| default_stage: | |
| default_modifiers: | |
| AWQModifier: | |
| targets: [Linear] | |
| ignore: [lm_head, 're:.*vision_tower.*', 're:.*audio_tower.*', 're:.*video_tower.*', | |
| 're:.*multi_modal_projector.*', 're:.*embed_vision.*', 're:.*embed_audio.*', 're:.*embed_video.*', | |
| 're:.*image.*projection.*', 're:.*video.*projection.*', 're:.*audio.*projection.*'] | |
| scheme: W4A16 | |
| bypass_divisibility_checks: false | |
| mappings: | |
| - smooth_layer: model.language_model.layers.0.input_layernorm | |
| balance_layers: [model.language_model.layers.0.self_attn.q_proj, model.language_model.layers.0.self_attn.k_proj, | |
| model.language_model.layers.0.self_attn.v_proj] | |
| activation_hook_target: null | |
| - smooth_layer: model.language_model.layers.0.pre_feedforward_layernorm | |
| balance_layers: [model.language_model.layers.0.mlp.gate_proj, model.language_model.layers.0.mlp.up_proj] | |
| activation_hook_target: null | |
| - smooth_layer: model.language_model.layers.0.mlp.up_proj | |
| balance_layers: [model.language_model.layers.0.mlp.down_proj] | |
| activation_hook_target: null | |
| - smooth_layer: model.language_model.layers.1.input_layernorm | |
| balance_layers: [model.language_model.layers.1.self_attn.q_proj, model.language_model.layers.1.self_attn.k_proj, | |
| model.language_model.layers.1.self_attn.v_proj] | |
| activation_hook_target: null | |
| - smooth_layer: model.language_model.layers.1.pre_feedforward_layernorm | |
| balance_layers: [model.language_model.layers.1.mlp.gate_proj, model.language_model.layers.1.mlp.up_proj] | |
| activation_hook_target: null | |
| - smooth_layer: model.language_model.layers.1.mlp.up_proj | |
| balance_layers: [model.language_model.layers.1.mlp.down_proj] | |
| activation_hook_target: null | |
| - smooth_layer: model.language_model.layers.2.input_layernorm | |
| balance_layers: [model.language_model.layers.2.self_attn.q_proj, model.language_model.layers.2.self_attn.k_proj, | |
| model.language_model.layers.2.self_attn.v_proj] | |
| activation_hook_target: null | |
| - smooth_layer: model.language_model.layers.2.pre_feedforward_layernorm | |
| balance_layers: [model.language_model.layers.2.mlp.gate_proj, model.language_model.layers.2.mlp.up_proj] | |
| activation_hook_target: null | |
| - smooth_layer: model.language_model.layers.2.mlp.up_proj | |
| balance_layers: [model.language_model.layers.2.mlp.down_proj] | |
| activation_hook_target: null | |
| - smooth_layer: model.language_model.layers.3.input_layernorm | |
| balance_layers: [model.language_model.layers.3.self_attn.q_proj, model.language_model.layers.3.self_attn.k_proj, | |
| model.language_model.layers.3.self_attn.v_proj] | |
| activation_hook_target: null | |
| - smooth_layer: model.language_model.layers.3.pre_feedforward_layernorm | |
| balance_layers: [model.language_model.layers.3.mlp.gate_proj, model.language_model.layers.3.mlp.up_proj] | |
| activation_hook_target: null | |
| - smooth_layer: model.language_model.layers.3.mlp.up_proj | |
| balance_layers: [model.language_model.layers.3.mlp.down_proj] | |
| activation_hook_target: null | |
| - smooth_layer: model.language_model.layers.4.input_layernorm | |
| balance_layers: [model.language_model.layers.4.self_attn.q_proj, model.language_model.layers.4.self_attn.k_proj, | |
| model.language_model.layers.4.self_attn.v_proj] | |
| activation_hook_target: null | |
| - smooth_layer: model.language_model.layers.4.pre_feedforward_layernorm | |
| balance_layers: [model.language_model.layers.4.mlp.gate_proj, model.language_model.layers.4.mlp.up_proj] | |
