{ "summary": { "group_size": 64, "tensors_ternary": 0, "tensors_int8": 169, "tensors_total": 266, "tensors_quantized": 169, "float_mb": 555.89, "result_mb": 147.76, "ratio": 3.76, "worst_relative_error": 0.0065, "mean_relative_error": 0.006, "mean_zero_fraction": 0.0084, "method": "int8", "quality": { "tokens_compared": 95, "top1_agreement": 1.0, "top5_agreement": 1.0, "mean_kl_divergence": 0.0005, "reference_perplexity": 33.305, "candidate_perplexity": 33.343, "perplexity_ratio": 1.001, "greedy_identical_prefix": [ 24, 24, 24, 24, 24 ], "greedy_identical_answers": "6/8" } }, "tensors": [ { "name": "transformer.h.0.attn.k_norm.weight", "shape": [ 80 ], "quantized": false, "reason": "not a matrix", "relative_error": 0.0, "zero_fraction": 0.0 }, { "name": "transformer.h.0.attn.k_proj.weight", "shape": [ 320, 640 ], "quantized": true, "reason": "8-bit", "relative_error": 0.00593, "zero_fraction": 0.00803 }, { "name": "transformer.h.0.attn.o_proj.weight", "shape": [ 640, 640 ], "quantized": true, "reason": "8-bit", "relative_error": 0.0061, "zero_fraction": 0.00923 }, { "name": "transformer.h.0.attn.q_norm.weight", "shape": [ 80 ], "quantized": false, "reason": "not a matrix", "relative_error": 0.0, "zero_fraction": 0.0 }, { "name": "transformer.h.0.attn.q_proj.weight", "shape": [ 640, 640 ], "quantized": true, "reason": "8-bit", "relative_error": 0.00598, "zero_fraction": 0.00835 }, { "name": "transformer.h.0.attn.v_proj.weight", "shape": [ 320, 640 ], "quantized": true, "reason": "8-bit", "relative_error": 0.00605, "zero_fraction": 0.00874 }, { "name": "transformer.h.0.ln_1.weight", "shape": [ 640 ], "quantized": false, "reason": "not a matrix", "relative_error": 0.0, "zero_fraction": 0.0 }, { "name": "transformer.h.0.ln_2.weight", "shape": [ 640 ], "quantized": false, "reason": "not a matrix", "relative_error": 0.0, "zero_fraction": 0.0 }, { "name": "transformer.h.0.mlp.w_down.weight", "shape": [ 640, 1920 ], "quantized": true, "reason": "8-bit", "relative_error": 0.00615, "zero_fraction": 0.00923 }, { "name": "transformer.h.0.mlp.w_gate.weight", "shape": [ 1920, 640 ], "quantized": true, "reason": "8-bit", "relative_error": 0.00601, "zero_fraction": 0.00839 }, { "name": "transformer.h.0.mlp.w_up.weight", "shape": [ 1920, 640 ], "quantized": true, "reason": "8-bit", "relative_error": 0.00603, "zero_fraction": 0.00866 }, { "name": "transformer.h.1.attn.k_norm.weight", "shape": [ 80 ], "quantized": false, "reason": "not a matrix", "relative_error": 0.0, "zero_fraction": 0.0 }, { "name": "transformer.h.1.attn.k_proj.weight", "shape": [ 320, 640 ], "quantized": true, "reason": "8-bit", "relative_error": 0.00601, "zero_fraction": 0.00836 }, { "name": "transformer.h.1.attn.o_proj.weight", "shape": [ 640, 640 ], "quantized": true, "reason": "8-bit", "relative_error": 0.00601, "zero_fraction": 0.00803 }, { "name": "transformer.h.1.attn.q_norm.weight", "shape": [ 80 ], "quantized": false, "reason": "not a matrix", "relative_error": 0.0, "zero_fraction": 0.0 }, { "name": "transformer.h.1.attn.q_proj.weight", "shape": [ 640, 640 ], "quantized": true, "reason": "8-bit", "relative_error": 0.00609, "zero_fraction": 0.00812 }, { "name": "transformer.h.1.attn.v_proj.weight", "shape": [ 320, 640 ], "quantized": true, "reason": "8-bit", "relative_error": 0.00597, "zero_fraction": 0.00851 }, { "name": "transformer.h.1.ln_1.weight", "shape": [ 640 ], "quantized": false, "reason": "not a matrix", "relative_error": 0.0, "zero_fraction": 0.0 }, { "name": "transformer.h.1.ln_2.weight", "shape": [ 640 ], "quantized": false, "reason": "not a matrix", "relative_error": 0.0, "zero_fraction": 0.0 }, { "name": "transformer.h.1.mlp.w_down.weight", "shape": [ 640, 1920 ], "quantized": true, "reason": "8-bit", "relative_error": 0.00603, "zero_fraction": 0.00837 }, { "name": "transformer.h.1.mlp.w_gate.weight", "shape": [ 1920, 640 ], "quantized": true, "reason": "8-bit", "relative_error": 0.00596, "zero_fraction": 0.00813 }, { "name": "transformer.h.1.mlp.w_up.weight", "shape": [ 1920, 640 ], "quantized": true, "reason": "8-bit", "relative_error": 0.00603, "zero_fraction": 0.00842 }, { "name": "transformer.h.10.attn.k_norm.weight", "shape": [ 80 ], "quantized": false, "reason": "not a matrix", "relative_error": 0.0, "zero_fraction": 0.0 }, { "name": "transformer.h.10.attn.k_proj.weight", "shape": [ 320, 640 ], "quantized": true, "reason": "8-bit", "relative_error": 0.00613, "zero_fraction": 0.00881 }, { "name": "transformer.h.10.attn.o_proj.weight", "shape": [ 640, 640 ], "quantized": true, "reason": "8-bit", "relative_error": 0.00596, "zero_fraction": 0.00811 }, { "name": "transformer.h.10.attn.q_norm.weight", "shape": [ 80 ], "quantized": false, "reason": "not