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model.visual.blocks.1.mlp.down_proj.weight_quantizer TensorQuantizer(disabled) model.visual.blocks.2.attn.qkv.input_quantizer TensorQuantizer(disabled) model.visual.blocks.2.attn.qkv.output_quantizer TensorQuantizer(disabled) model.visual.blocks.2.attn.qkv.weight_quantizer TensorQuantizer(disabled) model.visual.blocks.2.attn.proj.input_quantizer TensorQuantizer(disabled) model.visual.blocks.2.attn.proj.output_quantizer TensorQuantizer(disabled) model.visual.blocks.2.attn.proj.weight_quantizer TensorQuantizer(disabled) model.visual.blocks.2.attn.q_bmm_quantizer TensorQuantizer(disabled) model.visual.blocks.2.attn.k_bmm_quantizer TensorQuantizer(disabled) model.visual.blocks.2.attn.v_bmm_quantizer TensorQuantizer(disabled) model.visual.blocks.2.attn.p_bmm_quantizer TensorQuantizer(disabled) model.visual.blocks.2.mlp.gate_proj.input_quantizer TensorQuantizer(disabled) model.visual.blocks.2.mlp.gate_proj.output_quantizer TensorQuantizer(disabled) 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model.visual.blocks.4.mlp.up_proj.input_quantizer TensorQuantizer(disabled) model.visual.blocks.4.mlp.up_proj.output_quantizer TensorQuantizer(disabled) model.visual.blocks.4.mlp.up_proj.weight_quantizer TensorQuantizer(disabled) model.visual.blocks.4.mlp.down_proj.input_quantizer TensorQuantizer(disabled) model.visual.blocks.4.mlp.down_proj.output_quantizer TensorQuantizer(disabled) model.visual.blocks.4.mlp.down_proj.weight_quantizer TensorQuantizer(disabled) model.visual.blocks.5.attn.qkv.input_quantizer TensorQuantizer(disabled) model.visual.blocks.5.attn.qkv.output_quantizer TensorQuantizer(disabled) model.visual.blocks.5.attn.qkv.weight_quantizer TensorQuantizer(disabled) model.visual.blocks.5.attn.proj.input_quantizer TensorQuantizer(disabled) model.visual.blocks.5.attn.proj.output_quantizer TensorQuantizer(disabled) model.visual.blocks.5.attn.proj.weight_quantizer TensorQuantizer(disabled) model.visual.blocks.5.attn.q_bmm_quantizer TensorQuantizer(disabled) 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model.visual.blocks.6.attn.qkv.output_quantizer TensorQuantizer(disabled) model.visual.blocks.6.attn.qkv.weight_quantizer TensorQuantizer(disabled) model.visual.blocks.6.attn.proj.input_quantizer TensorQuantizer(disabled) model.visual.blocks.6.attn.proj.output_quantizer TensorQuantizer(disabled) model.visual.blocks.6.attn.proj.weight_quantizer TensorQuantizer(disabled) model.visual.blocks.6.attn.q_bmm_quantizer TensorQuantizer(disabled) model.visual.blocks.6.attn.k_bmm_quantizer TensorQuantizer(disabled) model.visual.blocks.6.attn.v_bmm_quantizer TensorQuantizer(disabled) model.visual.blocks.6.attn.p_bmm_quantizer TensorQuantizer(disabled) model.visual.blocks.6.mlp.gate_proj.input_quantizer TensorQuantizer(disabled) model.visual.blocks.6.mlp.gate_proj.output_quantizer TensorQuantizer(disabled) model.visual.blocks.6.mlp.gate_proj.weight_quantizer TensorQuantizer(disabled) model.visual.blocks.6.mlp.up_proj.input_quantizer TensorQuantizer(disabled) model.visual.blocks.6.mlp.up_proj.output_quantizer TensorQuantizer(disabled) model.visual.blocks.6.mlp.up_proj.weight_quantizer TensorQuantizer(disabled) model.visual.blocks.6.mlp.down_proj.input_quantizer TensorQuantizer(disabled) model.visual.blocks.6.mlp.down_proj.output_quantizer TensorQuantizer(disabled) model.visual.blocks.6.mlp.down_proj.weight_quantizer TensorQuantizer(disabled) model.visual.blocks.7.attn.qkv.input_quantizer TensorQuantizer(disabled) model.visual.blocks.7.attn.qkv.output_quantizer TensorQuantizer(disabled) model.visual.blocks.7.attn.qkv.weight_quantizer TensorQuantizer(disabled) model.visual.blocks.7.attn.proj.input_quantizer TensorQuantizer(disabled) model.visual.blocks.7.attn.proj.output_quantizer TensorQuantizer(disabled) model.visual.blocks.7.attn.proj.weight_quantizer TensorQuantizer(disabled) model.visual.blocks.7.attn.q_bmm_quantizer TensorQuantizer(disabled) model.visual.blocks.7.attn.k_bmm_quantizer TensorQuantizer(disabled) 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model.visual.blocks.8.attn.qkv.weight_quantizer TensorQuantizer(disabled) model.visual.blocks.8.attn.proj.input_quantizer TensorQuantizer(disabled) model.visual.blocks.8.attn.proj.output_quantizer TensorQuantizer(disabled) model.visual.blocks.8.attn.proj.weight_quantizer TensorQuantizer(disabled) model.visual.blocks.8.attn.q_bmm_quantizer TensorQuantizer(disabled) model.visual.blocks.8.attn.k_bmm_quantizer TensorQuantizer(disabled) model.visual.blocks.8.attn.v_bmm_quantizer TensorQuantizer(disabled) model.visual.blocks.8.attn.p_bmm_quantizer TensorQuantizer(disabled) model.visual.blocks.8.mlp.gate_proj.input_quantizer TensorQuantizer(disabled) model.visual.blocks.8.mlp.gate_proj.output_quantizer TensorQuantizer(disabled) model.visual.blocks.8.mlp.gate_proj.weight_quantizer TensorQuantizer(disabled) model.visual.blocks.8.mlp.up_proj.input_quantizer TensorQuantizer(disabled) model.visual.blocks.8.mlp.up_proj.output_quantizer TensorQuantizer(disabled) model.visual.blocks.8.mlp.up_proj.weight_quantizer TensorQuantizer(disabled) model.visual.blocks.8.mlp.down_proj.input_quantizer TensorQuantizer(disabled) model.visual.blocks.8.mlp.down_proj.output_quantizer TensorQuantizer(disabled) model.visual.blocks.8.mlp.down_proj.weight_quantizer TensorQuantizer(disabled) model.visual.blocks.9.attn.qkv.input_quantizer TensorQuantizer(disabled) model.visual.blocks.9.attn.qkv.output_quantizer TensorQuantizer(disabled) model.visual.blocks.9.attn.qkv.weight_quantizer TensorQuantizer(disabled) model.visual.blocks.9.attn.proj.input_quantizer TensorQuantizer(disabled) model.visual.blocks.9.attn.proj.output_quantizer TensorQuantizer(disabled) model.visual.blocks.9.attn.proj.weight_quantizer TensorQuantizer(disabled) model.visual.blocks.9.attn.q_bmm_quantizer TensorQuantizer(disabled) model.visual.blocks.9.attn.k_bmm_quantizer TensorQuantizer(disabled) model.visual.blocks.9.attn.v_bmm_quantizer TensorQuantizer(disabled) 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model.visual.blocks.10.attn.proj.input_quantizer TensorQuantizer(disabled) model.visual.blocks.10.attn.proj.output_quantizer TensorQuantizer(disabled) model.visual.blocks.10.attn.proj.weight_quantizer TensorQuantizer(disabled) model.visual.blocks.10.attn.q_bmm_quantizer TensorQuantizer(disabled) model.visual.blocks.10.attn.k_bmm_quantizer TensorQuantizer(disabled) model.visual.blocks.10.attn.v_bmm_quantizer TensorQuantizer(disabled) model.visual.blocks.10.attn.p_bmm_quantizer TensorQuantizer(disabled) model.visual.blocks.10.mlp.gate_proj.input_quantizer TensorQuantizer(disabled) model.visual.blocks.10.mlp.gate_proj.output_quantizer TensorQuantizer(disabled) model.visual.blocks.10.mlp.gate_proj.weight_quantizer TensorQuantizer(disabled) model.visual.blocks.10.mlp.up_proj.input_quantizer TensorQuantizer(disabled) model.visual.blocks.10.mlp.up_proj.output_quantizer TensorQuantizer(disabled) model.visual.blocks.10.mlp.up_proj.weight_quantizer TensorQuantizer(disabled) model.visual.blocks.10.mlp.down_proj.input_quantizer TensorQuantizer(disabled) model.visual.blocks.10.mlp.down_proj.output_quantizer TensorQuantizer(disabled) model.visual.blocks.10.mlp.down_proj.weight_quantizer TensorQuantizer(disabled) model.visual.blocks.11.attn.qkv.input_quantizer TensorQuantizer(disabled) model.visual.blocks.11.attn.qkv.output_quantizer TensorQuantizer(disabled) model.visual.blocks.11.attn.qkv.weight_quantizer TensorQuantizer(disabled) model.visual.blocks.11.attn.proj.input_quantizer TensorQuantizer(disabled) model.visual.blocks.11.attn.proj.output_quantizer TensorQuantizer(disabled) model.visual.blocks.11.attn.proj.weight_quantizer TensorQuantizer(disabled) model.visual.blocks.11.attn.q_bmm_quantizer TensorQuantizer(disabled) model.visual.blocks.11.attn.k_bmm_quantizer TensorQuantizer(disabled) model.visual.blocks.11.attn.v_bmm_quantizer TensorQuantizer(disabled) model.visual.blocks.11.attn.p_bmm_quantizer TensorQuantizer(disabled) model.visual.blocks.11.mlp.gate_proj.input_quantizer TensorQuantizer(disabled) model.visual.blocks.11.mlp.gate_proj.output_quantizer TensorQuantizer(disabled) model.visual.blocks.11.mlp.gate_proj.weight_quantizer TensorQuantizer(disabled) model.visual.blocks.11.mlp.up_proj.input_quantizer TensorQuantizer(disabled) model.visual.blocks.11.mlp.up_proj.output_quantizer TensorQuantizer(disabled) model.visual.blocks.11.mlp.up_proj.weight_quantizer TensorQuantizer(disabled) model.visual.blocks.11.mlp.down_proj.input_quantizer TensorQuantizer(disabled) model.visual.blocks.11.mlp.down_proj.output_quantizer TensorQuantizer(disabled) model.visual.blocks.11.mlp.down_proj.weight_quantizer