
      "layer": 20,
      "module": "mlp.down_proj.weight",
      "delta_over_weight": 0.01853727,
      "max_abs_delta": 0.009552001953125
    },
    {
      "name": "model.language_model.layers.21.linear_attn.out_proj.weight",
      "layer": 21,
      "module": "linear_attn.out_proj.weight",
      "delta_over_weight": 0.01881501,
      "max_abs_delta": 0.0087738037109375
    },
    {
      "name": "model.language_model.layers.21.mlp.down_proj.weight",
      "layer": 21,
      "module": "mlp.down_proj.weight",
      "delta_over_weight": 0.01835392,
      "max_abs_delta": 0.00881195068359375
    },
    {
      "name": "model.language_model.layers.22.linear_attn.out_proj.weight",
      "layer": 22,
      "module": "linear_attn.out_proj.weight",
      "delta_over_weight": 0.01844409,
      "max_abs_delta": 0.011455535888671875
    },
    {
      "name": "model.language_model.layers.22.mlp.down_proj.weight",
      "layer": 22,
      "module": "mlp.down_proj.weight",
      "delta_over_weight": 0.01823215,
      "max_abs_delta": 0.005126953125
    },
    {
      "name": "model.language_model.layers.23.mlp.down_proj.weight",
      "layer": 23,
      "module": "mlp.down_proj.weight",
      "delta_over_weight": 0.01856499,
      "max_abs_delta": 0.00634765625
    },
    {
      "name": "model.language_model.layers.23.self_attn.o_proj.weight",
      "layer": 23,
      "module": "self_attn.o_proj.weight",
      "delta_over_weight": 0.01914981,
      "max_abs_delta": 0.00731658935546875
    },
    {
      "name": "model.language_model.layers.24.linear_attn.out_proj.weight",
      "layer": 24,
      "module": "linear_attn.out_proj.weight",
      "delta_over_weight": 0.01862701,
      "max_abs_delta": 0.01165771484375
    },
    {
      "name": "model.language_model.layers.24.mlp.down_proj.weight",
      "layer": 24,
      "module": "mlp.down_proj.weight",
      "delta_over_weight": 0.01865685,
      "max_abs_delta": 0.01000213623046875
    },
    {
      "name": "model.language_model.layers.25.linear_attn.out_proj.weight",
      "layer": 25,
      "module": "linear_attn.out_proj.weight",
      "delta_over_weight": 0.01871442,
      "max_abs_delta": 0.00885009765625
    },
    {
      "name": "model.language_model.layers.25.mlp.down_proj.weight",
      "layer": 25,
      "module": "mlp.down_proj.weight",
      "delta_over_weight": 0.01856628,
      "max_abs_delta": 0.0091552734375
    },
    {
      "name": "model.language_model.layers.26.linear_attn.out_proj.weight",
      "layer": 26,
      "module": "linear_attn.out_proj.weight",
      "delta_over_weight": 0.01938383,
      "max_abs_delta": 0.00933837890625
    },
    {
      "name": "model.language_model.layers.26.mlp.down_proj.weight",
      "layer": 26,
      "module": "mlp.down_proj.weight",
      "delta_over_weight": 0.01928143,
      "max_abs_delta": 0.012847900390625
    },
    {
      "name": "model.language_model.layers.27.mlp.down_proj.weight",
      "layer": 27,
      "module": "mlp.down_proj.weight",
      "delta_over_weight": 0.01944354,
      "max_abs_delta": 0.011322021484375
    },
    {
      "name": "model.language_model.layers.27.self_attn.o_proj.weight",
      "layer": 27,
      "module": "self_attn.o_proj.weight",
      "delta_over_weight": 0.01863346,
      "max_abs_delta": 0.010986328125
    },
    {
      "name": "model.language_model.layers.28.linear_attn.out_proj.weight",
      "layer": 28,
      "module": "linear_attn.out_proj.weight",
      "delta_over_weight": 0.01964589,
      "max_abs_delta": 0.015212774276733398