a matrix", "relative_error": 0.0, "zero_fraction": 0.0 }, { "name": "transformer.h.10.attn.q_proj.weight", "shape": [ 640, 640 ], "quantized": true, "reason": "8-bit", "relative_error": 0.00601, "zero_fraction": 0.00815 }, { "name": "transformer.h.10.attn.v_proj.weight", "shape": [ 320, 640 ], "quantized": true, "reason": "8-bit", "relative_error": 0.00603, "zero_fraction": 0.00863 }, { "name": "transformer.h.10.ln_1.weight", "shape": [ 640 ], "quantized": false, "reason": "not a matrix", "relative_error": 0.0, "zero_fraction": 0.0 }, { "name": "transformer.h.10.ln_2.weight", "shape": [ 640 ], "quantized": false, "reason": "not a matrix", "relative_error": 0.0, "zero_fraction": 0.0 }, { "name": "transformer.h.10.mlp.w_down.weight", "shape": [ 640, 1920 ], "quantized": true, "reason": "8-bit", "relative_error": 0.00606, "zero_fraction": 0.00844 }, { "name": "transformer.h.10.mlp.w_gate.weight", "shape": [ 1920, 640 ], "quantized": true, "reason": "8-bit", "relative_error": 0.006, "zero_fraction": 0.00842 }, { "name": "transformer.h.10.mlp.w_up.weight", "shape": [ 1920, 640 ], "quantized": true, "reason": "8-bit", "relative_error": 0.00598, "zero_fraction": 0.00842 }, { "name": "transformer.h.11.attn.k_norm.weight", "shape": [ 80 ], "quantized": false, "reason": "not a matrix", "relative_error": 0.0, "zero_fraction": 0.0 }, { "name": "transformer.h.11.attn.k_proj.weight", "shape": [ 320, 640 ], "quantized": true, "reason": "8-bit", "relative_error": 0.00609, "zero_fraction": 0.00852 }, { "name": "transformer.h.11.attn.o_proj.weight", "shape": [ 640, 640 ], "quantized": true, "reason": "8-bit", "relative_error": 0.00597, "zero_fraction": 0.00816 }, { "name": "transformer.h.11.attn.q_norm.weight", "shape": [ 80 ], "quantized": false, "reason": "not a matrix", "relative_error": 0.0, "zero_fraction": 0.0 }, { "name": "transformer.h.11.attn.q_proj.weight", "shape": [ 640, 640 ], "quantized": true, "reason": "8-bit", "relative_error": 0.006, "zero_fraction": 0.00835 }, { "name": "transformer.h.11.attn.v_proj.weight", "shape": [ 320, 640 ], "quantized": true, "reason": "8-bit", "relative_error": 0.00598, "zero_fraction": 0.00893 }, { "name": "transformer.h.11.ln_1.weight", "shape": [ 640 ], "quantized": false, "reason": "not a matrix", "relative_error": 0.0, "zero_fraction": 0.0 }, { "name": "transformer.h.11.ln_2.weight", "shape": [ 640 ], "quantized": false, "reason": "not a matrix", "relative_error": 0.0, "zero_fraction": 0.0 }, { "name": "transformer.h.11.mlp.w_down.weight", "shape": [ 640, 1920 ], "quantized": true, "reason": "8-bit", "relative_error": 0.00613, "zero_fraction": 0.00833 }, { "name": "transformer.h.11.mlp.w_gate.weight", "shape": [ 1920, 640 ], "quantized": true, "reason": "8-bit", "relative_error": 0.00598, "zero_fraction": 0.00827 }, { "name": "transformer.h.11.mlp.w_up.weight", "shape": [ 1920, 640 ], "quantized": true, "reason": "8-bit", "relative_error": 0.006, "zero_fraction": 0.00838 }, { "name": "transformer.h.12.attn.k_norm.weight", "shape": [ 80 ], "quantized": false, "reason": "not a matrix", "relative_error": 0.0, "zero_fraction": 0.0 }, { "name": "transformer.h.12.attn.k_proj.weight", "shape": [ 320, 640 ], "quantized": true, "reason": "8-bit", "relative_error": 0.00623, "zero_fraction": 0.00854 }, { "name": "transformer.h.12.attn.o_proj.weight", "shape": [ 640, 640 ], "quantized": true, "reason": "8-bit", "relative_error": 0.00595, "zero_fraction": 0.00832 }, { "name": "transformer.h.12.attn.q_norm.weight", "shape": [ 80 ], "quantized": false, "reason": "not a matrix", "relative_error": 0.0, "zero_fraction": 0.0 }, { "name": "transformer.h.12.attn.q_proj.weight", "shape": [ 640, 640 ], "quantized": true, "reason": "8-bit", "relative_error": 0.00605, "zero_fraction": 0.00841 }, { "name": "transformer.h.12.attn.v_proj.weight", "shape": [ 320, 640 ], "quantized": true, "reason": "8-bit", "relative_error": 0.00602, "zero_fraction": 0.00877 }, { "name": "transformer.h.12.ln_1.weight", "shape": [ 640 ], "quantized": false, "reason": "not a matrix", "relative_error": 0.0, "zero_fraction": 0.0 }, { "name": "transformer.h.12.ln_2.weight", "shape": [ 640 ], "quantized": false, "reason": "not a matrix", "relative_error": 0.0, "zero_fraction": 0.0 }, { "name": "transformer.h.12.mlp.w_down.weight", "shape": [ 640, 1920 ], "quantized": true, "reason": "8-bit", "relative_error": 0.00602, "zero_fraction": 0.00831 }, { "name": "transformer.h.12.mlp.w_gate.weight", "shape": [ 1920, 640 ], "quantized": true, "reason": "8-bit", "relative_error": 0.00596, "zero_fraction": 0.00823 }, { "name": "transformer.h.12.mlp.w_up.weight", "shape": [ 1920, 640 ], "quantized": true, "reason": "8-bit", "relative_error": 