TensorQuantizer(disabled) model.visual.blocks.12.attn.qkv.input_quantizer TensorQuantizer(disabled) model.visual.blocks.12.attn.qkv.output_quantizer TensorQuantizer(disabled) model.visual.blocks.12.attn.qkv.weight_quantizer TensorQuantizer(disabled) model.visual.blocks.12.attn.proj.input_quantizer 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model.visual.blocks.13.mlp.gate_proj.output_quantizer TensorQuantizer(disabled) model.visual.blocks.13.mlp.gate_proj.weight_quantizer TensorQuantizer(disabled) model.visual.blocks.13.mlp.up_proj.input_quantizer TensorQuantizer(disabled) model.visual.blocks.13.mlp.up_proj.output_quantizer TensorQuantizer(disabled) model.visual.blocks.13.mlp.up_proj.weight_quantizer TensorQuantizer(disabled) model.visual.blocks.13.mlp.down_proj.input_quantizer TensorQuantizer(disabled) model.visual.blocks.13.mlp.down_proj.output_quantizer TensorQuantizer(disabled) model.visual.blocks.13.mlp.down_proj.weight_quantizer TensorQuantizer(disabled) model.visual.blocks.14.attn.qkv.input_quantizer TensorQuantizer(disabled) model.visual.blocks.14.attn.qkv.output_quantizer TensorQuantizer(disabled) model.visual.blocks.14.attn.qkv.weight_quantizer TensorQuantizer(disabled) model.visual.blocks.14.attn.proj.input_quantizer TensorQuantizer(disabled) model.visual.blocks.14.attn.proj.output_quantizer 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model.language_model.layers.0.self_attn.g_b_proj.input_quantizer TensorQuantizer(disabled) model.language_model.layers.0.self_attn.g_b_proj.output_quantizer TensorQuantizer(disabled) model.language_model.layers.0.self_attn.g_b_proj.weight_quantizer TensorQuantizer(disabled) model.language_model.layers.0.self_attn.o_proj.input_quantizer TensorQuantizer(disabled) model.language_model.layers.0.self_attn.o_proj.output_quantizer TensorQuantizer(disabled) model.language_model.layers.0.self_attn.o_proj.weight_quantizer TensorQuantizer(disabled) model.language_model.layers.0.self_attn.q_bmm_quantizer TensorQuantizer(disabled) model.language_model.layers.0.self_attn.k_bmm_quantizer TensorQuantizer((4, 3) bit fake per-tensor amax=4.48e+02(const) calibrator=MaxCalibrator quant) model.language_model.layers.0.self_attn.v_bmm_quantizer TensorQuantizer((4, 3) bit fake per-tensor amax=4.48e+02(const) calibrator=MaxCalibrator quant) model.language_model.layers.0.self_attn.p_bmm_quantizer 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model.language_model.layers.0.mlp.down_proj.input_quantizer TensorQuantizer((2, 1) bit fake block_sizes={-1: 16, 'type': 'dynamic', 'scale_bits': (4, 3)}, amax=3.09e-01 calibrator=MaxCalibrator quant) model.language_model.layers.0.mlp.down_proj.output_quantizer TensorQuantizer(disabled) model.language_model.layers.0.mlp.down_proj.weight_quantizer TensorQuantizer((2, 1) bit fake block_sizes={-1: 16, 'type': 'dynamic', 'scale_bits': (4, 3)}, amax=1.17e-01 calibrator=MaxCalibrator quant) model.language_model.layers.1.self_attn.q_proj.input_quantizer TensorQuantizer(disabled) model.language_model.layers.1.self_attn.q_proj.output_quantizer TensorQuantizer(disabled) model.language_model.layers.1.self_attn.q_proj.weight_quantizer TensorQuantizer(disabled) model.language_model.layers.1.self_attn.k_proj.input_quantizer TensorQuantizer(disabled) model.language_model.layers.1.self_attn.k_proj.output_quantizer TensorQuantizer(disabled) model.language_model.layers.1.self_attn.k_proj.weight_quantizer TensorQuantizer(disabled) model.language_model.layers.1.self_attn.v_proj.input_quantizer TensorQuantizer(disabled) model.language_model.layers.1.self_attn.v_proj.output_quantizer TensorQuantizer(disabled) model.language_model.layers.1.self_attn.v_proj.weight_quantizer TensorQuantizer(disabled) model.language_model.layers.1.self_attn.conv1d.input_quantizer TensorQuantizer(disabled) model.language_model.layers.1.self_attn.conv1d.output_quantizer TensorQuantizer(disabled) model.language_model.layers.1.self_attn.conv1d.weight_quantizer TensorQuantizer(disabled) model.language_model.layers.1.self_attn.forget_gate.f_a_proj.input_quantizer TensorQuantizer(disabled) model.language_model.layers.1.self_attn.forget_gate.f_a_proj.output_quantizer TensorQuantizer(disabled) model.language_model.layers.1.self_attn.forget_gate.f_a_proj.weight_quantizer TensorQuantizer(disabled) 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model.language_model.layers.1.self_attn.g_b_proj.output_quantizer TensorQuantizer(disabled) model.language_model.layers.1.self_attn.g_b_proj.weight_quantizer TensorQuantizer(disabled) model.language_model.layers.1.self_attn.o_proj.input_quantizer TensorQuantizer(disabled) model.language_model.layers.1.self_attn.o_proj.output_quantizer TensorQuantizer(disabled) model.language_model.layers.1.self_attn.o_proj.weight_quantizer TensorQuantizer(disabled) model.language_model.layers.1.self_attn.q_bmm_quantizer TensorQuantizer(disabled) model.language_model.layers.1.self_attn.k_bmm_quantizer TensorQuantizer((4, 3) bit fake per-tensor amax=4.48e+02(const) calibrator=MaxCalibrator quant) model.language_model.layers.1.self_attn.v_bmm_quantizer TensorQuantizer((4, 3) bit fake per-tensor amax=4.48e+02(const) calibrator=MaxCalibrator quant) model.language_model.layers.1.self_attn.p_bmm_quantizer TensorQuantizer(disabled) model.language_model.layers.1.mlp.gate_proj.input_quantizer TensorQuantizer((2, 1) bit fake block_sizes={-1: 16, 'type': 'dynamic', 'scale_bits': (4, 3)}, amax=8.52e-01 calibrator=MaxCalibrator quant) model.language_model.layers.1.mlp.gate_proj.output_quantizer TensorQuantizer(disabled) model.language_model.layers.1.mlp.gate_proj.weight_quantizer TensorQuantizer((2, 1) bit fake block_sizes={-1: 16, 'type': 'dynamic', 'scale_bits': (4, 3)}, amax=1.56e-01 calibrator=MaxCalibrator quant) model.language_model.layers.1.mlp.up_proj.input_quantizer TensorQuantizer((2, 1) bit fake block_sizes={-1: 16, 'type': 'dynamic', 'scale_bits': (4, 3)}, amax=8.52e-01 calibrator=MaxCalibrator quant) model.language_model.layers.1.mlp.up_proj.output_quantizer TensorQuantizer(disabled) model.language_model.layers.1.mlp.up_proj.weight_quantizer TensorQuantizer((2, 1) bit fake block_sizes={-1: 16, 'type': 'dynamic', 'scale_bits': (4, 3)}, amax=1.41e-01 calibrator=MaxCalibrator quant) model.language_model.layers.1.mlp.down_proj.input_quantizer TensorQuantizer((2, 1) bit fake 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calibrator=MaxCalibrator quant) model.language_model.layers.3.self_attn.v_bmm_quantizer TensorQuantizer((4, 3) bit fake per-tensor amax=4.48e+02(const) calibrator=MaxCalibrator quant) model.language_model.layers.3.self_attn.p_bmm_quantizer TensorQuantizer(disabled) model.language_model.layers.3.mlp.experts.gate_up_proj_input_quantizer TensorQuantizer((2, 1) bit fake block_sizes={-1: 16, 'type': 'dynamic', 'scale_bits': (4, 3)}, amax=3.06e+00 calibrator=MaxCalibrator quant) model.language_model.layers.3.mlp.experts.gate_up_proj_weight_quantizers.0 TensorQuantizer((2, 1) bit fake block_sizes={-1: 16, 'type': 'dynamic', 'scale_bits': (4, 3)}, amax=1.56e-01 calibrator=MaxCalibrator quant) model.language_model.layers.3.mlp.experts.gate_up_proj_weight_quantizers.1 TensorQuantizer((2, 1) bit fake block_sizes={-1: 16, 'type': 'dynamic', 'scale_bits': (4, 3)}, amax=1.25e-01 calibrator=MaxCalibrator quant) model.language_model.layers.3.mlp.experts.gate_up_proj_weight_quantizers.2 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quant) model.language_model.layers.3.mlp.experts.gate_up_proj_weight_quantizers.7 TensorQuantizer((2, 1) bit fake block_sizes={-1: 16, 'type': 'dynamic', 'scale_bits': (4, 3)}, amax=1.88e-01 calibrator=MaxCalibrator quant) model.language_model.layers.3.mlp.experts.gate_up_proj_weight_quantizers.8 TensorQuantizer((2, 1) bit fake block_sizes={-1: 16, 'type': 'dynamic', 'scale_bits': (4, 3)}, amax=1.41e-01 calibrator=MaxCalibrator quant) model.language_model.layers.3.mlp.experts.gate_up_proj_weight_quantizers.9 TensorQuantizer((2, 1) bit fake block_sizes={-1: 16, 'type': 'dynamic', 'scale_bits': (4, 3)}, amax=1.17e-01 calibrator=MaxCalibrator quant) model.language_model.layers.3.mlp.experts.gate_up_proj_weight_quantizers.10 TensorQuantizer((2, 1) bit fake block_sizes={-1: 16, 'type': 'dynamic', 'scale_bits': (4, 3)}, amax=1.41e-01 calibrator=MaxCalibrator quant) model.language_model.layers.3.mlp.experts.gate_up_proj_weight_quantizers.11 TensorQuantizer((2, 1) bit fake block_sizes={-1: 16, 'type': 'dynamic', 'scale_bits': (4, 3)}, amax=1.41e-01 calibrator=MaxCalibrator quant) model.language_model.layers.3.mlp.experts.gate_up_proj_weight_quantizers.12 TensorQuantizer((2, 1) bit fake block_sizes={-1: 16, 'type': 'dynamic', 