| activation_hook_target: null | |
| - smooth_layer: model.language_model.layers.4.mlp.up_proj | |
| balance_layers: [model.language_model.layers.4.mlp.down_proj] | |
| activation_hook_target: null | |
| - smooth_layer: model.language_model.layers.5.pre_feedforward_layernorm | |
| balance_layers: [model.language_model.layers.5.mlp.gate_proj, model.language_model.layers.5.mlp.up_proj] | |
| activation_hook_target: null | |
| - smooth_layer: model.language_model.layers.5.mlp.up_proj | |
| balance_layers: [model.language_model.layers.5.mlp.down_proj] | |
| activation_hook_target: null | |
| - smooth_layer: model.language_model.layers.6.input_layernorm | |
| balance_layers: [model.language_model.layers.6.self_attn.q_proj, model.language_model.layers.6.self_attn.k_proj, | |
| model.language_model.layers.6.self_attn.v_proj] | |
| activation_hook_target: null | |
| - smooth_layer: model.language_model.layers.6.pre_feedforward_layernorm | |
| balance_layers: [model.language_model.layers.6.mlp.gate_proj, model.language_model.layers.6.mlp.up_proj] | |
| activation_hook_target: null | |
| - smooth_layer: model.language_model.layers.6.mlp.up_proj | |
| balance_layers: [model.language_model.layers.6.mlp.down_proj] | |
| activation_hook_target: null | |
| - smooth_layer: model.language_model.layers.7.input_layernorm | |
| balance_layers: [model.language_model.layers.7.self_attn.q_proj, model.language_model.layers.7.self_attn.k_proj, | |
| model.language_model.layers.7.self_attn.v_proj] | |
| activation_hook_target: null | |
| - smooth_layer: model.language_model.layers.7.pre_feedforward_layernorm | |
| balance_layers: [model.language_model.layers.7.mlp.gate_proj, model.language_model.layers.7.mlp.up_proj] | |
| activation_hook_target: null | |
| - smooth_layer: model.language_model.layers.7.mlp.up_proj | |
| balance_layers: [model.language_model.layers.7.mlp.down_proj] | |
| activation_hook_target: null | |
| - smooth_layer: model.language_model.layers.8.input_layernorm | |
| balance_layers: [model.language_model.layers.8.self_attn.q_proj, model.language_model.layers.8.self_attn.k_proj, | |
| model.language_model.layers.8.self_attn.v_proj] | |
| activation_hook_target: null | |
| - smooth_layer: model.language_model.layers.8.pre_feedforward_layernorm | |
| balance_layers: [model.language_model.layers.8.mlp.gate_proj, model.language_model.layers.8.mlp.up_proj] | |
| activation_hook_target: null | |
| - smooth_layer: model.language_model.layers.8.mlp.up_proj | |
| balance_layers: [model.language_model.layers.8.mlp.down_proj] | |
| activation_hook_target: null | |
| - smooth_layer: model.language_model.layers.9.input_layernorm | |
| balance_layers: [model.language_model.layers.9.self_attn.q_proj, model.language_model.layers.9.self_attn.k_proj, | |
| model.language_model.layers.9.self_attn.v_proj] | |
| activation_hook_target: null | |
| - smooth_layer: model.language_model.layers.9.pre_feedforward_layernorm | |
| balance_layers: [model.language_model.layers.9.mlp.gate_proj, model.language_model.layers.9.mlp.up_proj] | |
| activation_hook_target: null | |
| - smooth_layer: model.language_model.layers.9.mlp.up_proj | |
| balance_layers: [model.language_model.layers.9.mlp.down_proj] | |
| activation_hook_target: null | |
| - smooth_layer: model.language_model.layers.10.input_layernorm | |
| balance_layers: [model.language_model.layers.10.self_attn.q_proj, model.language_model.layers.10.self_attn.k_proj, | |
| model.language_model.layers.10.self_attn.v_proj] | |
| activation_hook_target: null | |