0.00598, "zero_fraction": 0.00804 }, { "name": "transformer.h.13.attn.k_norm.weight", "shape": [ 80 ], "quantized": false, "reason": "not a matrix", "relative_error": 0.0, "zero_fraction": 0.0 }, { "name": "transformer.h.13.attn.k_proj.weight", "shape": [ 320, 640 ], "quantized": true, "reason": "8-bit", "relative_error": 0.00633, "zero_fraction": 0.0086 }, { "name": "transformer.h.13.attn.o_proj.weight", "shape": [ 640, 640 ], "quantized": true, "reason": "8-bit", "relative_error": 0.00595, "zero_fraction": 0.00842 }, { "name": "transformer.h.13.attn.q_norm.weight", "shape": [ 80 ], "quantized": false, "reason": "not a matrix", "relative_error": 0.0, "zero_fraction": 0.0 }, { "name": "transformer.h.13.attn.q_proj.weight", "shape": [ 640, 640 ], "quantized": true, "reason": "8-bit", "relative_error": 0.00607, "zero_fraction": 0.00852 }, { "name": "transformer.h.13.attn.v_proj.weight", "shape": [ 320, 640 ], "quantized": true, "reason": "8-bit", "relative_error": 0.00602, "zero_fraction": 0.00878 }, { "name": "transformer.h.13.ln_1.weight", "shape": [ 640 ], "quantized": false, "reason": "not a matrix", "relative_error": 0.0, "zero_fraction": 0.0 }, { "name": "transformer.h.13.ln_2.weight", "shape": [ 640 ], "quantized": false, "reason": "not a matrix", "relative_error": 0.0, "zero_fraction": 0.0 }, { "name": "transformer.h.13.mlp.w_down.weight", "shape": [ 640, 1920 ], "quantized": true, "reason": "8-bit", "relative_error": 0.00604, "zero_fraction": 0.00842 }, { "name": "transformer.h.13.mlp.w_gate.weight", "shape": [ 1920, 640 ], "quantized": true, "reason": "8-bit", "relative_error": 0.00599, "zero_fraction": 0.0083 }, { "name": "transformer.h.13.mlp.w_up.weight", "shape": [ 1920, 640 ], "quantized": true, "reason": "8-bit", "relative_error": 0.006, "zero_fraction": 0.00845 }, { "name": "transformer.h.14.attn.k_norm.weight", "shape": [ 80 ], "quantized": false, "reason": "not a matrix", "relative_error": 0.0, "zero_fraction": 0.0 }, { "name": "transformer.h.14.attn.k_proj.weight", "shape": [ 320, 640 ], "quantized": true, "reason": "8-bit", "relative_error": 0.00617, "zero_fraction": 0.00831 }, { "name": "transformer.h.14.attn.o_proj.weight", "shape": [ 640, 640 ], "quantized": true, "reason": "8-bit", "relative_error": 0.00597, "zero_fraction": 0.00816 }, { "name": "transformer.h.14.attn.q_norm.weight", "shape": [ 80 ], "quantized": false, "reason": "not a matrix", "relative_error": 0.0, "zero_fraction": 0.0 }, { "name": "transformer.h.14.attn.q_proj.weight", "shape": [ 640, 640 ], "quantized": true, "reason": "8-bit", "relative_error": 0.006, "zero_fraction": 0.00824 }, { "name": "transformer.h.14.attn.v_proj.weight", "shape": [ 320, 640 ], "quantized": true, "reason": "8-bit", "relative_error": 0.00601, "zero_fraction": 0.00866 }, { "name": "transformer.h.14.ln_1.weight", "shape": [ 640 ], "quantized": false, "reason": "not a matrix", "relative_error": 0.0, "zero_fraction": 0.0 }, { "name": "transformer.h.14.ln_2.weight", "shape": [ 640 ], "quantized": false, "reason": "not a matrix", "relative_error": 0.0, "zero_fraction": 0.0 }, { "name": "transformer.h.14.mlp.w_down.weight", "shape": [ 640, 1920 ], "quantized": true, "reason": "8-bit", "relative_error": 0.00603, "zero_fraction": 0.00833 }, { "name": "transformer.h.14.mlp.w_gate.weight", "shape": [ 1920, 640 ], "quantized": true, "reason": "8-bit", "relative_error": 0.006, "zero_fraction": 0.00824 }, { "name": "transformer.h.14.mlp.w_up.weight", "shape": [ 1920, 640 ], "quantized": true, "reason": "8-bit", "relative_error": 0.006, "zero_fraction": 0.00838 }, { "name": "transformer.h.15.attn.k_norm.weight", "shape": [ 80 ], "quantized": false, "reason": "not a matrix", "relative_error": 0.0, "zero_fraction": 0.0 }, { "name": "transformer.h.15.attn.k_proj.weight", "shape": [ 320, 640 ], "quantized": true, "reason": "8-bit", "relative_error": 0.00613, "zero_fraction": 0.00878 }, { "name": "transformer.h.15.attn.o_proj.weight", "shape": [ 640, 640 ], "quantized": true, "reason": "8-bit", "relative_error": 0.00601, "zero_fraction": 0.00827 }, { "name": "transformer.h.15.attn.q_norm.weight", "shape": [ 80 ], "quantized": false, "reason": "not a matrix", "relative_error": 0.0, "zero_fraction": 0.0 }, { "name": "transformer.h.15.attn.q_proj.weight", "shape": [ 640, 640 ], "quantized": true, "reason": "8-bit", "relative_error": 0.00603, "zero_fraction": 0.00831 }, { "name": "transformer.h.15.attn.v_proj.weight", "shape": [ 320, 640 ], "quantized": true, "reason": "8-bit", "relative_error": 0.00601, "zero_fraction": 0.00865 }, { "name": "transformer.h.15.ln_1.weight", "shape": [ 640 ], "quantized": false, "reason": "not a matrix", "relative_error": 