'scale_bits': (4, 3)}, amax=2.03e-01 calibrator=MaxCalibrator quant) model.language_model.layers.3.mlp.experts.gate_up_proj_weight_quantizers.13 TensorQuantizer((2, 1) bit fake block_sizes={-1: 16, 'type': 'dynamic', 'scale_bits': (4, 3)}, amax=1.25e-01 calibrator=MaxCalibrator quant) model.language_model.layers.3.mlp.experts.gate_up_proj_weight_quantizers.14 TensorQuantizer((2, 1) bit fake block_sizes={-1: 16, 'type': 'dynamic', 'scale_bits': (4, 3)}, amax=1.17e-01 calibrator=MaxCalibrator quant) model.language_model.layers.3.mlp.experts.gate_up_proj_weight_quantizers.15 TensorQuantizer((2, 1) bit fake block_sizes={-1: 16, 'type': 'dynamic', 'scale_bits': (4, 3)}, amax=1.25e-01 calibrator=MaxCalibrator quant) 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'type': 'dynamic', 'scale_bits': (4, 3)}, amax=1.17e-01 calibrator=MaxCalibrator quant) model.language_model.layers.4.mlp.experts.gate_up_proj_weight_quantizers.14 TensorQuantizer((2, 1) bit fake block_sizes={-1: 16, 'type': 'dynamic', 'scale_bits': (4, 3)}, amax=1.17e-01 calibrator=MaxCalibrator quant) model.language_model.layers.4.mlp.experts.gate_up_proj_weight_quantizers.15 TensorQuantizer((2, 1) bit fake block_sizes={-1: 16, 'type': 'dynamic', 'scale_bits': (4, 3)}, amax=1.17e-01 calibrator=MaxCalibrator quant) model.language_model.layers.4.mlp.experts.gate_up_proj_weight_quantizers.16 TensorQuantizer((2, 1) bit fake block_sizes={-1: 16, 'type': 'dynamic', 'scale_bits': (4, 3)}, amax=1.17e-01 calibrator=MaxCalibrator quant) model.language_model.layers.4.mlp.experts.gate_up_proj_weight_quantizers.17 TensorQuantizer((2, 1) bit fake block_sizes={-1: 16, 'type': 'dynamic', 'scale_bits': (4, 3)}, amax=1.17e-01 calibrator=MaxCalibrator quant) model.language_model.layers.4.mlp.experts.down_proj_input_quantizer TensorQuantizer((2, 1) bit fake block_sizes={-1: 16, 'type': 'dynamic', 'scale_bits': (4, 3)}, amax=3.62e+01 calibrator=MaxCalibrator quant) model.language_model.layers.4.mlp.experts.down_proj_weight_quantizers.0 TensorQuantizer((2, 1) bit fake block_sizes={-1: 16, 'type': 'dynamic', 'scale_bits': (4, 3)}, amax=1.09e-01 calibrator=MaxCalibrator quant) model.language_model.layers.4.mlp.experts.down_proj_weight_quantizers.1 TensorQuantizer((2, 1) bit fake block_sizes={-1: 16, 'type': 'dynamic', 'scale_bits': (4, 3)}, amax=1.02e-01 calibrator=MaxCalibrator quant) model.language_model.layers.4.mlp.experts.down_proj_weight_quantizers.2 TensorQuantizer((2, 1) bit fake block_sizes={-1: 16, 'type': 'dynamic', 'scale_bits': (4, 3)}, amax=1.09e-01 calibrator=MaxCalibrator quant) model.language_model.layers.4.mlp.experts.down_proj_weight_quantizers.3 TensorQuantizer((2, 1) bit fake block_sizes={-1: 16, 'type': 'dynamic', 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'dynamic', 'scale_bits': (4, 3)}, amax=1.56e-01 calibrator=MaxCalibrator quant) model.language_model.layers.9.mlp.experts.gate_up_proj_weight_quantizers.7 TensorQuantizer((2, 1) bit fake block_sizes={-1: 16, 'type': 'dynamic', 'scale_bits': (4, 3)}, amax=1.09e-01 calibrator=MaxCalibrator quant) model.language_model.layers.9.mlp.experts.gate_up_proj_weight_quantizers.8 TensorQuantizer((2, 1) bit fake block_sizes={-1: 16, 'type': 'dynamic', 'scale_bits': (4, 3)}, amax=1.25e-01 calibrator=MaxCalibrator quant) model.language_model.layers.9.mlp.experts.gate_up_proj_weight_quantizers.9 TensorQuantizer((2, 1) bit fake block_sizes={-1: 16, 'type': 'dynamic', 'scale_bits': (4, 3)}, amax=1.25e-01 calibrator=MaxCalibrator quant) model.language_model.layers.9.mlp.experts.gate_up_proj_weight_quantizers.10 TensorQuantizer((2, 1) bit fake block_sizes={-1: 16, 'type': 'dynamic', 'scale_bits': (4, 3)}, amax=1.09e-01 calibrator=MaxCalibrator quant) model.language_model.layers.9.mlp.experts.gate_up_proj_weight_quantizers.11 TensorQuantizer((2, 1) bit fake block_sizes={-1: 16, 'type': 'dynamic', 'scale_bits': (4, 3)}, amax=1.25e-01 calibrator=MaxCalibrator quant) model.language_model.layers.9.mlp.experts.gate_up_proj_weight_quantizers.12 TensorQuantizer((2, 1) bit fake block_sizes={-1: 16, 'type': 'dynamic', 'scale_bits': (4, 3)}, amax=1.17e-01 calibrator=MaxCalibrator quant) model.language_model.layers.9.mlp.experts.gate_up_proj_weight_quantizers.13 TensorQuantizer((2, 1) bit fake block_sizes={-1: 16, 'type': 'dynamic', 'scale_bits': (4, 3)}, amax=1.17e-01 calibrator=MaxCalibrator quant) model.language_model.layers.9.mlp.experts.gate_up_proj_weight_quantizers.14 TensorQuantizer((2, 1) bit fake block_sizes={-1: 16, 'type': 'dynamic', 'scale_bits': (4, 3)}, amax=1.09e-01 calibrator=MaxCalibrator quant) model.language_model.layers.9.mlp.experts.gate_up_proj_weight_quantizers.15 TensorQuantizer((2, 1) bit fake block_sizes={-1: 16, 'type': 'dynamic', 'scale_bits': (4, 3)}, amax=1.09e-01 calibrator=MaxCalibrator quant) model.language_model.layers.9.mlp.experts.gate_up_proj_weight_quantizers.16 TensorQuantizer((2, 1) bit fake block_sizes={-1: 16, 'type': 'dynamic', 'scale_bits': (4, 3)}, amax=1.25e-01 calibrator=MaxCalibrator quant) model.language_model.layers.9.mlp.experts.gate_up_proj_weight_quantizers.17 TensorQuantizer((2, 1) bit fake block_sizes={-1: 16, 'type': 'dynamic', 'scale_bits': (4, 3)}, amax=1.09e-01 calibrator=MaxCalibrator quant) model.language_model.layers.9.mlp.experts.down_proj_input_quantizer TensorQuantizer((2, 1) bit fake block_sizes={-1: 16, 'type': 'dynamic', 'scale_bits': (4, 3)}, amax=3.12e+01 calibrator=MaxCalibrator quant) model.language_model.layers.9.mlp.experts.down_proj_weight_quantizers.0 TensorQuantizer((2, 1) bit fake block_sizes={-1: 16, 'type': 'dynamic', 'scale_bits': (4, 3)}, amax=1.02e-01 calibrator=MaxCalibrator quant) model.language_model.layers.9.mlp.experts.down_proj_weight_quantizers.1 TensorQuantizer((2, 1) bit fake block_sizes={-1: 16, 'type': 'dynamic', 'scale_bits': (4, 3)}, amax=1.09e-01 calibrator=MaxCalibrator quant) model.language_model.layers.9.mlp.experts.down_proj_weight_quantizers.2 TensorQuantizer((2, 1) bit fake block_sizes={-1: 16, 'type': 'dynamic', 'scale_bits': (4, 3)}, amax=1.02e-01 calibrator=MaxCalibrator quant) model.language_model.layers.9.mlp.experts.down_proj_weight_quantizers.3 TensorQuantizer((2, 1) bit fake block_sizes={-1: 16, 'type': 'dynamic', 'scale_bits': (4, 3)}, amax=1.09e-01 calibrator=MaxCalibrator quant) model.language_model.layers.9.mlp.experts.down_proj_weight_quantizers.4 TensorQuantizer((2, 1) bit fake block_sizes={-1: 16, 'type': 'dynamic', 'scale_bits': (4, 3)}, amax=1.09e-01 calibrator=MaxCalibrator quant) model.language_model.layers.9.mlp.experts.down_proj_weight_quantizers.5 TensorQuantizer((2, 1) bit fake block_sizes={-1: 16, 'type': 'dynamic', 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TensorQuantizer((2, 1) bit fake block_sizes={-1: 16, 'type': 'dynamic', 'scale_bits': (4, 3)}, amax=1.09e-01 calibrator=MaxCalibrator quant) model.language_model.layers.9.mlp.experts.down_proj_weight_quantizers.11 TensorQuantizer((2, 1) bit fake block_sizes={-1: 16, 'type': 'dynamic', 'scale_bits': (4, 3)}, amax=1.09e-01 calibrator=MaxCalibrator quant) model.language_model.layers.9.mlp.experts.down_proj_weight_quantizers.12 TensorQuantizer((2, 1) bit fake block_sizes={-1: 16, 'type': 'dynamic', 'scale_bits': (4, 3)}, amax=1.02e-01 calibrator=MaxCalibrator quant) model.language_model.layers.9.mlp.experts.down_proj_weight_quantizers.13 TensorQuantizer((2, 1) bit fake block_sizes={-1: 16, 'type': 'dynamic', 'scale_bits': (4, 3)}, amax=1.02e-01 calibrator=MaxCalibrator quant) model.language_model.layers.9.mlp.experts.down_proj_weight_quantizers.14 TensorQuantizer((2, 1) bit fake block_sizes={-1: 16, 'type': 'dynamic', 'scale_bits': (4, 3)}, amax=1.09e-01 calibrator=MaxCalibrator quant) model.language_model.layers.9.mlp.experts.down_proj_weight_quantizers.15 TensorQuantizer((2, 1) bit fake block_sizes={-1: 16, 'type': 'dynamic', 'scale_bits': (4, 3)}, amax=1.09e-01 calibrator=MaxCalibrator quant) model.language_model.layers.9.mlp.experts.down_proj_weight_quantizers.16 TensorQuantizer((2, 1) bit fake block_sizes={-1: 16, 'type': 'dynamic', 'scale_bits': (4, 3)}, amax=1.09e-01 calibrator=MaxCalibrator quant) model.language_model.layers.9.mlp.experts.down_proj_weight_quantizers.17 TensorQuantizer((2, 1) bit fake block_sizes={-1: 16, 'type': 'dynamic', 'scale_bits': (4, 3)}, amax=1.09e-01 calibrator=MaxCalibrator quant) model.language_model.layers.9.mlp.shared_experts.gate_proj.input_quantizer TensorQuantizer(disabled) model.language_model.layers.9.mlp.shared_experts.gate_proj.output_quantizer TensorQuantizer(disabled) model.language_model.layers.9.mlp.shared_experts.gate_proj.weight_quantizer TensorQuantizer(disabled) 