| - smooth_layer: model.language_model.layers.10.pre_feedforward_layernorm | |
| balance_layers: [model.language_model.layers.10.mlp.gate_proj, model.language_model.layers.10.mlp.up_proj] | |
| activation_hook_target: null | |
| - smooth_layer: model.language_model.layers.10.mlp.up_proj | |
| balance_layers: [model.language_model.layers.10.mlp.down_proj] | |
| activation_hook_target: null | |
| - smooth_layer: model.language_model.layers.11.pre_feedforward_layernorm | |
| balance_layers: [model.language_model.layers.11.mlp.gate_proj, model.language_model.layers.11.mlp.up_proj] | |
| activation_hook_target: null | |
| - smooth_layer: model.language_model.layers.11.mlp.up_proj | |
| balance_layers: [model.language_model.layers.11.mlp.down_proj] | |
| activation_hook_target: null | |
| - smooth_layer: model.language_model.layers.12.input_layernorm | |
| balance_layers: [model.language_model.layers.12.self_attn.q_proj, model.language_model.layers.12.self_attn.k_proj, | |
| model.language_model.layers.12.self_attn.v_proj] | |
| activation_hook_target: null | |
| - smooth_layer: model.language_model.layers.12.pre_feedforward_layernorm | |
| balance_layers: [model.language_model.layers.12.mlp.gate_proj, model.language_model.layers.12.mlp.up_proj] | |
| activation_hook_target: null | |
| - smooth_layer: model.language_model.layers.12.mlp.up_proj | |
| balance_layers: [model.language_model.layers.12.mlp.down_proj] | |
| activation_hook_target: null | |
| - smooth_layer: model.language_model.layers.13.input_layernorm | |
| balance_layers: [model.language_model.layers.13.self_attn.q_proj, model.language_model.layers.13.self_attn.k_proj, | |
| model.language_model.layers.13.self_attn.v_proj] | |
| activation_hook_target: null | |
| - smooth_layer: model.language_model.layers.13.pre_feedforward_layernorm | |
| balance_layers: [model.language_model.layers.13.mlp.gate_proj, model.language_model.layers.13.mlp.up_proj] | |
| activation_hook_target: null | |
| - smooth_layer: model.language_model.layers.13.mlp.up_proj | |
| balance_layers: [model.language_model.layers.13.mlp.down_proj] | |
| activation_hook_target: null | |
| - smooth_layer: model.language_model.layers.14.input_layernorm | |
| balance_layers: [model.language_model.layers.14.self_attn.q_proj, model.language_model.layers.14.self_attn.k_proj, | |
| model.language_model.layers.14.self_attn.v_proj] | |
| activation_hook_target: null | |
| - smooth_layer: model.language_model.layers.14.pre_feedforward_layernorm | |
| balance_layers: [model.language_model.layers.14.mlp.gate_proj, model.language_model.layers.14.mlp.up_proj] | |
| activation_hook_target: null | |
| - smooth_layer: model.language_model.layers.14.mlp.up_proj | |
| balance_layers: [model.language_model.layers.14.mlp.down_proj] | |
| activation_hook_target: null | |
| - smooth_layer: model.language_model.layers.15.input_layernorm | |
| balance_layers: [model.language_model.layers.15.self_attn.q_proj, model.language_model.layers.15.self_attn.k_proj, | |
| model.language_model.layers.15.self_attn.v_proj] | |
| activation_hook_target: null | |
| - smooth_layer: model.language_model.layers.15.pre_feedforward_layernorm | |
| balance_layers: [model.language_model.layers.15.mlp.gate_proj, model.language_model.layers.15.mlp.up_proj] | |
| activation_hook_target: null | |
| - smooth_layer: model.language_model.layers.15.mlp.up_proj | |
| balance_layers: [model.language_model.layers.15.mlp.down_proj] | |
| activation_hook_target: null | |
| - smooth_layer: model.language_model.layers.16.input_layernorm | |