    },
    {
      "name": "model.language_model.layers.28.mlp.down_proj.weight",
      "layer": 28,
      "module": "mlp.down_proj.weight",
      "delta_over_weight": 0.01931291,
      "max_abs_delta": 0.006927490234375
    },
    {
      "name": "model.language_model.layers.29.linear_attn.out_proj.weight",
      "layer": 29,
      "module": "linear_attn.out_proj.weight",
      "delta_over_weight": 0.01898412,
      "max_abs_delta": 0.011932373046875
    },
    {
      "name": "model.language_model.layers.29.mlp.down_proj.weight",
      "layer": 29,
      "module": "mlp.down_proj.weight",
      "delta_over_weight": 0.01897602,
      "max_abs_delta": 0.009765625
    },
    {
      "name": "model.language_model.layers.30.linear_attn.out_proj.weight",
      "layer": 30,
      "module": "linear_attn.out_proj.weight",
      "delta_over_weight": 0.01875216,
      "max_abs_delta": 0.008096694946289062
    },
    {
      "name": "model.language_model.layers.30.mlp.down_proj.weight",
      "layer": 30,
      "module": "mlp.down_proj.weight",
      "delta_over_weight": 0.01927519,
      "max_abs_delta": 0.0079345703125
    },
    {
      "name": "model.language_model.layers.31.mlp.down_proj.weight",
      "layer": 31,
      "module": "mlp.down_proj.weight",
      "delta_over_weight": 0.01940913,
      "max_abs_delta": 0.008228302001953125
    },
    {
      "name": "model.language_model.layers.31.self_attn.o_proj.weight",
      "layer": 31,
      "module": "self_attn.o_proj.weight",
      "delta_over_weight": 0.01959433,
      "max_abs_delta": 0.00873565673828125
    },
    {
      "name": "model.language_model.layers.32.linear_attn.out_proj.weight",
      "layer": 32,
      "module": "linear_attn.out_proj.weight",
      "delta_over_weight": 0.02089458,
      "max_abs_delta": 0.0103607177734375
    },
    {
      "name": "model.language_model.layers.32.mlp.down_proj.weight",
      "layer": 32,
      "module": "mlp.down_proj.weight",
      "delta_over_weight": 0.01969011,
      "max_abs_delta": 0.010040283203125
    },
    {
      "name": "model.language_model.layers.33.linear_attn.out_proj.weight",
      "layer": 33,
      "module": "linear_attn.out_proj.weight",
      "delta_over_weight": 0.02181448,
      "max_abs_delta": 0.02825927734375
    },
    {
      "name": "model.language_model.layers.33.mlp.down_proj.weight",
      "layer": 33,
      "module": "mlp.down_proj.weight",
      "delta_over_weight": 0.02010929,
      "max_abs_delta": 0.0189666748046875
    },
    {
      "name": "model.language_model.layers.34.linear_attn.out_proj.weight",
      "layer": 34,
      "module": "linear_attn.out_proj.weight",
      "delta_over_weight": 0.02125727,
      "max_abs_delta": 0.011474609375
    },
    {
      "name": "model.language_model.layers.34.mlp.down_proj.weight",
      "layer": 34,
      "module": "mlp.down_proj.weight",
      "delta_over_weight": 0.01926598,
      "max_abs_delta": 0.012851715087890625
    },
    {
      "name": "model.language_model.layers.35.mlp.down_proj.weight",
      "layer": 35,
      "module": "mlp.down_proj.weight",
      "delta_over_weight": 0.01909714,
      "max_abs_delta": 0.00791168212890625
    },
    {
      "name": "model.language_model.layers.35.self_attn.o_proj.weight",
      "layer": 35,
      "module": "self_attn.o_proj.weight",
      "delta_over_weight": 0.01989278,
      "max_abs_delta": 0.01080322265625
    },
    {
      "name": "model.language_model.layers.36.linear_attn.out_proj.weight",
      "layer": 36,