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'type': 'dynamic', 'scale_bits': (4, 3)}, amax=1.17e-01 calibrator=MaxCalibrator quant) model.language_model.layers.10.mlp.experts.gate_up_proj_weight_quantizers.13 TensorQuantizer((2, 1) bit fake block_sizes={-1: 16, 'type': 'dynamic', 'scale_bits': (4, 3)}, amax=2.03e-01 calibrator=MaxCalibrator quant) model.language_model.layers.10.mlp.experts.gate_up_proj_weight_quantizers.14 TensorQuantizer((2, 1) bit fake block_sizes={-1: 16, 'type': 'dynamic', 'scale_bits': (4, 3)}, amax=1.09e-01 calibrator=MaxCalibrator quant) model.language_model.layers.10.mlp.experts.gate_up_proj_weight_quantizers.15 TensorQuantizer((2, 1) bit fake block_sizes={-1: 16, 'type': 'dynamic', 'scale_bits': (4, 3)}, amax=1.17e-01 calibrator=MaxCalibrator quant) model.language_model.layers.10.mlp.experts.gate_up_proj_weight_quantizers.16 TensorQuantizer((2, 1) bit fake block_sizes={-1: 16, 'type': 'dynamic', 'scale_bits': (4, 3)}, amax=1.17e-01 calibrator=MaxCalibrator quant) model.language_model.layers.10.mlp.experts.gate_up_proj_weight_quantizers.17 TensorQuantizer((2, 1) bit fake block_sizes={-1: 16, 'type': 'dynamic', 'scale_bits': (4, 3)}, amax=1.17e-01 calibrator=MaxCalibrator quant) model.language_model.layers.10.mlp.experts.down_proj_input_quantizer TensorQuantizer((2, 1) bit fake block_sizes={-1: 16, 'type': 'dynamic', 'scale_bits': (4, 3)}, amax=8.65e+01 calibrator=MaxCalibrator quant) model.language_model.layers.10.mlp.experts.down_proj_weight_quantizers.0 TensorQuantizer((2, 1) bit fake block_sizes={-1: 16, 'type': 'dynamic', 'scale_bits': (4, 3)}, amax=1.09e-01 calibrator=MaxCalibrator quant) model.language_model.layers.10.mlp.experts.down_proj_weight_quantizers.1 TensorQuantizer((2, 1) bit fake block_sizes={-1: 16, 'type': 'dynamic', 'scale_bits': (4, 3)}, amax=1.09e-01 calibrator=MaxCalibrator quant) model.language_model.layers.10.mlp.experts.down_proj_weight_quantizers.2 TensorQuantizer((2, 1) bit fake block_sizes={-1: 16, 'type': 'dynamic', 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calibrator=MaxCalibrator quant) model.language_model.layers.14.mlp.experts.gate_up_proj_weight_quantizers.3 TensorQuantizer((2, 1) bit fake block_sizes={-1: 16, 'type': 'dynamic', 'scale_bits': (4, 3)}, amax=1.25e-01 calibrator=MaxCalibrator quant) model.language_model.layers.14.mlp.experts.gate_up_proj_weight_quantizers.4 TensorQuantizer((2, 1) bit fake block_sizes={-1: 16, 'type': 'dynamic', 'scale_bits': (4, 3)}, amax=1.09e-01 calibrator=MaxCalibrator quant) model.language_model.layers.14.mlp.experts.gate_up_proj_weight_quantizers.5 TensorQuantizer((2, 1) bit fake block_sizes={-1: 16, 'type': 'dynamic', 'scale_bits': (4, 3)}, amax=1.09e-01 calibrator=MaxCalibrator quant) model.language_model.layers.14.mlp.experts.gate_up_proj_weight_quantizers.6 TensorQuantizer((2, 1) bit fake block_sizes={-1: 16, 'type': 'dynamic', 'scale_bits': (4, 3)}, amax=1.17e-01 calibrator=MaxCalibrator quant) model.language_model.layers.14.mlp.experts.gate_up_proj_weight_quantizers.7 TensorQuantizer((2, 1) 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model.language_model.layers.17.mlp.experts.down_proj_input_quantizer TensorQuantizer((2, 1) bit fake block_sizes={-1: 16, 'type': 'dynamic', 'scale_bits': (4, 3)}, amax=4.60e+01 calibrator=MaxCalibrator quant) model.language_model.layers.17.mlp.experts.down_proj_weight_quantizers.0 TensorQuantizer((2, 1) bit fake block_sizes={-1: 16, 'type': 'dynamic', 'scale_bits': (4, 3)}, amax=1.09e-01 calibrator=MaxCalibrator quant) model.language_model.layers.17.mlp.experts.down_proj_weight_quantizers.1 TensorQuantizer((2, 1) bit fake block_sizes={-1: 16, 'type': 'dynamic', 'scale_bits': (4, 3)}, amax=1.09e-01 calibrator=MaxCalibrator quant) model.language_model.layers.17.mlp.experts.down_proj_weight_quantizers.2 TensorQuantizer((2, 1) bit fake block_sizes={-1: 16, 'type': 'dynamic', 'scale_bits': (4, 3)}, amax=1.09e-01 calibrator=MaxCalibrator quant) model.language_model.layers.17.mlp.experts.down_proj_weight_quantizers.3 TensorQuantizer((2, 1) bit fake block_sizes={-1: 16, 'type': 'dynamic', 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'dynamic', 'scale_bits': (4, 3)}, amax=1.02e-01 calibrator=MaxCalibrator quant) model.language_model.layers.17.mlp.shared_experts.gate_proj.input_quantizer TensorQuantizer(disabled) model.language_model.layers.17.mlp.shared_experts.gate_proj.output_quantizer TensorQuantizer(disabled) model.language_model.layers.17.mlp.shared_experts.gate_proj.weight_quantizer TensorQuantizer(disabled) model.language_model.layers.17.mlp.shared_experts.up_proj.input_quantizer TensorQuantizer(disabled) model.language_model.layers.17.mlp.shared_experts.up_proj.output_quantizer TensorQuantizer(disabled) model.language_model.layers.17.mlp.shared_experts.up_proj.weight_quantizer TensorQuantizer(disabled) model.language_model.layers.17.mlp.shared_experts.down_proj.input_quantizer TensorQuantizer(disabled) model.language_model.layers.17.mlp.shared_experts.down_proj.output_quantizer TensorQuantizer(disabled) model.language_model.layers.17.mlp.shared_experts.down_proj.weight_quantizer TensorQuantizer(disabled) 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16, 'type': 'dynamic', 'scale_bits': (4, 3)}, amax=1.25e-01 calibrator=MaxCalibrator quant) model.language_model.layers.18.mlp.experts.gate_up_proj_weight_quantizers.16 TensorQuantizer((2, 1) bit fake block_sizes={-1: 16, 'type': 'dynamic', 'scale_bits': (4, 3)}, amax=1.17e-01 calibrator=MaxCalibrator quant) model.language_model.layers.18.mlp.experts.gate_up_proj_weight_quantizers.17 TensorQuantizer((2, 1) bit fake block_sizes={-1: 16, 'type': 'dynamic', 'scale_bits': (4, 3)}, amax=1.09e-01 calibrator=MaxCalibrator quant) model.language_model.layers.18.mlp.experts.down_proj_input_quantizer TensorQuantizer((2, 1) bit fake block_sizes={-1: 16, 'type': 'dynamic', 'scale_bits': (4, 3)}, amax=1.00e+02 calibrator=MaxCalibrator quant) model.language_model.layers.18.mlp.experts.down_proj_weight_quantizers.0 TensorQuantizer((2, 1) bit fake block_sizes={-1: 16, 'type': 'dynamic', 'scale_bits': (4, 3)}, amax=1.17e-01 calibrator=MaxCalibrator quant) 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'type': 'dynamic', 'scale_bits': (4, 3)}, amax=1.17e-01 calibrator=MaxCalibrator quant) model.language_model.layers.19.mlp.experts.gate_up_proj_weight_quantizers.10 TensorQuantizer((2, 1) bit fake block_sizes={-1: 16, 'type': 'dynamic', 'scale_bits': (4, 3)}, amax=1.09e-01 calibrator=MaxCalibrator quant) model.language_model.layers.19.mlp.experts.gate_up_proj_weight_quantizers.11 TensorQuantizer((2, 1) bit fake block_sizes={-1: 16, 'type': 'dynamic', 'scale_bits': (4, 3)}, amax=1.41e-01 calibrator=MaxCalibrator quant) model.language_model.layers.19.mlp.experts.gate_up_proj_weight_quantizers.12 TensorQuantizer((2, 1) bit fake block_sizes={-1: 16, 'type': 'dynamic', 'scale_bits': (4, 3)}, amax=1.25e-01 calibrator=MaxCalibrator quant) model.language_model.layers.19.mlp.experts.gate_up_proj_weight_quantizers.13 TensorQuantizer((2, 1) bit fake block_sizes={-1: 16, 'type': 'dynamic', 'scale_bits': (4, 3)}, amax=1.09e-01 calibrator=MaxCalibrator quant) 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'type': 'dynamic', 'scale_bits': (4, 3)}, amax=5.45e+01 calibrator=MaxCalibrator quant) model.language_model.layers.19.mlp.experts.down_proj_weight_quantizers.0 TensorQuantizer((2, 1) bit fake block_sizes={-1: 16, 'type': 'dynamic', 'scale_bits': (4, 3)}, amax=1.09e-01 calibrator=MaxCalibrator quant) model.language_model.layers.19.mlp.experts.down_proj_weight_quantizers.1 TensorQuantizer((2, 1) bit fake block_sizes={-1: 16, 'type': 'dynamic', 'scale_bits': (4, 3)}, amax=1.09e-01 calibrator=MaxCalibrator quant) model.language_model.layers.19.mlp.experts.down_proj_weight_quantizers.2 TensorQuantizer((2, 1) bit fake block_sizes={-1: 16, 'type': 'dynamic', 'scale_bits': (4, 3)}, amax=1.09e-01 calibrator=MaxCalibrator quant) model.language_model.layers.19.mlp.experts.down_proj_weight_quantizers.3 TensorQuantizer((2, 1) bit fake block_sizes={-1: 16, 'type': 'dynamic', 'scale_bits': (4, 3)}, amax=1.17e-01 calibrator=MaxCalibrator quant) 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'scale_bits': (4, 3)}, amax=9.38e-02 calibrator=MaxCalibrator quant) model.language_model.layers.19.mlp.experts.down_proj_weight_quantizers.9 TensorQuantizer((2, 1) bit fake block_sizes={-1: 16, 'type': 'dynamic', 'scale_bits': (4, 3)}, amax=1.09e-01 calibrator=MaxCalibrator quant) model.language_model.layers.19.mlp.experts.down_proj_weight_quantizers.10 TensorQuantizer((2, 1) bit fake block_sizes={-1: 16, 'type': 'dynamic', 'scale_bits': (4, 3)}, amax=1.09e-01 