| balance_layers: [model.language_model.layers.16.self_attn.q_proj, model.language_model.layers.16.self_attn.k_proj, | |
| model.language_model.layers.16.self_attn.v_proj] | |
| activation_hook_target: null | |
| - smooth_layer: model.language_model.layers.16.pre_feedforward_layernorm | |
| balance_layers: [model.language_model.layers.16.mlp.gate_proj, model.language_model.layers.16.mlp.up_proj] | |
| activation_hook_target: null | |
| - smooth_layer: model.language_model.layers.16.mlp.up_proj | |
| balance_layers: [model.language_model.layers.16.mlp.down_proj] | |
| activation_hook_target: null | |
| - smooth_layer: model.language_model.layers.17.pre_feedforward_layernorm | |
| balance_layers: [model.language_model.layers.17.mlp.gate_proj, model.language_model.layers.17.mlp.up_proj] | |
| activation_hook_target: null | |
| - smooth_layer: model.language_model.layers.17.mlp.up_proj | |
| balance_layers: [model.language_model.layers.17.mlp.down_proj] | |
| activation_hook_target: null | |
| - smooth_layer: model.language_model.layers.18.input_layernorm | |
| balance_layers: [model.language_model.layers.18.self_attn.q_proj, model.language_model.layers.18.self_attn.k_proj, | |
| model.language_model.layers.18.self_attn.v_proj] | |
| activation_hook_target: null | |
| - smooth_layer: model.language_model.layers.18.pre_feedforward_layernorm | |
| balance_layers: [model.language_model.layers.18.mlp.gate_proj, model.language_model.layers.18.mlp.up_proj] | |
| activation_hook_target: null | |
| - smooth_layer: model.language_model.layers.18.mlp.up_proj | |
| balance_layers: [model.language_model.layers.18.mlp.down_proj] | |
| activation_hook_target: null | |
| - smooth_layer: model.language_model.layers.19.input_layernorm | |
| balance_layers: [model.language_model.layers.19.self_attn.q_proj, model.language_model.layers.19.self_attn.k_proj, | |
| model.language_model.layers.19.self_attn.v_proj] | |
| activation_hook_target: null | |
| - smooth_layer: model.language_model.layers.19.pre_feedforward_layernorm | |
| balance_layers: [model.language_model.layers.19.mlp.gate_proj, model.language_model.layers.19.mlp.up_proj] | |
| activation_hook_target: null | |
| - smooth_layer: model.language_model.layers.19.mlp.up_proj | |
| balance_layers: [model.language_model.layers.19.mlp.down_proj] | |
| activation_hook_target: null | |
| - smooth_layer: model.language_model.layers.20.input_layernorm | |
| balance_layers: [model.language_model.layers.20.self_attn.q_proj, model.language_model.layers.20.self_attn.k_proj, | |
| model.language_model.layers.20.self_attn.v_proj] | |
| activation_hook_target: null | |
| - smooth_layer: model.language_model.layers.20.pre_feedforward_layernorm | |
| balance_layers: [model.language_model.layers.20.mlp.gate_proj, model.language_model.layers.20.mlp.up_proj] | |
| activation_hook_target: null | |
| - smooth_layer: model.language_model.layers.20.mlp.up_proj | |
| balance_layers: [model.language_model.layers.20.mlp.down_proj] | |
| activation_hook_target: null | |
| - smooth_layer: model.language_model.layers.21.input_layernorm | |
| balance_layers: [model.language_model.layers.21.self_attn.q_proj, model.language_model.layers.21.self_attn.k_proj, | |
| model.language_model.layers.21.self_attn.v_proj] | |
| activation_hook_target: null | |
| - smooth_layer: model.language_model.layers.21.pre_feedforward_layernorm | |
| balance_layers: [model.language_model.layers.21.mlp.gate_proj, model.language_model.layers.21.mlp.up_proj] | |
| activation_hook_target: null | |