0.0, "zero_fraction": 0.0 }, { "name": "transformer.h.15.ln_2.weight", "shape": [ 640 ], "quantized": false, "reason": "not a matrix", "relative_error": 0.0, "zero_fraction": 0.0 }, { "name": "transformer.h.15.mlp.w_down.weight", "shape": [ 640, 1920 ], "quantized": true, "reason": "8-bit", "relative_error": 0.00607, "zero_fraction": 0.0085 }, { "name": "transformer.h.15.mlp.w_gate.weight", "shape": [ 1920, 640 ], "quantized": true, "reason": "8-bit", "relative_error": 0.00607, "zero_fraction": 0.00849 }, { "name": "transformer.h.15.mlp.w_up.weight", "shape": [ 1920, 640 ], "quantized": true, "reason": "8-bit", "relative_error": 0.00606, "zero_fraction": 0.00852 }, { "name": "transformer.h.16.attn.k_norm.weight", "shape": [ 80 ], "quantized": false, "reason": "not a matrix", "relative_error": 0.0, "zero_fraction": 0.0 }, { "name": "transformer.h.16.attn.k_proj.weight", "shape": [ 320, 640 ], "quantized": true, "reason": "8-bit", "relative_error": 0.00615, "zero_fraction": 0.00891 }, { "name": "transformer.h.16.attn.o_proj.weight", "shape": [ 640, 640 ], "quantized": true, "reason": "8-bit", "relative_error": 0.006, "zero_fraction": 0.00821 }, { "name": "transformer.h.16.attn.q_norm.weight", "shape": [ 80 ], "quantized": false, "reason": "not a matrix", "relative_error": 0.0, "zero_fraction": 0.0 }, { "name": "transformer.h.16.attn.q_proj.weight", "shape": [ 640, 640 ], "quantized": true, "reason": "8-bit", "relative_error": 0.006, "zero_fraction": 0.00843 }, { "name": "transformer.h.16.attn.v_proj.weight", "shape": [ 320, 640 ], "quantized": true, "reason": "8-bit", "relative_error": 0.00613, "zero_fraction": 0.00904 }, { "name": "transformer.h.16.ln_1.weight", "shape": [ 640 ], "quantized": false, "reason": "not a matrix", "relative_error": 0.0, "zero_fraction": 0.0 }, { "name": "transformer.h.16.ln_2.weight", "shape": [ 640 ], "quantized": false, "reason": "not a matrix", "relative_error": 0.0, "zero_fraction": 0.0 }, { "name": "transformer.h.16.mlp.w_down.weight", "shape": [ 640, 1920 ], "quantized": true, "reason": "8-bit", "relative_error": 0.00612, "zero_fraction": 0.0085 }, { "name": "transformer.h.16.mlp.w_gate.weight", "shape": [ 1920, 640 ], "quantized": true, "reason": "8-bit", "relative_error": 0.00605, "zero_fraction": 0.00848 }, { "name": "transformer.h.16.mlp.w_up.weight", "shape": [ 1920, 640 ], "quantized": true, "reason": "8-bit", "relative_error": 0.00604, "zero_fraction": 0.00834 }, { "name": "transformer.h.17.attn.k_norm.weight", "shape": [ 80 ], "quantized": false, "reason": "not a matrix", "relative_error": 0.0, "zero_fraction": 0.0 }, { "name": "transformer.h.17.attn.k_proj.weight", "shape": [ 320, 640 ], "quantized": true, "reason": "8-bit", "relative_error": 0.0064, "zero_fraction": 0.00907 }, { "name": "transformer.h.17.attn.o_proj.weight", "shape": [ 640, 640 ], "quantized": true, "reason": "8-bit", "relative_error": 0.006, "zero_fraction": 0.00821 }, { "name": "transformer.h.17.attn.q_norm.weight", "shape": [ 80 ], "quantized": false, "reason": "not a matrix", "relative_error": 0.0, "zero_fraction": 0.0 }, { "name": "transformer.h.17.attn.q_proj.weight", "shape": [ 640, 640 ], "quantized": true, "reason": "8-bit", "relative_error": 0.00619, "zero_fraction": 0.0089 }, { "name": "transformer.h.17.attn.v_proj.weight", "shape": [ 320, 640 ], "quantized": true, "reason": "8-bit", "relative_error": 0.00653, "zero_fraction": 0.01005 }, { "name": "transformer.h.17.ln_1.weight", "shape": [ 640 ], "quantized": false, "reason": "not a matrix", "relative_error": 0.0, "zero_fraction": 0.0 }, { "name": "transformer.h.17.ln_2.weight", "shape": [ 640 ], "quantized": false, "reason": "not a matrix", "relative_error": 0.0, "zero_fraction": 0.0 }, { "name": "transformer.h.17.mlp.w_down.weight", "shape": [ 640, 1920 ], "quantized": true, "reason": "8-bit", "relative_error": 0.00604, "zero_fraction": 0.00826 }, { "name": "transformer.h.17.mlp.w_gate.weight", "shape": [ 1920, 640 ], "quantized": true, "reason": "8-bit", "relative_error": 0.00602, "zero_fraction": 0.00842 }, { "name": "transformer.h.17.mlp.w_up.weight", "shape": [ 1920, 640 ], "quantized": true, "reason": "8-bit", "relative_error": 0.00599, "zero_fraction": 0.00832 }, { "name": "transformer.h.18.attn.k_norm.weight", "shape": [ 80 ], "quantized": false, "reason": "not a matrix", "relative_error": 0.0, "zero_fraction": 0.0 }, { "name": "transformer.h.18.attn.k_proj.weight", "shape": [ 320, 640 ], "quantized": true, "reason": "8-bit", "relative_error": 0.00616, "zero_fraction": 0.00827 }, { "name": "transformer.h.18.attn.o_proj.weight", "shape": [ 640, 640 ], "quantized": true, "reason": "8-bit", "relative_error": 0.006, "zero_fraction": 0.00822 }, { "name": "transformer.h.18.attn.q_norm.weight", "shape": [ 80 ], "quantized": false, "reason": "not a matrix", "relative_error": 0.0, "zero_fraction": 0.0 }, { "name": "transformer.h.18.attn.q_proj.weight", "shape": [ 640, 640 ], "quantized": true, "reason": "8-bit", "relative_error": 0.00602, "zero_fraction": 0.0087 }, { "name": "transformer.h.18.attn.v_proj.weight", "shape": [ 320, 640 ], "quantized": true, "reason": "8-bit", "relative_error": 0.00608, "zero_fraction": 0.00873 }, { "name": "transformer.h.18.ln_1.weight", "shape": [ 640 ], "quantized": false, "reason": "not a matrix", "relative_error": 0.0, "zero_fraction": 0.0 }, { "name": "transformer.h.18.ln_2.weight", "shape": [ 640 ], "quantized": false, "reason": "not a matrix", "relative_error": 0.0, "zero_fraction": 0.0 }, { "name": "transformer.h.18.mlp.w_down.weight", "shape": [ 640, 1920 ], "quantized": true, "reason": "8-bit", "relative_error": 0.00603, "zero_fraction": 0.00831 }, { "name": "transformer.h.18.mlp.w_gate.weight", "shape": [ 1920, 640 ], "quantized": true, "reason": "8-bit", "relative_error": 0.00598, "zero_fraction": 0.0082 }, { "name": "transformer.h.18.mlp.w_up.weight", "shape": [ 1920, 640 ], "quantized": true, "reason": "8-bit", "relative_error": 0.00598, "zero_fraction": 0.0082 }, { "name": "transformer.h.19.attn.k_norm.weight", "shape": [ 80 ], "quantized": false, "reason": "not a matrix", "relative_error": 0.0, "zero_fraction": 0.0 }, { "name": "transformer.h.19.attn.k_proj.weight", "shape": [ 320, 640 ], "quantized": true, "reason": "8-bit", "relative_error": 0.00624, "zero_fraction": 0.00874 }, { "name": "transformer.h.19.attn.o_proj.weight", "shape": [ 640, 640 ], "quantized": true, "reason": "8-bit", "relative_error": 0.0061, "zero_fraction": 0.00867 }, { "name": "transformer.h.19.attn.q_norm.weight", "shape": [ 80 ], "quantized": false, "reason": "not a matrix", "relative_error": 0.0, "zero_fraction": 0.0 }, { "name": "transformer.h.19.attn.q_proj.weight", "shape": [ 640, 640 ], "quantized": true, "reason": "8-bit", "relative_error": 0.0061, "zero_fraction": 0.00854 }, { "name": "transformer.h.19.attn.v_proj.weight", "shape": [ 320, 640 ], "quantized": true, "reason": "8-bit", "relative_error": 0.00623, "zero_fraction": 0.00911 }, { "name": "transformer.h.19.ln_1.weight", "shape": [ 640 ], "quantized": false, "reason": "not a matrix", "relative_error": 0.0, "zero_fraction": 0.0 }, { "name": "transformer.h.19.ln_2.weight", "shape": [ 640 ], "quantized": false, "reason": "not a matrix", "relative_error": 0.0, "zero_fraction": 0.0 }, { "name": "transformer.h.19.mlp.w_down.weight", "shape": [ 640, 1920 ], "quantized": true, "reason": "8-bit", "relative_error": 0.00602, "zero_fraction": 0.00834 }, { "name": "transformer.h.19.mlp.w_gate.weight", "shape": [ 1920, 640 ], "quantized": true, "reason": "8-bit", "relative_error": 0.00595, "zero_fraction": 0.00817 }, { "name": "transformer.h.19.mlp.w_up.weight", "shape": [ 1920, 640 ], "quantized": true, "reason": "8-bit", "relative_error": 0.00597, "zero_fraction": 0.00833 }, { "name": "transformer.h.2.attn.k_norm.weight", "shape": [ 80 ], "quantized": false, "reason": "not a matrix", "relative_error": 0.0, "zero_fraction": 0.0 }, { "name": "transformer.h.2.attn.k_proj.weight", "shape": [ 320, 640 ], "quantized": true, "reason": "8-bit", "relative_error": 0.00608, "zero_fraction": 0.00826 }, { "name": "transformer.h.2.attn.o_proj.weight", "shape": [ 640, 640 ], "quantized": true, "reason": "8-bit", "relative_error": 0.00598, "zero_fraction": 0.00825 }, { "name": "transformer.h.2.attn.q_norm.weight", "shape": [ 80 ], "quantized": false, "reason": "not a matrix", "relative_error": 0.0, "zero_fraction": 0.0 }, { "name": "transformer.h.2.attn.q_proj.weight", "shape": [ 640, 640 ], "quantized": true, "reason": "8-bit", "relative_error": 0.00607, "zero_fraction": 0.00828 }, { "name": "transformer.h.2.attn.v_proj.weight", "shape": [ 320, 640 ], "quantized": true, "reason": "8-bit", "relative_error": 0.00601, "zero_fraction": 0.00866 }, { "name": "transformer.h.2.ln_1.weight", "shape": [ 640 ], "quantized": false, "reason": "not a matrix", "relative_error": 0.0, "zero_fraction": 0.0 }, { "name": "transformer.h.2.ln_2.weight", "shape": [ 640 ], "quantized": false, "reason": "not a matrix", "relative_error": 0.0, "zero_fraction": 0.0 }, { "name": "transformer.h.2.mlp.w_down.weight", "shape": [ 640, 1920 ], "quantized": true, "reason": "8-bit", "relative_error": 0.00602, "zero_fraction": 0.0083 }, { "name": "transformer.h.2.mlp.w_gate.weight", "shape": [ 1920, 640 ], "quantized": true, "reason": "8-bit", "relative_error": 0.00599, "zero_fraction": 0.00828 }, { "name": "transformer.h.2.mlp.w_up.weight", "shape": [ 