calibrator=MaxCalibrator quant) model.language_model.layers.19.mlp.experts.down_proj_weight_quantizers.11 TensorQuantizer((2, 1) bit fake block_sizes={-1: 16, 'type': 'dynamic', 'scale_bits': (4, 3)}, amax=1.09e-01 calibrator=MaxCalibrator quant) model.language_model.layers.19.mlp.experts.down_proj_weight_quantizers.12 TensorQuantizer((2, 1) bit fake block_sizes={-1: 16, 'type': 'dynamic', 'scale_bits': (4, 3)}, amax=1.09e-01 calibrator=MaxCalibrator quant) 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'dynamic', 'scale_bits': (4, 3)}, amax=1.02e-01 calibrator=MaxCalibrator quant) model.language_model.layers.19.mlp.shared_experts.gate_proj.input_quantizer TensorQuantizer(disabled) model.language_model.layers.19.mlp.shared_experts.gate_proj.output_quantizer TensorQuantizer(disabled) model.language_model.layers.19.mlp.shared_experts.gate_proj.weight_quantizer TensorQuantizer(disabled) model.language_model.layers.19.mlp.shared_experts.up_proj.input_quantizer TensorQuantizer(disabled) model.language_model.layers.19.mlp.shared_experts.up_proj.output_quantizer TensorQuantizer(disabled) model.language_model.layers.19.mlp.shared_experts.up_proj.weight_quantizer TensorQuantizer(disabled) model.language_model.layers.19.mlp.shared_experts.down_proj.input_quantizer TensorQuantizer(disabled) model.language_model.layers.19.mlp.shared_experts.down_proj.output_quantizer TensorQuantizer(disabled) model.language_model.layers.19.mlp.shared_experts.down_proj.weight_quantizer TensorQuantizer(disabled) 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'type': 'dynamic', 'scale_bits': (4, 3)}, amax=1.25e-01 calibrator=MaxCalibrator quant) model.language_model.layers.20.mlp.experts.gate_up_proj_weight_quantizers.7 TensorQuantizer((2, 1) bit fake block_sizes={-1: 16, 'type': 'dynamic', 'scale_bits': (4, 3)}, amax=1.25e-01 calibrator=MaxCalibrator quant) model.language_model.layers.20.mlp.experts.gate_up_proj_weight_quantizers.8 TensorQuantizer((2, 1) bit fake block_sizes={-1: 16, 'type': 'dynamic', 'scale_bits': (4, 3)}, amax=1.25e-01 calibrator=MaxCalibrator quant) model.language_model.layers.20.mlp.experts.gate_up_proj_weight_quantizers.9 TensorQuantizer((2, 1) bit fake block_sizes={-1: 16, 'type': 'dynamic', 'scale_bits': (4, 3)}, amax=1.17e-01 calibrator=MaxCalibrator quant) model.language_model.layers.20.mlp.experts.gate_up_proj_weight_quantizers.10 TensorQuantizer((2, 1) bit fake block_sizes={-1: 16, 'type': 'dynamic', 'scale_bits': (4, 3)}, amax=1.09e-01 calibrator=MaxCalibrator quant) 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16, 'type': 'dynamic', 'scale_bits': (4, 3)}, amax=1.09e-01 calibrator=MaxCalibrator quant) model.language_model.layers.20.mlp.experts.gate_up_proj_weight_quantizers.16 TensorQuantizer((2, 1) bit fake block_sizes={-1: 16, 'type': 'dynamic', 'scale_bits': (4, 3)}, amax=1.56e-01 calibrator=MaxCalibrator quant) model.language_model.layers.20.mlp.experts.gate_up_proj_weight_quantizers.17 TensorQuantizer((2, 1) bit fake block_sizes={-1: 16, 'type': 'dynamic', 'scale_bits': (4, 3)}, amax=1.25e-01 calibrator=MaxCalibrator quant) model.language_model.layers.20.mlp.experts.down_proj_input_quantizer TensorQuantizer((2, 1) bit fake block_sizes={-1: 16, 'type': 'dynamic', 'scale_bits': (4, 3)}, amax=9.70e+01 calibrator=MaxCalibrator quant) model.language_model.layers.20.mlp.experts.down_proj_weight_quantizers.0 TensorQuantizer((2, 1) bit fake block_sizes={-1: 16, 'type': 'dynamic', 'scale_bits': (4, 3)}, amax=1.17e-01 calibrator=MaxCalibrator quant) model.language_model.layers.20.mlp.experts.down_proj_weight_quantizers.1 TensorQuantizer((2, 1) bit fake block_sizes={-1: 16, 'type': 'dynamic', 'scale_bits': (4, 3)}, amax=1.09e-01 calibrator=MaxCalibrator quant) model.language_model.layers.20.mlp.experts.down_proj_weight_quantizers.2 TensorQuantizer((2, 1) bit fake block_sizes={-1: 16, 'type': 'dynamic', 'scale_bits': (4, 3)}, amax=1.09e-01 calibrator=MaxCalibrator quant) model.language_model.layers.20.mlp.experts.down_proj_weight_quantizers.3 TensorQuantizer((2, 1) bit fake block_sizes={-1: 16, 'type': 'dynamic', 'scale_bits': (4, 3)}, amax=1.09e-01 calibrator=MaxCalibrator quant) model.language_model.layers.20.mlp.experts.down_proj_weight_quantizers.4 TensorQuantizer((2, 1) bit fake block_sizes={-1: 16, 'type': 'dynamic', 'scale_bits': (4, 3)}, amax=1.17e-01 calibrator=MaxCalibrator quant) model.language_model.layers.20.mlp.experts.down_proj_weight_quantizers.5 TensorQuantizer((2, 1) bit fake block_sizes={-1: 16, 'type': 'dynamic', 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16, 'type': 'dynamic', 'scale_bits': (4, 3)}, amax=1.25e-01 calibrator=MaxCalibrator quant) model.language_model.layers.22.mlp.experts.gate_up_proj_weight_quantizers.15 TensorQuantizer((2, 1) bit fake block_sizes={-1: 16, 'type': 'dynamic', 'scale_bits': (4, 3)}, amax=1.25e-01 calibrator=MaxCalibrator quant) model.language_model.layers.22.mlp.experts.gate_up_proj_weight_quantizers.16 TensorQuantizer((2, 1) bit fake block_sizes={-1: 16, 'type': 'dynamic', 'scale_bits': (4, 3)}, amax=1.09e-01 calibrator=MaxCalibrator quant) model.language_model.layers.22.mlp.experts.gate_up_proj_weight_quantizers.17 TensorQuantizer((2, 1) bit fake block_sizes={-1: 16, 'type': 'dynamic', 'scale_bits': (4, 3)}, amax=1.09e-01 calibrator=MaxCalibrator quant) model.language_model.layers.22.mlp.experts.down_proj_input_quantizer TensorQuantizer((2, 1) bit fake block_sizes={-1: 16, 'type': 'dynamic', 'scale_bits': (4, 3)}, amax=6.02e+01 calibrator=MaxCalibrator quant) 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3)}, amax=2.33e+00 calibrator=MaxCalibrator quant) model.language_model.layers.26.mlp.experts.gate_up_proj_weight_quantizers.0 TensorQuantizer((2, 1) bit fake block_sizes={-1: 16, 'type': 'dynamic', 'scale_bits': (4, 3)}, amax=1.02e-01 calibrator=MaxCalibrator quant) model.language_model.layers.26.mlp.experts.gate_up_proj_weight_quantizers.1 TensorQuantizer((2, 1) bit fake block_sizes={-1: 16, 'type': 'dynamic', 'scale_bits': (4, 3)}, amax=1.09e-01 calibrator=MaxCalibrator quant) model.language_model.layers.26.mlp.experts.gate_up_proj_weight_quantizers.2 TensorQuantizer((2, 1) bit fake block_sizes={-1: 16, 'type': 'dynamic', 'scale_bits': (4, 3)}, amax=1.17e-01 calibrator=MaxCalibrator quant) model.language_model.layers.26.mlp.experts.gate_up_proj_weight_quantizers.3 TensorQuantizer((2, 1) bit fake block_sizes={-1: 16, 'type': 'dynamic', 'scale_bits': (4, 3)}, amax=1.25e-01 calibrator=MaxCalibrator quant) model.language_model.layers.26.mlp.experts.gate_up_proj_weight_quantizers.4 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calibrator=MaxCalibrator quant) model.language_model.layers.26.mlp.experts.gate_up_proj_weight_quantizers.9 TensorQuantizer((2, 1) bit fake block_sizes={-1: 16, 'type': 'dynamic', 'scale_bits': (4, 3)}, amax=1.88e-01 calibrator=MaxCalibrator quant) model.language_model.layers.26.mlp.experts.gate_up_proj_weight_quantizers.10 TensorQuantizer((2, 1) bit fake block_sizes={-1: 16, 'type': 'dynamic', 'scale_bits': (4, 3)}, amax=1.17e-01 calibrator=MaxCalibrator quant) model.language_model.layers.26.mlp.experts.gate_up_proj_weight_quantizers.11 TensorQuantizer((2, 1) bit fake block_sizes={-1: 16, 'type': 'dynamic', 'scale_bits': (4, 3)}, amax=1.41e-01 calibrator=MaxCalibrator quant) model.language_model.layers.26.mlp.experts.gate_up_proj_weight_quantizers.12 TensorQuantizer((2, 1) bit fake block_sizes={-1: 16, 'type': 'dynamic', 'scale_bits': (4, 3)}, amax=1.17e-01 calibrator=MaxCalibrator quant) model.language_model.layers.26.mlp.experts.gate_up_proj_weight_quantizers.13 TensorQuantizer((2, 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'type': 'dynamic', 'scale_bits': (4, 3)}, amax=1.09e-01 calibrator=MaxCalibrator quant) model.language_model.layers.27.mlp.experts.gate_up_proj_weight_quantizers.8 TensorQuantizer((2, 1) bit fake block_sizes={-1: 16, 'type': 'dynamic', 'scale_bits': (4, 3)}, amax=1.41e-01 calibrator=MaxCalibrator quant) model.language_model.layers.27.mlp.experts.gate_up_proj_weight_quantizers.9 TensorQuantizer((2, 1) bit fake block_sizes={-1: 16, 'type': 'dynamic', 'scale_bits': (4, 3)}, amax=1.09e-01 calibrator=MaxCalibrator quant) model.language_model.layers.27.mlp.experts.gate_up_proj_weight_quantizers.10 TensorQuantizer((2, 1) bit fake block_sizes={-1: 16, 'type': 'dynamic', 'scale_bits': (4, 3)}, amax=1.09e-01 calibrator=MaxCalibrator quant) model.language_model.layers.27.mlp.experts.gate_up_proj_weight_quantizers.11 TensorQuantizer((2, 1) bit fake block_sizes={-1: 16, 'type': 'dynamic', 'scale_bits': (4, 3)}, amax=1.25e-01 calibrator=MaxCalibrator quant) 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16, 