      "module": "linear_attn.out_proj.weight",
      "delta_over_weight": 0.01902857,
      "max_abs_delta": 0.0103759765625
    },
    {
      "name": "model.language_model.layers.36.mlp.down_proj.weight",
      "layer": 36,
      "module": "mlp.down_proj.weight",
      "delta_over_weight": 0.01844385,
      "max_abs_delta": 0.01052093505859375
    },
    {
      "name": "model.language_model.layers.37.linear_attn.out_proj.weight",
      "layer": 37,
      "module": "linear_attn.out_proj.weight",
      "delta_over_weight": 0.01807819,
      "max_abs_delta": 0.00909423828125
    },
    {
      "name": "model.language_model.layers.37.mlp.down_proj.weight",
      "layer": 37,
      "module": "mlp.down_proj.weight",
      "delta_over_weight": 0.01821322,
      "max_abs_delta": 0.0095672607421875
    },
    {
      "name": "model.language_model.layers.38.linear_attn.out_proj.weight",
      "layer": 38,
      "module": "linear_attn.out_proj.weight",
      "delta_over_weight": 0.01821066,
      "max_abs_delta": 0.009124755859375
    },
    {
      "name": "model.language_model.layers.38.mlp.down_proj.weight",
      "layer": 38,
      "module": "mlp.down_proj.weight",
      "delta_over_weight": 0.01794139,
      "max_abs_delta": 0.00543212890625
    },
    {
      "name": "model.language_model.layers.39.mlp.down_proj.weight",
      "layer": 39,
      "module": "mlp.down_proj.weight",
      "delta_over_weight": 0.01811746,
      "max_abs_delta": 0.00482177734375
    },
    {
      "name": "model.language_model.layers.39.self_attn.o_proj.weight",
      "layer": 39,
      "module": "self_attn.o_proj.weight",
      "delta_over_weight": 0.01848474,
      "max_abs_delta": 0.0068359375
    },
    {
      "name": "model.language_model.layers.40.linear_attn.out_proj.weight",
      "layer": 40,
      "module": "linear_attn.out_proj.weight",
      "delta_over_weight": 0.01771608,
      "max_abs_delta": 0.0076446533203125
    },
    {
      "name": "model.language_model.layers.40.mlp.down_proj.weight",
      "layer": 40,
      "module": "mlp.down_proj.weight",
      "delta_over_weight": 0.01801765,
      "max_abs_delta": 0.0054931640625
    },
    {
      "name": "model.language_model.layers.41.linear_attn.out_proj.weight",
      "layer": 41,
      "module": "linear_attn.out_proj.weight",
      "delta_over_weight": 0.01800288,
      "max_abs_delta": 0.009033203125
    },
    {
      "name": "model.language_model.layers.41.mlp.down_proj.weight",
      "layer": 41,
      "module": "mlp.down_proj.weight",
      "delta_over_weight": 0.01835598,
      "max_abs_delta": 0.0067138671875
    },
    {
      "name": "model.language_model.layers.42.linear_attn.out_proj.weight",
      "layer": 42,
      "module": "linear_attn.out_proj.weight",
      "delta_over_weight": 0.0185177,
      "max_abs_delta": 0.01009368896484375
    },
    {
      "name": "model.language_model.layers.42.mlp.down_proj.weight",
      "layer": 42,
      "module": "mlp.down_proj.weight",
      "delta_over_weight": 0.01869539,
      "max_abs_delta": 0.00848388671875
    },
    {
      "name": "model.language_model.layers.43.mlp.down_proj.weight",
      "layer": 43,
      "module": "mlp.down_proj.weight",
      "delta_over_weight": 0.01857243,
      "max_abs_delta": 0.008697509765625
    },
    {
      "name": "model.language_model.layers.43.self_attn.o_proj.weight",
      "layer": 43,
      "module": "self_attn.o_proj.weight",
      "delta_over_weight": 0.01881849,
      "max_abs_delta": 0.00927734375
    },
    {