1920, 640 ], "quantized": true, "reason": "8-bit", "relative_error": 0.00602, "zero_fraction": 0.00834 }, { "name": "transformer.h.20.attn.k_norm.weight", "shape": [ 80 ], "quantized": false, "reason": "not a matrix", "relative_error": 0.0, "zero_fraction": 0.0 }, { "name": "transformer.h.20.attn.k_proj.weight", "shape": [ 320, 640 ], "quantized": true, "reason": "8-bit", "relative_error": 0.00621, "zero_fraction": 0.00875 }, { "name": "transformer.h.20.attn.o_proj.weight", "shape": [ 640, 640 ], "quantized": true, "reason": "8-bit", "relative_error": 0.00597, "zero_fraction": 0.00843 }, { "name": "transformer.h.20.attn.q_norm.weight", "shape": [ 80 ], "quantized": false, "reason": "not a matrix", "relative_error": 0.0, "zero_fraction": 0.0 }, { "name": "transformer.h.20.attn.q_proj.weight", "shape": [ 640, 640 ], "quantized": true, "reason": "8-bit", "relative_error": 0.00611, "zero_fraction": 0.00875 }, { "name": "transformer.h.20.attn.v_proj.weight", "shape": [ 320, 640 ], "quantized": true, "reason": "8-bit", "relative_error": 0.00612, "zero_fraction": 0.00929 }, { "name": "transformer.h.20.ln_1.weight", "shape": [ 640 ], "quantized": false, "reason": "not a matrix", "relative_error": 0.0, "zero_fraction": 0.0 }, { "name": "transformer.h.20.ln_2.weight", "shape": [ 640 ], "quantized": false, "reason": "not a matrix", "relative_error": 0.0, "zero_fraction": 0.0 }, { "name": "transformer.h.20.mlp.w_down.weight", "shape": [ 640, 1920 ], "quantized": true, "reason": "8-bit", "relative_error": 0.00601, "zero_fraction": 0.00828 }, { "name": "transformer.h.20.mlp.w_gate.weight", "shape": [ 1920, 640 ], "quantized": true, "reason": "8-bit", "relative_error": 0.00596, "zero_fraction": 0.0082 }, { "name": "transformer.h.20.mlp.w_up.weight", "shape": [ 1920, 640 ], "quantized": true, "reason": "8-bit", "relative_error": 0.00596, "zero_fraction": 0.00827 }, { "name": "transformer.h.21.attn.k_norm.weight", "shape": [ 80 ], "quantized": false, "reason": "not a matrix", "relative_error": 0.0, "zero_fraction": 0.0 }, { "name": "transformer.h.21.attn.k_proj.weight", "shape": [ 320, 640 ], "quantized": true, "reason": "8-bit", "relative_error": 0.00607, "zero_fraction": 0.00872 }, { "name": "transformer.h.21.attn.o_proj.weight", "shape": [ 640, 640 ], "quantized": true, "reason": "8-bit", "relative_error": 0.00606, "zero_fraction": 0.00857 }, { "name": "transformer.h.21.attn.q_norm.weight", "shape": [ 80 ], "quantized": false, "reason": "not a matrix", "relative_error": 0.0, "zero_fraction": 0.0 }, { "name": "transformer.h.21.attn.q_proj.weight", "shape": [ 640, 640 ], "quantized": true, "reason": "8-bit", "relative_error": 0.00606, "zero_fraction": 0.00855 }, { "name": "transformer.h.21.attn.v_proj.weight", "shape": [ 320, 640 ], "quantized": true, "reason": "8-bit", "relative_error": 0.00609, "zero_fraction": 0.00849 }, { "name": "transformer.h.21.ln_1.weight", "shape": [ 640 ], "quantized": false, "reason": "not a matrix", "relative_error": 0.0, "zero_fraction": 0.0 }, { "name": "transformer.h.21.ln_2.weight", "shape": [ 640 ], "quantized": false, "reason": "not a matrix", "relative_error": 0.0, "zero_fraction": 0.0 }, { "name": "transformer.h.21.mlp.w_down.weight", "shape": [ 640, 1920 ], "quantized": true, "reason": "8-bit", "relative_error": 0.00605, "zero_fraction": 0.00832 }, { "name": "transformer.h.21.mlp.w_gate.weight", "shape": [ 1920, 640 ], "quantized": true, "reason": "8-bit", "relative_error": 0.00596, "zero_fraction": 0.00819 }, { "name": "transformer.h.21.mlp.w_up.weight", "shape": [ 1920, 640 ], "quantized": true, "reason": "8-bit", "relative_error": 0.00597, "zero_fraction": 0.00834 }, { "name": "transformer.h.22.attn.k_norm.weight", "shape": [ 80 ], "quantized": false, "reason": "not a matrix", "relative_error": 0.0, "zero_fraction": 0.0 }, { "name": "transformer.h.22.attn.k_proj.weight", "shape": [ 320, 640 ], "quantized": true, "reason": "8-bit", "relative_error": 0.00631, "zero_fraction": 0.00834 }, { "name": "transformer.h.22.attn.o_proj.weight", "shape": [ 640, 640 ], "quantized": true, "reason": "8-bit", "relative_error": 0.00603, "zero_fraction": 0.00807 }, { "name": "transformer.h.22.attn.q_norm.weight", "shape": [ 80 ], "quantized": false, "reason": "not a matrix", "relative_error": 0.0, "zero_fraction": 0.0 }, { "name": "transformer.h.22.attn.q_proj.weight", "shape": [ 640, 640 ], "quantized": true, "reason": "8-bit", "relative_error": 0.006, "zero_fraction": 0.00819 }, { "name": "transformer.h.22.attn.v_proj.weight", "shape": [ 320, 640 ], "quantized": true, "reason": "8-bit", "relative_error": 0.00603, "zero_fraction": 0.00827 }, { "name": "transformer.h.22.ln_1.weight", "shape": [ 640 ], "quantized": false, "reason": "not a matrix", "relative_error": 0.0, "zero_fraction": 0.0 }, { "name": "transformer.h.22.ln_2.weight", "shape": [ 640 ], "quantized": false, "reason": "not a matrix", "relative_error": 0.0, "zero_fraction": 0.0 }, { "name": "transformer.h.22.mlp.w_down.weight", "shape": [ 640, 1920 ], "quantized": true, "reason": "8-bit", "relative_error": 0.0061, "zero_fraction": 0.00829 }, { "name": "transformer.h.22.mlp.w_gate.weight", "shape": [ 1920, 640 ], "quantized": true, "reason": "8-bit", "relative_error": 0.00597, "zero_fraction": 0.00826 }, { "name": "transformer.h.22.mlp.w_up.weight", "shape": [ 1920, 640 ], "quantized": true, "reason": "8-bit", "relative_error": 0.00597, "zero_fraction": 0.00828 }, { "name": "transformer.h.23.attn.k_norm.weight", "shape": [ 80 ], "quantized": false, "reason": "not a matrix", "relative_error": 0.0, "zero_fraction": 0.0 }, { "name": "transformer.h.23.attn.k_proj.weight", "shape": [ 320, 640 ], "quantized": true, "reason": "8-bit", "relative_error": 0.00608, "zero_fraction": 0.00827 }, { "name": "transformer.h.23.attn.o_proj.weight", "shape": [ 640, 640 ], "quantized": true, "reason": "8-bit", "relative_error": 0.00604, "zero_fraction": 0.00845 }, { "name": "transformer.h.23.attn.q_norm.weight", "shape": [ 80 ], "quantized": false, "reason": "not a matrix", "relative_error": 0.0, "zero_fraction": 0.0 }, { "name": "transformer.h.23.attn.q_proj.weight", "shape": [ 640, 640 ], "quantized": true, "reason": "8-bit", "relative_error": 0.00606, "zero_fraction": 0.00828 }, { "name": "transformer.h.23.attn.v_proj.weight", "shape": [ 320, 640 ], "quantized": true, "reason": "8-bit", "relative_error": 0.00604, "zero_fraction": 0.00856 }, { "name": "transformer.h.23.ln_1.weight", "shape": [ 640 ], "quantized": false, "reason": "not a matrix", "relative_error": 0.0, "zero_fraction": 0.0 }, { "name": "transformer.h.23.ln_2.weight", "shape": [ 640 ], "quantized": false, "reason": "not a matrix", "relative_error": 0.0, "zero_fraction": 0.0 }, { "name": "transformer.h.23.mlp.w_down.weight", "shape": [ 640, 1920 ], "quantized": true, "reason": "8-bit", "relative_error": 0.0063, "zero_fraction": 0.00878 }, { "name": "transformer.h.23.mlp.w_gate.weight", "shape": [ 1920, 640 ], "quantized": true, "reason": "8-bit", "relative_error": 0.00599, "zero_fraction": 0.00839 }, { "name": "transformer.h.23.mlp.w_up.weight", "shape": [ 1920, 640 ], "quantized": true, "reason": "8-bit", "relative_error": 0.00598, "zero_fraction": 0.00815 }, { "name": "transformer.h.3.attn.k_norm.weight", "shape": [ 80 ], "quantized": false, "reason": "not a matrix", "relative_error": 0.0, "zero_fraction": 0.0 }, { "name": "transformer.h.3.attn.k_proj.weight", "shape": [ 320, 640 ], "quantized": true, "reason": "8-bit", "relative_error": 0.00607, "zero_fraction": 0.00849 }, { "name": "transformer.h.3.attn.o_proj.weight", "shape": [ 640, 640 ], "quantized": true, "reason": "8-bit", "relative_error": 0.00601, "zero_fraction": 0.00849 }, { "name": "transformer.h.3.attn.q_norm.weight", "shape": [ 80 ], "quantized": false, "reason": "not a matrix", "relative_error": 0.0, "zero_fraction": 0.0 }, { "name": "transformer.h.3.attn.q_proj.weight", "shape": [ 640, 640 ], "quantized": true, "reason": "8-bit", "relative_error": 0.00601, "zero_fraction": 0.00833 }, { "name": "transformer.h.3.attn.v_proj.weight", "shape": [ 320, 640 ], "quantized": true, "reason": "8-bit", "relative_error": 0.00598, "zero_fraction": 0.00853 }, { "name": "transformer.h.3.ln_1.weight", "shape": [ 640 ], "quantized": false, "reason": "not a matrix", "relative_error": 0.0, "zero_fraction": 0.0 }, { "name": "transformer.h.3.ln_2.weight", "shape": [ 640 ], "quantized": false, "reason": "not a matrix", "relative_error": 0.0, "zero_fraction": 0.0 }, { "name": "transformer.h.3.mlp.w_down.weight", "shape": [ 640, 1920 ], "quantized": true, "reason": "8-bit", "relative_error": 0.00605, "zero_fraction": 0.00833 }, { "name": "transformer.h.3.mlp.w_gate.weight", "shape": [ 1920, 640 ], "quantized": true, "reason": "8-bit", "relative_error": 0.00598, "zero_fraction": 0.00822 }, { "name": "transformer.h.3.mlp.w_up.weight", "shape": [ 1920, 640 ], "quantized": true, "reason": "8-bit", "relative_error": 0.006, "zero_fraction": 0.0084 }, { "name": "transformer.h.4.attn.k_norm.weight", "shape": [ 80 ], "quantized": false, "reason": "not a matrix", "relative_error": 0.0, "zero_fraction": 0.0 }, { "name": "transformer.h.4.attn.k_proj.weight", "shape": [ 320, 640 ], "quantized": true, "reason": "8-bit", "relative_error": 0.00613, "zero_fraction": 0.00875 }, { "name": "transformer.h.4.attn.o_proj.weight", "shape": [ 640, 640 ], "quantized": true, "reason": "8-bit", "relative_error": 