'type': 'dynamic', 'scale_bits': (4, 3)}, amax=1.25e-01 calibrator=MaxCalibrator quant) model.language_model.layers.27.mlp.experts.gate_up_proj_weight_quantizers.17 TensorQuantizer((2, 1) bit fake block_sizes={-1: 16, 'type': 'dynamic', 'scale_bits': (4, 3)}, amax=1.09e-01 calibrator=MaxCalibrator quant) model.language_model.layers.27.mlp.experts.down_proj_input_quantizer TensorQuantizer((2, 1) bit fake block_sizes={-1: 16, 'type': 'dynamic', 'scale_bits': (4, 3)}, amax=7.05e+01 calibrator=MaxCalibrator quant) model.language_model.layers.27.mlp.experts.down_proj_weight_quantizers.0 TensorQuantizer((2, 1) bit fake block_sizes={-1: 16, 'type': 'dynamic', 'scale_bits': (4, 3)}, amax=1.02e-01 calibrator=MaxCalibrator quant) model.language_model.layers.27.mlp.experts.down_proj_weight_quantizers.1 TensorQuantizer((2, 1) bit fake block_sizes={-1: 16, 'type': 'dynamic', 'scale_bits': (4, 3)}, amax=1.02e-01 calibrator=MaxCalibrator quant) 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3)}, amax=2.22e+00 calibrator=MaxCalibrator quant) model.language_model.layers.28.mlp.experts.gate_up_proj_weight_quantizers.0 TensorQuantizer((2, 1) bit fake block_sizes={-1: 16, 'type': 'dynamic', 'scale_bits': (4, 3)}, amax=1.17e-01 calibrator=MaxCalibrator quant) model.language_model.layers.28.mlp.experts.gate_up_proj_weight_quantizers.1 TensorQuantizer((2, 1) bit fake block_sizes={-1: 16, 'type': 'dynamic', 'scale_bits': (4, 3)}, amax=1.41e-01 calibrator=MaxCalibrator quant) model.language_model.layers.28.mlp.experts.gate_up_proj_weight_quantizers.2 TensorQuantizer((2, 1) bit fake block_sizes={-1: 16, 'type': 'dynamic', 'scale_bits': (4, 3)}, amax=1.17e-01 calibrator=MaxCalibrator quant) model.language_model.layers.28.mlp.experts.gate_up_proj_weight_quantizers.3 TensorQuantizer((2, 1) bit fake block_sizes={-1: 16, 'type': 'dynamic', 'scale_bits': (4, 3)}, amax=1.25e-01 calibrator=MaxCalibrator quant) model.language_model.layers.28.mlp.experts.gate_up_proj_weight_quantizers.4 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calibrator=MaxCalibrator quant) model.language_model.layers.28.mlp.experts.gate_up_proj_weight_quantizers.9 TensorQuantizer((2, 1) bit fake block_sizes={-1: 16, 'type': 'dynamic', 'scale_bits': (4, 3)}, amax=1.09e-01 calibrator=MaxCalibrator quant) model.language_model.layers.28.mlp.experts.gate_up_proj_weight_quantizers.10 TensorQuantizer((2, 1) bit fake block_sizes={-1: 16, 'type': 'dynamic', 'scale_bits': (4, 3)}, amax=1.09e-01 calibrator=MaxCalibrator quant) model.language_model.layers.28.mlp.experts.gate_up_proj_weight_quantizers.11 TensorQuantizer((2, 1) bit fake block_sizes={-1: 16, 'type': 'dynamic', 'scale_bits': (4, 3)}, amax=1.02e-01 calibrator=MaxCalibrator quant) model.language_model.layers.28.mlp.experts.gate_up_proj_weight_quantizers.12 TensorQuantizer((2, 1) bit fake block_sizes={-1: 16, 'type': 'dynamic', 'scale_bits': (4, 3)}, amax=1.25e-01 calibrator=MaxCalibrator quant) model.language_model.layers.28.mlp.experts.gate_up_proj_weight_quantizers.13 TensorQuantizer((2, 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'type': 'dynamic', 'scale_bits': (4, 3)}, amax=1.17e-01 calibrator=MaxCalibrator quant) model.language_model.layers.29.mlp.experts.gate_up_proj_weight_quantizers.7 TensorQuantizer((2, 1) bit fake block_sizes={-1: 16, 'type': 'dynamic', 'scale_bits': (4, 3)}, amax=1.17e-01 calibrator=MaxCalibrator quant) model.language_model.layers.29.mlp.experts.gate_up_proj_weight_quantizers.8 TensorQuantizer((2, 1) bit fake block_sizes={-1: 16, 'type': 'dynamic', 'scale_bits': (4, 3)}, amax=1.17e-01 calibrator=MaxCalibrator quant) model.language_model.layers.29.mlp.experts.gate_up_proj_weight_quantizers.9 TensorQuantizer((2, 1) bit fake block_sizes={-1: 16, 'type': 'dynamic', 'scale_bits': (4, 3)}, amax=1.25e-01 calibrator=MaxCalibrator quant) model.language_model.layers.29.mlp.experts.gate_up_proj_weight_quantizers.10 TensorQuantizer((2, 1) bit fake block_sizes={-1: 16, 'type': 'dynamic', 'scale_bits': (4, 3)}, amax=1.09e-01 calibrator=MaxCalibrator quant) 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16, 'type': 'dynamic', 'scale_bits': (4, 3)}, amax=1.09e-01 calibrator=MaxCalibrator quant) model.language_model.layers.29.mlp.experts.gate_up_proj_weight_quantizers.16 TensorQuantizer((2, 1) bit fake block_sizes={-1: 16, 'type': 'dynamic', 'scale_bits': (4, 3)}, amax=1.09e-01 calibrator=MaxCalibrator quant) model.language_model.layers.29.mlp.experts.gate_up_proj_weight_quantizers.17 TensorQuantizer((2, 1) bit fake block_sizes={-1: 16, 'type': 'dynamic', 'scale_bits': (4, 3)}, amax=1.09e-01 calibrator=MaxCalibrator quant) model.language_model.layers.29.mlp.experts.down_proj_input_quantizer TensorQuantizer((2, 1) bit fake block_sizes={-1: 16, 'type': 'dynamic', 'scale_bits': (4, 3)}, amax=1.00e+02 calibrator=MaxCalibrator quant) model.language_model.layers.29.mlp.experts.down_proj_weight_quantizers.0 TensorQuantizer((2, 1) bit fake block_sizes={-1: 16, 'type': 'dynamic', 'scale_bits': (4, 3)}, amax=1.09e-01 calibrator=MaxCalibrator quant) 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'type': 'dynamic', 'scale_bits': (4, 3)}, amax=1.09e-01 calibrator=MaxCalibrator quant) model.language_model.layers.30.mlp.experts.gate_up_proj_weight_quantizers.13 TensorQuantizer((2, 1) bit fake block_sizes={-1: 16, 'type': 'dynamic', 'scale_bits': (4, 3)}, amax=1.09e-01 calibrator=MaxCalibrator quant) model.language_model.layers.30.mlp.experts.gate_up_proj_weight_quantizers.14 TensorQuantizer((2, 1) bit fake block_sizes={-1: 16, 'type': 'dynamic', 'scale_bits': (4, 3)}, amax=1.41e-01 calibrator=MaxCalibrator quant) model.language_model.layers.30.mlp.experts.gate_up_proj_weight_quantizers.15 TensorQuantizer((2, 1) bit fake block_sizes={-1: 16, 'type': 'dynamic', 'scale_bits': (4, 3)}, amax=1.09e-01 calibrator=MaxCalibrator quant) model.language_model.layers.30.mlp.experts.gate_up_proj_weight_quantizers.16 TensorQuantizer((2, 1) bit fake block_sizes={-1: 16, 'type': 'dynamic', 'scale_bits': (4, 3)}, amax=1.17e-01 calibrator=MaxCalibrator quant) 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'type': 'dynamic', 'scale_bits': (4, 3)}, amax=1.25e-01 calibrator=MaxCalibrator quant) model.language_model.layers.32.mlp.experts.gate_up_proj_weight_quantizers.13 TensorQuantizer((2, 1) bit fake block_sizes={-1: 16, 'type': 'dynamic', 'scale_bits': (4, 3)}, amax=1.09e-01 calibrator=MaxCalibrator quant) model.language_model.layers.32.mlp.experts.gate_up_proj_weight_quantizers.14 TensorQuantizer((2, 1) bit fake block_sizes={-1: 16, 'type': 'dynamic', 'scale_bits': (4, 3)}, amax=1.17e-01 calibrator=MaxCalibrator quant) model.language_model.layers.32.mlp.experts.gate_up_proj_weight_quantizers.15 TensorQuantizer((2, 1) bit fake block_sizes={-1: 16, 'type': 'dynamic', 'scale_bits': (4, 3)}, amax=1.09e-01 calibrator=MaxCalibrator quant) model.language_model.layers.32.mlp.experts.gate_up_proj_weight_quantizers.16 TensorQuantizer((2, 1) bit fake block_sizes={-1: 16, 'type': 'dynamic', 'scale_bits': (4, 3)}, amax=1.25e-01 calibrator=MaxCalibrator quant) 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calibrator=MaxCalibrator quant) model.language_model.layers.37.mlp.experts.gate_up_proj_weight_quantizers.9 TensorQuantizer((2, 1) bit fake block_sizes={-1: 16, 'type': 'dynamic', 'scale_bits': (4, 3)}, amax=1.09e-01 calibrator=MaxCalibrator quant) model.language_model.layers.37.mlp.experts.gate_up_proj_weight_quantizers.10 TensorQuantizer((2, 1) bit fake block_sizes={-1: 16, 'type': 'dynamic', 'scale_bits': (4, 3)}, amax=1.17e-01 calibrator=MaxCalibrator quant) model.language_model.layers.37.mlp.experts.gate_up_proj_weight_quantizers.11 TensorQuantizer((2, 1) bit fake block_sizes={-1: 16, 'type': 'dynamic', 'scale_bits': (4, 3)}, amax=1.17e-01 calibrator=MaxCalibrator quant) model.language_model.layers.37.mlp.experts.gate_up_proj_weight_quantizers.12 TensorQuantizer((2, 1) bit fake block_sizes={-1: 16, 'type': 'dynamic', 'scale_bits': (4, 3)}, amax=1.25e-01 calibrator=MaxCalibrator quant) model.language_model.layers.37.mlp.experts.gate_up_proj_weight_quantizers.13 TensorQuantizer((2, 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model.language_model.layers.37.mlp.experts.down_proj_input_quantizer TensorQuantizer((2, 1) bit fake block_sizes={-1: 16, 'type': 'dynamic', 'scale_bits': (4, 3)}, amax=1.00e+02 calibrator=MaxCalibrator quant) model.language_model.layers.37.mlp.experts.down_proj_weight_quantizers.0 TensorQuantizer((2, 1) bit fake block_sizes={-1: 16, 'type': 'dynamic', 'scale_bits': (4, 3)}, amax=1.17e-01 calibrator=MaxCalibrator quant) model.language_model.layers.37.mlp.experts.down_proj_weight_quantizers.1 