      "name": "model.language_model.layers.44.linear_attn.out_proj.weight",
      "layer": 44,
      "module": "linear_attn.out_proj.weight",
      "delta_over_weight": 0.01867741,
      "max_abs_delta": 0.011962890625
    },
    {
      "name": "model.language_model.layers.44.mlp.down_proj.weight",
      "layer": 44,
      "module": "mlp.down_proj.weight",
      "delta_over_weight": 0.01851426,
      "max_abs_delta": 0.00732421875
    },
    {
      "name": "model.language_model.layers.45.linear_attn.out_proj.weight",
      "layer": 45,
      "module": "linear_attn.out_proj.weight",
      "delta_over_weight": 0.01875477,
      "max_abs_delta": 0.007080078125
    },
    {
      "name": "model.language_model.layers.45.mlp.down_proj.weight",
      "layer": 45,
      "module": "mlp.down_proj.weight",
      "delta_over_weight": 0.01868728,
      "max_abs_delta": 0.0064697265625
    },
    {
      "name": "model.language_model.layers.46.linear_attn.out_proj.weight",
      "layer": 46,
      "module": "linear_attn.out_proj.weight",
      "delta_over_weight": 0.01897253,
      "max_abs_delta": 0.00836181640625
    },
    {
      "name": "model.language_model.layers.46.mlp.down_proj.weight",
      "layer": 46,
      "module": "mlp.down_proj.weight",
      "delta_over_weight": 0.01871527,
      "max_abs_delta": 0.0064849853515625
    },
    {
      "name": "model.language_model.layers.47.mlp.down_proj.weight",
      "layer": 47,
      "module": "mlp.down_proj.weight",
      "delta_over_weight": 0.01866478,
      "max_abs_delta": 0.00982666015625
    },
    {
      "name": "model.language_model.layers.47.self_attn.o_proj.weight",
      "layer": 47,
      "module": "self_attn.o_proj.weight",
      "delta_over_weight": 0.01893184,
      "max_abs_delta": 0.0091552734375
    },
    {
      "name": "model.language_model.layers.48.linear_attn.out_proj.weight",
      "layer": 48,
      "module": "linear_attn.out_proj.weight",
      "delta_over_weight": 0.01963222,
      "max_abs_delta": 0.009033203125
    },
    {
      "name": "model.language_model.layers.48.mlp.down_proj.weight",
      "layer": 48,
      "module": "mlp.down_proj.weight",
      "delta_over_weight": 0.01845371,
      "max_abs_delta": 0.0081787109375
    },
    {
      "name": "model.language_model.layers.49.linear_attn.out_proj.weight",
      "layer": 49,
      "module": "linear_attn.out_proj.weight",
      "delta_over_weight": 0.01917235,
      "max_abs_delta": 0.00927734375
    },
    {
      "name": "model.language_model.layers.49.mlp.down_proj.weight",
      "layer": 49,
      "module": "mlp.down_proj.weight",
      "delta_over_weight": 0.018489,
      "max_abs_delta": 0.007080078125
    },
    {
      "name": "model.language_model.layers.50.linear_attn.out_proj.weight",
      "layer": 50,
      "module": "linear_attn.out_proj.weight",
      "delta_over_weight": 0.01943229,
      "max_abs_delta": 0.0126953125
    },
    {
      "name": "model.language_model.layers.50.mlp.down_proj.weight",
      "layer": 50,
      "module": "mlp.down_proj.weight",
      "delta_over_weight": 0.01806543,
      "max_abs_delta": 0.00629425048828125
    },
    {
      "name": "model.language_model.layers.51.mlp.down_proj.weight",
      "layer": 51,
      "module": "mlp.down_proj.weight",
      "delta_over_weight": 0.01801875,
      "max_abs_delta": 0.00701904296875
    },
    {
      "name": "model.language_model.layers.51.self_attn.o_proj.weight",
      "layer": 51,
      "module": "self_attn.o_proj.weight",
      "delta_over_weight": 0.01781286,