| - smooth_layer: model.language_model.layers.21.mlp.up_proj | |
| balance_layers: [model.language_model.layers.21.mlp.down_proj] | |
| activation_hook_target: null | |
| - smooth_layer: model.language_model.layers.22.input_layernorm | |
| balance_layers: [model.language_model.layers.22.self_attn.q_proj, model.language_model.layers.22.self_attn.k_proj, | |
| model.language_model.layers.22.self_attn.v_proj] | |
| activation_hook_target: null | |
| - smooth_layer: model.language_model.layers.22.pre_feedforward_layernorm | |
| balance_layers: [model.language_model.layers.22.mlp.gate_proj, model.language_model.layers.22.mlp.up_proj] | |
| activation_hook_target: null | |
| - smooth_layer: model.language_model.layers.22.mlp.up_proj | |
| balance_layers: [model.language_model.layers.22.mlp.down_proj] | |
| activation_hook_target: null | |
| - smooth_layer: model.language_model.layers.23.pre_feedforward_layernorm | |
| balance_layers: [model.language_model.layers.23.mlp.gate_proj, model.language_model.layers.23.mlp.up_proj] | |
| activation_hook_target: null | |
| - smooth_layer: model.language_model.layers.23.mlp.up_proj | |
| balance_layers: [model.language_model.layers.23.mlp.down_proj] | |
| activation_hook_target: null | |
| - smooth_layer: model.language_model.layers.24.input_layernorm | |
| balance_layers: [model.language_model.layers.24.self_attn.q_proj, model.language_model.layers.24.self_attn.k_proj, | |
| model.language_model.layers.24.self_attn.v_proj] | |
| activation_hook_target: null | |
| - smooth_layer: model.language_model.layers.24.pre_feedforward_layernorm | |
| balance_layers: [model.language_model.layers.24.mlp.gate_proj, model.language_model.layers.24.mlp.up_proj] | |
| activation_hook_target: null | |
| - smooth_layer: model.language_model.layers.24.mlp.up_proj | |
| balance_layers: [model.language_model.layers.24.mlp.down_proj] | |
| activation_hook_target: null | |
| - smooth_layer: model.language_model.layers.25.input_layernorm | |
| balance_layers: [model.language_model.layers.25.self_attn.q_proj, model.language_model.layers.25.self_attn.k_proj, | |
| model.language_model.layers.25.self_attn.v_proj] | |
| activation_hook_target: null | |
| - smooth_layer: model.language_model.layers.25.pre_feedforward_layernorm | |
| balance_layers: [model.language_model.layers.25.mlp.gate_proj, model.language_model.layers.25.mlp.up_proj] | |
| activation_hook_target: null | |
| - smooth_layer: model.language_model.layers.25.mlp.up_proj | |
| balance_layers: [model.language_model.layers.25.mlp.down_proj] | |
| activation_hook_target: null | |
| - smooth_layer: model.language_model.layers.26.input_layernorm | |
| balance_layers: [model.language_model.layers.26.self_attn.q_proj, model.language_model.layers.26.self_attn.k_proj, | |
| model.language_model.layers.26.self_attn.v_proj] | |
| activation_hook_target: null | |
| - smooth_layer: model.language_model.layers.26.pre_feedforward_layernorm | |
| balance_layers: [model.language_model.layers.26.mlp.gate_proj, model.language_model.layers.26.mlp.up_proj] | |
| activation_hook_target: null | |
| - smooth_layer: model.language_model.layers.26.mlp.up_proj | |
| balance_layers: [model.language_model.layers.26.mlp.down_proj] | |
| activation_hook_target: null | |
| - smooth_layer: model.language_model.layers.27.input_layernorm | |
| balance_layers: [model.language_model.layers.27.self_attn.q_proj, model.language_model.layers.27.self_attn.k_proj, | |
| model.language_model.layers.27.self_attn.v_proj] | |
| activation_hook_target: null | |