TensorQuantizer((2, 1) bit fake block_sizes={-1: 16, 'type': 'dynamic', 'scale_bits': (4, 3)}, amax=1.25e-01 calibrator=MaxCalibrator quant) model.language_model.layers.37.mlp.experts.down_proj_weight_quantizers.2 TensorQuantizer((2, 1) bit fake block_sizes={-1: 16, 'type': 'dynamic', 'scale_bits': (4, 3)}, amax=2.19e-01 calibrator=MaxCalibrator quant) model.language_model.layers.37.mlp.experts.down_proj_weight_quantizers.3 TensorQuantizer((2, 1) bit fake block_sizes={-1: 16, 'type': 'dynamic', 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16, 'type': 'dynamic', 'scale_bits': (4, 3)}, amax=1.17e-01 calibrator=MaxCalibrator quant) model.language_model.layers.38.mlp.experts.gate_up_proj_weight_quantizers.16 TensorQuantizer((2, 1) bit fake block_sizes={-1: 16, 'type': 'dynamic', 'scale_bits': (4, 3)}, amax=1.17e-01 calibrator=MaxCalibrator quant) model.language_model.layers.38.mlp.experts.gate_up_proj_weight_quantizers.17 TensorQuantizer((2, 1) bit fake block_sizes={-1: 16, 'type': 'dynamic', 'scale_bits': (4, 3)}, amax=1.17e-01 calibrator=MaxCalibrator quant) model.language_model.layers.38.mlp.experts.down_proj_input_quantizer TensorQuantizer((2, 1) bit fake block_sizes={-1: 16, 'type': 'dynamic', 'scale_bits': (4, 3)}, amax=9.80e+01 calibrator=MaxCalibrator quant) model.language_model.layers.38.mlp.experts.down_proj_weight_quantizers.0 TensorQuantizer((2, 1) bit fake block_sizes={-1: 16, 'type': 'dynamic', 'scale_bits': (4, 3)}, amax=1.02e-01 calibrator=MaxCalibrator quant) 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16, 'type': 'dynamic', 'scale_bits': (4, 3)}, amax=1.72e-01 calibrator=MaxCalibrator quant) model.language_model.layers.42.mlp.experts.gate_up_proj_weight_quantizers.15 TensorQuantizer((2, 1) bit fake block_sizes={-1: 16, 'type': 'dynamic', 'scale_bits': (4, 3)}, amax=1.25e-01 calibrator=MaxCalibrator quant) model.language_model.layers.42.mlp.experts.gate_up_proj_weight_quantizers.16 TensorQuantizer((2, 1) bit fake block_sizes={-1: 16, 'type': 'dynamic', 'scale_bits': (4, 3)}, amax=1.88e-01 calibrator=MaxCalibrator quant) model.language_model.layers.42.mlp.experts.gate_up_proj_weight_quantizers.17 TensorQuantizer((2, 1) bit fake block_sizes={-1: 16, 'type': 'dynamic', 'scale_bits': (4, 3)}, amax=1.72e-01 calibrator=MaxCalibrator quant) model.language_model.layers.42.mlp.experts.down_proj_input_quantizer TensorQuantizer((2, 1) bit fake block_sizes={-1: 16, 'type': 'dynamic', 'scale_bits': (4, 3)}, amax=9.45e+01 calibrator=MaxCalibrator quant) 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TensorQuantizer((2, 1) bit fake block_sizes={-1: 16, 'type': 'dynamic', 'scale_bits': (4, 3)}, amax=1.41e-01 calibrator=MaxCalibrator quant) model.language_model.layers.43.mlp.experts.down_proj_weight_quantizers.13 TensorQuantizer((2, 1) bit fake block_sizes={-1: 16, 'type': 'dynamic', 'scale_bits': (4, 3)}, amax=2.00e+00 calibrator=MaxCalibrator quant) model.language_model.layers.43.mlp.experts.down_proj_weight_quantizers.14 TensorQuantizer((2, 1) bit fake block_sizes={-1: 16, 'type': 'dynamic', 'scale_bits': (4, 3)}, amax=2.03e-01 calibrator=MaxCalibrator quant) model.language_model.layers.43.mlp.experts.down_proj_weight_quantizers.15 TensorQuantizer((2, 1) bit fake block_sizes={-1: 16, 'type': 'dynamic', 'scale_bits': (4, 3)}, amax=3.12e-01 calibrator=MaxCalibrator quant) model.language_model.layers.43.mlp.experts.down_proj_weight_quantizers.16 TensorQuantizer((2, 1) bit fake block_sizes={-1: 16, 'type': 'dynamic', 'scale_bits': (4, 3)}, amax=1.25e-01 calibrator=MaxCalibrator quant) model.language_model.layers.43.mlp.experts.down_proj_weight_quantizers.17 TensorQuantizer((2, 1) bit fake block_sizes={-1: 16, 'type': 'dynamic', 'scale_bits': (4, 3)}, amax=1.56e-01 calibrator=MaxCalibrator quant) model.language_model.layers.43.mlp.shared_experts.gate_proj.input_quantizer TensorQuantizer(disabled) model.language_model.layers.43.mlp.shared_experts.gate_proj.output_quantizer TensorQuantizer(disabled) model.language_model.layers.43.mlp.shared_experts.gate_proj.weight_quantizer TensorQuantizer(disabled) model.language_model.layers.43.mlp.shared_experts.up_proj.input_quantizer TensorQuantizer(disabled) model.language_model.layers.43.mlp.shared_experts.up_proj.output_quantizer TensorQuantizer(disabled) model.language_model.layers.43.mlp.shared_experts.up_proj.weight_quantizer TensorQuantizer(disabled) model.language_model.layers.43.mlp.shared_experts.down_proj.input_quantizer TensorQuantizer(disabled) model.language_model.layers.43.mlp.shared_experts.down_proj.output_quantizer TensorQuantizer(disabled) model.language_model.layers.43.mlp.shared_experts.down_proj.weight_quantizer TensorQuantizer(disabled) model.language_model.layers.44.self_attn.q_proj.input_quantizer TensorQuantizer(disabled) model.language_model.layers.44.self_attn.q_proj.output_quantizer TensorQuantizer(disabled) model.language_model.layers.44.self_attn.q_proj.weight_quantizer TensorQuantizer(disabled) model.language_model.layers.44.self_attn.k_proj.input_quantizer TensorQuantizer(disabled) model.language_model.layers.44.self_attn.k_proj.output_quantizer TensorQuantizer(disabled) model.language_model.layers.44.self_attn.k_proj.weight_quantizer TensorQuantizer(disabled) model.language_model.layers.44.self_attn.v_proj.input_quantizer TensorQuantizer(disabled) model.language_model.layers.44.self_attn.v_proj.output_quantizer TensorQuantizer(disabled) model.language_model.layers.44.self_attn.v_proj.weight_quantizer TensorQuantizer(disabled) model.language_model.layers.44.self_attn.conv1d.input_quantizer TensorQuantizer(disabled) model.language_model.layers.44.self_attn.conv1d.output_quantizer TensorQuantizer(disabled) model.language_model.layers.44.self_attn.conv1d.weight_quantizer TensorQuantizer(disabled) model.language_model.layers.44.self_attn.forget_gate.f_a_proj.input_quantizer TensorQuantizer(disabled) model.language_model.layers.44.self_attn.forget_gate.f_a_proj.output_quantizer TensorQuantizer(disabled) model.language_model.layers.44.self_attn.forget_gate.f_a_proj.weight_quantizer TensorQuantizer(disabled) model.language_model.layers.44.self_attn.forget_gate.f_b_proj.input_quantizer TensorQuantizer(disabled) model.language_model.layers.44.self_attn.forget_gate.f_b_proj.output_quantizer TensorQuantizer(disabled) model.language_model.layers.44.self_attn.forget_gate.f_b_proj.weight_quantizer TensorQuantizer(disabled) model.language_model.layers.44.self_attn.b_proj.input_quantizer TensorQuantizer(disabled) model.language_model.layers.44.self_attn.b_proj.output_quantizer TensorQuantizer(disabled) model.language_model.layers.44.self_attn.b_proj.weight_quantizer TensorQuantizer(disabled) model.language_model.layers.44.self_attn.g_a_proj.input_quantizer TensorQuantizer(disabled) model.language_model.layers.44.self_attn.g_a_proj.output_quantizer TensorQuantizer(disabled) model.language_model.layers.44.self_attn.g_a_proj.weight_quantizer TensorQuantizer(disabled) model.language_model.layers.44.self_attn.g_b_proj.input_quantizer TensorQuantizer(disabled) model.language_model.layers.44.self_attn.g_b_proj.output_quantizer TensorQuantizer(disabled) model.language_model.layers.44.self_attn.g_b_proj.weight_quantizer TensorQuantizer(disabled) model.language_model.layers.44.self_attn.o_proj.input_quantizer TensorQuantizer(disabled) model.language_model.layers.44.self_attn.o_proj.output_quantizer TensorQuantizer(disabled) model.language_model.layers.44.self_attn.o_proj.weight_quantizer TensorQuantizer(disabled) model.language_model.layers.44.self_attn.q_bmm_quantizer TensorQuantizer(disabled) model.language_model.layers.44.self_attn.k_bmm_quantizer TensorQuantizer((4, 3) bit fake per-tensor amax=4.48e+02(const) calibrator=MaxCalibrator quant) model.language_model.layers.44.self_attn.v_bmm_quantizer TensorQuantizer((4, 3) bit fake per-tensor amax=4.48e+02(const) calibrator=MaxCalibrator quant) model.language_model.layers.44.self_attn.p_bmm_quantizer TensorQuantizer(disabled) model.language_model.layers.44.mlp.experts.gate_up_proj_input_quantizer TensorQuantizer((2, 1) bit fake block_sizes={-1: 16, 'type': 'dynamic', 'scale_bits': (4, 3)}, amax=2.12e+01 calibrator=MaxCalibrator quant) model.language_model.layers.44.mlp.experts.gate_up_proj_weight_quantizers.0 TensorQuantizer((2, 1) bit fake block_sizes={-1: 16, 'type': 'dynamic', 'scale_bits': (4, 3)}, amax=2.03e-01 calibrator=MaxCalibrator quant) model.language_model.layers.44.mlp.experts.gate_up_proj_weight_quantizers.1 TensorQuantizer((2, 1) bit fake block_sizes={-1: 16, 'type': 'dynamic', 'scale_bits': (4, 3)}, amax=2.34e-01 calibrator=MaxCalibrator