      "max_abs_delta": 0.0084228515625
    }
  ],
  "changed_in_vision_mtp_lmhead": [],
  "delta_over_weight": {
    "median": 0.01875216,
    "max": 0.02181448,
    "min": 0.01771608
  },
  "base_huihui_shards_downloaded": [
    "model-00001-of-00018.safetensors",
    "model-00002-of-00018.safetensors",
    "model-00003-of-00018.safetensors",
    "model-00004-of-00018.safetensors",
    "model-00005-of-00018.safetensors",
    "model-00006-of-00018.safetensors",
    "model-00007-of-00018.safetensors",
    "model-00008-of-00018.safetensors",
    "model-00009-of-00018.safetensors",
    "model-00010-of-00018.safetensors",
    "model-00011-of-00018.safetensors",
    "model-00012-of-00018.safetensors",
    "model-00013-of-00018.safetensors",
    "model-00014-of-00018.safetensors",
    "model-00015-of-00018.safetensors",
    "model-00016-of-00018.safetensors",
    "model-00017-of-00018.safetensors",
    "model-00018-of-00018.safetensors"
  ],
  "base_huihui_shards_missing": [],
  "copied_on_assumption_by_shard": [],
  "copied_on_assumption_count": 0,
  "copied_on_assumption_names": [],
  "forbidden_not_compared_count": 0,
  "forbidden_not_compared_names": [],
  "output_shards": 18,
  "output_total_bytes": 55563006216,
  "output_shard_sha256": {
    "model-00001-of-00018.safetensors": "7fe17220fc5be3c37687ee0b12abe5701b5e52d688e1346d0216e257d3fa804c",
    "model-00002-of-00018.safetensors": "a5476f6471294dfa3d48140e16a6515cb484544b9b53d15191b78f6beb243437",
    "model-00003-of-00018.safetensors": "0dbb0dbcff68f067b36e91dfa085a808b0b2f5b2f33b632bc493492eb5803cbb",
    "model-00004-of-00018.safetensors": "0921d511f79a057da4bafc630b44ead00a116e36bcb232fc081835679e2a38e1",
    "model-00005-of-00018.safetensors": "3a1170f13491aca1a2c356fb5335a957552d21b95fbc2e25a1e8e13a009b92f0",
    "model-00006-of-00018.safetensors": "564ac6375956cb337c0e93fd779ef9da87b6fb2fe0560f55f31d8bbfcee78a1c",
    "model-00007-of-00018.safetensors": "5c7fa292b722013805d3c0bd857e325d5c3204adb7043e011fa421c74b7782e6",
    "model-00008-of-00018.safetensors": "3ec8157431f6d9352a7010509d3f84ff4f34c12aaea668bbb36915410b321ca6",
    "model-00009-of-00018.safetensors": "ac87f018500caa6677ec28fcc2cfd103d7846875627ebe0debfd9678d26e0f76",
    "model-00010-of-00018.safetensors": "4bcf990d1a5d2f3d3427bb9bb59fa39edbcf9611f34237390d141f085fa22387",
    "model-00011-of-00018.safetensors": "c42fc335948b75d0fe6710cae808c0dbcb287f41b989a5764fb04e8a9df802b3",
    "model-00012-of-00018.safetensors": "a25adebb58cd7bcae5615a3e2d141692e3185691c1cf51f3420e68eda644abef",
    "model-00013-of-00018.safetensors": "614785ac1f31d35ba60324b658071a29276fae6332ffee8f53a1cdf4da494da7",
    "model-00014-of-00018.safetensors": "e861eaa2a4a75f5dd9e99a4439a9c359497174377f6cdd4ab225465cbfb98515",
    "model-00015-of-00018.safetensors": "35dd7f89e3b7dbcac30f9efc9f12977f2b41418d3ff61de95e7c64f45bdbc712",
    "model-00016-of-00018.safetensors": "f67df4344c848968bb3b79be58f08760474898d6f386e4e129e28a23c91eeb94",
    "model-00017-of-00018.safetensors": "37a4356f3c2cdb0b78e1a7dcf09dd059db6e5d20964ac52cdddf869e8ccd5c81",
    "model-00018-of-00018.safetensors": "5678f347befbc62f7d01c1e8204ddbdba90b6434860cdfee04cf1eb07e4ea5fa"
  },
  "aux_files": [
    "LICENSE",
    "LICENSE-APACHE-2.0",
    "NOTICE",
    "chat_template.jinja",
    "config.json",
    "generation_config.json",
    "merges.txt",
    "preprocessor_config.json",
    "tokenizer.json",
    "tokenizer_config.json",
    "video_preprocessor_config.json",
    "vocab.json"
  ],
  "seconds": 288.1
}