| - smooth_layer: model.language_model.layers.27.pre_feedforward_layernorm | |
| balance_layers: [model.language_model.layers.27.mlp.gate_proj, model.language_model.layers.27.mlp.up_proj] | |
| activation_hook_target: null | |
| - smooth_layer: model.language_model.layers.27.mlp.up_proj | |
| balance_layers: [model.language_model.layers.27.mlp.down_proj] | |
| activation_hook_target: null | |
| - smooth_layer: model.language_model.layers.28.input_layernorm | |
| balance_layers: [model.language_model.layers.28.self_attn.q_proj, model.language_model.layers.28.self_attn.k_proj, | |
| model.language_model.layers.28.self_attn.v_proj] | |
| activation_hook_target: null | |
| - smooth_layer: model.language_model.layers.28.pre_feedforward_layernorm | |
| balance_layers: [model.language_model.layers.28.mlp.gate_proj, model.language_model.layers.28.mlp.up_proj] | |
| activation_hook_target: null | |
| - smooth_layer: model.language_model.layers.28.mlp.up_proj | |
| balance_layers: [model.language_model.layers.28.mlp.down_proj] | |
| activation_hook_target: null | |
| - smooth_layer: model.language_model.layers.29.pre_feedforward_layernorm | |
| balance_layers: [model.language_model.layers.29.mlp.gate_proj, model.language_model.layers.29.mlp.up_proj] | |
| activation_hook_target: null | |
| - smooth_layer: model.language_model.layers.29.mlp.up_proj | |
| balance_layers: [model.language_model.layers.29.mlp.down_proj] | |
| activation_hook_target: null | |
| - smooth_layer: model.language_model.layers.30.input_layernorm | |
| balance_layers: [model.language_model.layers.30.self_attn.q_proj, model.language_model.layers.30.self_attn.k_proj, | |
| model.language_model.layers.30.self_attn.v_proj] | |
| activation_hook_target: null | |
| - smooth_layer: model.language_model.layers.30.pre_feedforward_layernorm | |
| balance_layers: [model.language_model.layers.30.mlp.gate_proj, model.language_model.layers.30.mlp.up_proj] | |
| activation_hook_target: null | |
| - smooth_layer: model.language_model.layers.30.mlp.up_proj | |
| balance_layers: [model.language_model.layers.30.mlp.down_proj] | |
| activation_hook_target: null | |
| - smooth_layer: model.language_model.layers.31.input_layernorm | |
| balance_layers: [model.language_model.layers.31.self_attn.q_proj, model.language_model.layers.31.self_attn.k_proj, | |
| model.language_model.layers.31.self_attn.v_proj] | |
| activation_hook_target: null | |
| - smooth_layer: model.language_model.layers.31.pre_feedforward_layernorm | |
| balance_layers: [model.language_model.layers.31.mlp.gate_proj, model.language_model.layers.31.mlp.up_proj] | |
| activation_hook_target: null | |
| - smooth_layer: model.language_model.layers.31.mlp.up_proj | |
| balance_layers: [model.language_model.layers.31.mlp.down_proj] | |
| activation_hook_target: null | |
| - smooth_layer: model.language_model.layers.32.input_layernorm | |
| balance_layers: [model.language_model.layers.32.self_attn.q_proj, model.language_model.layers.32.self_attn.k_proj, | |
| model.language_model.layers.32.self_attn.v_proj] | |
| activation_hook_target: null | |
| - smooth_layer: model.language_model.layers.32.pre_feedforward_layernorm | |
| balance_layers: [model.language_model.layers.32.mlp.gate_proj, model.language_model.layers.32.mlp.up_proj] | |
| activation_hook_target: null | |
| - smooth_layer: model.language_model.layers.32.mlp.up_proj | |
| balance_layers: [model.language_model.layers.32.mlp.down_proj] | |
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| offload_device: cpu | |
| duo_scaling: true | |
| n_grid: 20 | |