quant) model.language_model.layers.44.mlp.experts.gate_up_proj_weight_quantizers.2 TensorQuantizer((2, 1) bit fake block_sizes={-1: 16, 'type': 'dynamic', 'scale_bits': (4, 3)}, amax=2.19e-01 calibrator=MaxCalibrator quant) model.language_model.layers.44.mlp.experts.gate_up_proj_weight_quantizers.3 TensorQuantizer((2, 1) bit fake block_sizes={-1: 16, 'type': 'dynamic', 'scale_bits': (4, 3)}, amax=2.81e-01 calibrator=MaxCalibrator quant) model.language_model.layers.44.mlp.experts.gate_up_proj_weight_quantizers.4 TensorQuantizer((2, 1) bit fake block_sizes={-1: 16, 'type': 'dynamic', 'scale_bits': (4, 3)}, amax=1.88e-01 calibrator=MaxCalibrator quant) model.language_model.layers.44.mlp.experts.gate_up_proj_weight_quantizers.5 TensorQuantizer((2, 1) bit fake block_sizes={-1: 16, 'type': 'dynamic', 'scale_bits': (4, 3)}, amax=1.41e-01 calibrator=MaxCalibrator quant) model.language_model.layers.44.mlp.experts.gate_up_proj_weight_quantizers.6 TensorQuantizer((2, 1) bit fake block_sizes={-1: 16, 'type': 'dynamic', 'scale_bits': (4, 3)}, amax=1.56e-01 calibrator=MaxCalibrator quant) model.language_model.layers.44.mlp.experts.gate_up_proj_weight_quantizers.7 TensorQuantizer((2, 1) bit fake block_sizes={-1: 16, 'type': 'dynamic', 'scale_bits': (4, 3)}, amax=2.19e-01 calibrator=MaxCalibrator quant) model.language_model.layers.44.mlp.experts.gate_up_proj_weight_quantizers.8 TensorQuantizer((2, 1) bit fake block_sizes={-1: 16, 'type': 'dynamic', 'scale_bits': (4, 3)}, amax=2.34e-01 calibrator=MaxCalibrator quant) model.language_model.layers.44.mlp.experts.gate_up_proj_weight_quantizers.9 TensorQuantizer((2, 1) bit fake block_sizes={-1: 16, 'type': 'dynamic', 'scale_bits': (4, 3)}, amax=1.72e-01 calibrator=MaxCalibrator quant) model.language_model.layers.44.mlp.experts.gate_up_proj_weight_quantizers.10 TensorQuantizer((2, 1) bit fake block_sizes={-1: 16, 'type': 'dynamic', 'scale_bits': (4, 3)}, amax=2.03e-01 calibrator=MaxCalibrator quant) model.language_model.layers.44.mlp.experts.gate_up_proj_weight_quantizers.11 TensorQuantizer((2, 1) bit fake block_sizes={-1: 16, 'type': 'dynamic', 'scale_bits': (4, 3)}, amax=1.72e-01 calibrator=MaxCalibrator quant) model.language_model.layers.44.mlp.experts.gate_up_proj_weight_quantizers.12 TensorQuantizer((2, 1) bit fake block_sizes={-1: 16, 'type': 'dynamic', 'scale_bits': (4, 3)}, amax=4.06e-01 calibrator=MaxCalibrator quant) model.language_model.layers.44.mlp.experts.gate_up_proj_weight_quantizers.13 TensorQuantizer((2, 1) bit fake block_sizes={-1: 16, 'type': 'dynamic', 'scale_bits': (4, 3)}, amax=1.72e-01 calibrator=MaxCalibrator quant) model.language_model.layers.44.mlp.experts.gate_up_proj_weight_quantizers.14 TensorQuantizer((2, 1) bit fake block_sizes={-1: 16, 'type': 'dynamic', 'scale_bits': (4, 3)}, amax=2.50e-01 calibrator=MaxCalibrator quant) model.language_model.layers.44.mlp.experts.gate_up_proj_weight_quantizers.15 TensorQuantizer((2, 1) bit fake block_sizes={-1: 16, 'type': 'dynamic', 'scale_bits': (4, 3)}, amax=2.19e-01 calibrator=MaxCalibrator quant) model.language_model.layers.44.mlp.experts.gate_up_proj_weight_quantizers.16 TensorQuantizer((2, 1) bit fake block_sizes={-1: 16, 'type': 'dynamic', 'scale_bits': (4, 3)}, amax=1.56e-01 calibrator=MaxCalibrator quant) model.language_model.layers.44.mlp.experts.gate_up_proj_weight_quantizers.17 TensorQuantizer((2, 1) bit fake block_sizes={-1: 16, 'type': 'dynamic', 'scale_bits': (4, 3)}, amax=3.44e-01 calibrator=MaxCalibrator quant) model.language_model.layers.44.mlp.experts.down_proj_input_quantizer TensorQuantizer((2, 1) bit fake block_sizes={-1: 16, 'type': 'dynamic', 'scale_bits': (4, 3)}, amax=1.00e+02 calibrator=MaxCalibrator quant) model.language_model.layers.44.mlp.experts.down_proj_weight_quantizers.0 TensorQuantizer((2, 1) bit fake block_sizes={-1: 16, 'type': 'dynamic', 'scale_bits': (4, 3)}, amax=5.62e-01 calibrator=MaxCalibrator quant) model.language_model.layers.44.mlp.experts.down_proj_weight_quantizers.1 TensorQuantizer((2, 1) bit fake block_sizes={-1: 16, 'type': 'dynamic', 'scale_bits': (4, 3)}, amax=3.75e-01 calibrator=MaxCalibrator quant) model.language_model.layers.44.mlp.experts.down_proj_weight_quantizers.2 TensorQuantizer((2, 1) bit fake block_sizes={-1: 16, 'type': 'dynamic', 'scale_bits': (4, 3)}, amax=1.12e+00 calibrator=MaxCalibrator quant) model.language_model.layers.44.mlp.experts.down_proj_weight_quantizers.3 TensorQuantizer((2, 1) bit fake block_sizes={-1: 16, 'type': 'dynamic', 'scale_bits': (4, 3)}, amax=1.00e+00 calibrator=MaxCalibrator quant) model.language_model.layers.44.mlp.experts.down_proj_weight_quantizers.4 TensorQuantizer((2, 1) bit fake block_sizes={-1: 16, 'type': 'dynamic', 'scale_bits': (4, 3)}, amax=8.12e-01 calibrator=MaxCalibrator quant) model.language_model.layers.44.mlp.experts.down_proj_weight_quantizers.5 TensorQuantizer((2, 1) bit fake block_sizes={-1: 16, 'type': 'dynamic', 'scale_bits': (4, 3)}, amax=5.00e-01 calibrator=MaxCalibrator quant) model.language_model.layers.44.mlp.experts.down_proj_weight_quantizers.6 TensorQuantizer((2, 1) bit fake block_sizes={-1: 16, 'type': 'dynamic', 'scale_bits': (4, 3)}, amax=9.38e-01 calibrator=MaxCalibrator quant) model.language_model.layers.44.mlp.experts.down_proj_weight_quantizers.7 TensorQuantizer((2, 1) bit fake block_sizes={-1: 16, 'type': 'dynamic', 'scale_bits': (4, 3)}, amax=1.12e+00 calibrator=MaxCalibrator quant) model.language_model.layers.44.mlp.experts.down_proj_weight_quantizers.8 TensorQuantizer((2, 1) bit fake block_sizes={-1: 16, 'type': 'dynamic', 'scale_bits': (4, 3)}, amax=7.50e-01 calibrator=MaxCalibrator quant) model.language_model.layers.44.mlp.experts.down_proj_weight_quantizers.9 TensorQuantizer((2, 1) bit fake block_sizes={-1: 16, 'type': 'dynamic', 'scale_bits': (4, 3)}, amax=3.75e-01 calibrator=MaxCalibrator quant) model.language_model.layers.44.mlp.experts.down_proj_weight_quantizers.10 TensorQuantizer((2, 1) bit fake block_sizes={-1: 16, 'type': 'dynamic', 'scale_bits': (4, 3)}, amax=4.69e-01 calibrator=MaxCalibrator quant) model.language_model.layers.44.mlp.experts.down_proj_weight_quantizers.11 TensorQuantizer((2, 1) bit fake block_sizes={-1: 16, 'type': 'dynamic', 'scale_bits': (4, 3)}, amax=5.62e-01 calibrator=MaxCalibrator quant) model.language_model.layers.44.mlp.experts.down_proj_weight_quantizers.12 TensorQuantizer((2, 1) bit fake block_sizes={-1: 16, 'type': 'dynamic', 'scale_bits': (4, 3)}, amax=8.12e-01 calibrator=MaxCalibrator quant) model.language_model.layers.44.mlp.experts.down_proj_weight_quantizers.13 TensorQuantizer((2, 1) bit fake block_sizes={-1: 16, 'type': 'dynamic', 'scale_bits': (4, 3)}, amax=1.25e+00 calibrator=MaxCalibrator quant) model.language_model.layers.44.mlp.experts.down_proj_weight_quantizers.14 TensorQuantizer((2, 1) bit fake block_sizes={-1: 16, 'type': 'dynamic', 'scale_bits': (4, 3)}, amax=1.00e+00 calibrator=MaxCalibrator quant) model.language_model.layers.44.mlp.experts.down_proj_weight_quantizers.15 TensorQuantizer((2, 1) bit fake block_sizes={-1: 16, 'type': 'dynamic', 'scale_bits': (4, 3)}, amax=4.38e-01 calibrator=MaxCalibrator quant) model.language_model.layers.44.mlp.experts.down_proj_weight_quantizers.16 TensorQuantizer((2, 1) bit fake block_sizes={-1: 16, 'type': 'dynamic', 'scale_bits': (4, 3)}, amax=8.12e-01 calibrator=MaxCalibrator quant) model.language_model.layers.44.mlp.experts.down_proj_weight_quantizers.17 TensorQuantizer((2, 1) bit fake block_sizes={-1: 16, 'type': 'dynamic', 'scale_bits': (4, 3)}, amax=6.88e-01 calibrator=MaxCalibrator quant) model.language_model.layers.44.mlp.shared_experts.gate_proj.input_quantizer TensorQuantizer(disabled) model.language_model.layers.44.mlp.shared_experts.gate_proj.output_quantizer TensorQuantizer(disabled) model.language_model.layers.44.mlp.shared_experts.gate_proj.weight_quantizer TensorQuantizer(disabled) model.language_model.layers.44.mlp.shared_experts.up_proj.input_quantizer TensorQuantizer(disabled) model.language_model.layers.44.mlp.shared_experts.up_proj.output_quantizer TensorQuantizer(disabled) model.language_model.layers.44.mlp.shared_experts.up_proj.weight_quantizer TensorQuantizer(disabled) model.language_model.layers.44.mlp.shared_experts.down_proj.input_quantizer TensorQuantizer(disabled) model.language_model.layers.44.mlp.shared_experts.down_proj.output_quantizer TensorQuantizer(disabled) model.language_model.layers.44.mlp.shared_experts.down_proj.weight_quantizer TensorQuantizer(disabled) lm_head.input_quantizer TensorQuantizer(disabled) lm_head.output_quantizer TensorQuantizer(disabled) lm_head.weight_quantizer TensorQuantizer(disabled) 3969 TensorQuantizers found in 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