0.00597, "zero_fraction": 0.00799 }, { "name": "transformer.h.4.attn.q_norm.weight", "shape": [ 80 ], "quantized": false, "reason": "not a matrix", "relative_error": 0.0, "zero_fraction": 0.0 }, { "name": "transformer.h.4.attn.q_proj.weight", "shape": [ 640, 640 ], "quantized": true, "reason": "8-bit", "relative_error": 0.00606, "zero_fraction": 0.00814 }, { "name": "transformer.h.4.attn.v_proj.weight", "shape": [ 320, 640 ], "quantized": true, "reason": "8-bit", "relative_error": 0.00605, "zero_fraction": 0.00948 }, { "name": "transformer.h.4.ln_1.weight", "shape": [ 640 ], "quantized": false, "reason": "not a matrix", "relative_error": 0.0, "zero_fraction": 0.0 }, { "name": "transformer.h.4.ln_2.weight", "shape": [ 640 ], "quantized": false, "reason": "not a matrix", "relative_error": 0.0, "zero_fraction": 0.0 }, { "name": "transformer.h.4.mlp.w_down.weight", "shape": [ 640, 1920 ], "quantized": true, "reason": "8-bit", "relative_error": 0.00602, "zero_fraction": 0.00835 }, { "name": "transformer.h.4.mlp.w_gate.weight", "shape": [ 1920, 640 ], "quantized": true, "reason": "8-bit", "relative_error": 0.00596, "zero_fraction": 0.00821 }, { "name": "transformer.h.4.mlp.w_up.weight", "shape": [ 1920, 640 ], "quantized": true, "reason": "8-bit", "relative_error": 0.00599, "zero_fraction": 0.00828 }, { "name": "transformer.h.5.attn.k_norm.weight", "shape": [ 80 ], "quantized": false, "reason": "not a matrix", "relative_error": 0.0, "zero_fraction": 0.0 }, { "name": "transformer.h.5.attn.k_proj.weight", "shape": [ 320, 640 ], "quantized": true, "reason": "8-bit", "relative_error": 0.00612, "zero_fraction": 0.00854 }, { "name": "transformer.h.5.attn.o_proj.weight", "shape": [ 640, 640 ], "quantized": true, "reason": "8-bit", "relative_error": 0.00594, "zero_fraction": 0.00834 }, { "name": "transformer.h.5.attn.q_norm.weight", "shape": [ 80 ], "quantized": false, "reason": "not a matrix", "relative_error": 0.0, "zero_fraction": 0.0 }, { "name": "transformer.h.5.attn.q_proj.weight", "shape": [ 640, 640 ], "quantized": true, "reason": "8-bit", "relative_error": 0.00598, "zero_fraction": 0.00808 }, { "name": "transformer.h.5.attn.v_proj.weight", "shape": [ 320, 640 ], "quantized": true, "reason": "8-bit", "relative_error": 0.00598, "zero_fraction": 0.00834 }, { "name": "transformer.h.5.ln_1.weight", "shape": [ 640 ], "quantized": false, "reason": "not a matrix", "relative_error": 0.0, "zero_fraction": 0.0 }, { "name": "transformer.h.5.ln_2.weight", "shape": [ 640 ], "quantized": false, "reason": "not a matrix", "relative_error": 0.0, "zero_fraction": 0.0 }, { "name": "transformer.h.5.mlp.w_down.weight", "shape": [ 640, 1920 ], "quantized": true, "reason": "8-bit", "relative_error": 0.00598, "zero_fraction": 0.00813 }, { "name": "transformer.h.5.mlp.w_gate.weight", "shape": [ 1920, 640 ], "quantized": true, "reason": "8-bit", "relative_error": 0.00595, "zero_fraction": 0.0081 }, { "name": "transformer.h.5.mlp.w_up.weight", "shape": [ 1920, 640 ], "quantized": true, "reason": "8-bit", "relative_error": 0.00597, "zero_fraction": 0.00826 }, { "name": "transformer.h.6.attn.k_norm.weight", "shape": [ 80 ], "quantized": false, "reason": "not a matrix", "relative_error": 0.0, "zero_fraction": 0.0 }, { "name": "transformer.h.6.attn.k_proj.weight", "shape": [ 320, 640 ], "quantized": true, "reason": "8-bit", "relative_error": 0.00613, "zero_fraction": 0.00835 }, { "name": "transformer.h.6.attn.o_proj.weight", "shape": [ 640, 640 ], "quantized": true, "reason": "8-bit", "relative_error": 0.00597, "zero_fraction": 0.00825 }, { "name": "transformer.h.6.attn.q_norm.weight", "shape": [ 80 ], "quantized": false, "reason": "not a matrix", "relative_error": 0.0, "zero_fraction": 0.0 }, { "name": "transformer.h.6.attn.q_proj.weight", "shape": [ 640, 640 ], "quantized": true, "reason": "8-bit", "relative_error": 0.00602, "zero_fraction": 0.00833 }, { "name": "transformer.h.6.attn.v_proj.weight", "shape": [ 320, 640 ], "quantized": true, "reason": "8-bit", "relative_error": 0.00601, "zero_fraction": 0.00863 }, { "name": "transformer.h.6.ln_1.weight", "shape": [ 640 ], "quantized": false, "reason": "not a matrix", "relative_error": 0.0, "zero_fraction": 0.0 }, { "name": "transformer.h.6.ln_2.weight", "shape": [ 640 ], "quantized": false, "reason": "not a matrix", "relative_error": 0.0, "zero_fraction": 0.0 }, { "name": "transformer.h.6.mlp.w_down.weight", "shape": [ 640, 1920 ], "quantized": true, "reason": "8-bit", "relative_error": 0.00599, "zero_fraction": 0.00824 }, { "name": "transformer.h.6.mlp.w_gate.weight", "shape": [ 1920, 640 ], "quantized": true, "reason": "8-bit", "relative_error": 0.00596, "zero_fraction": 0.00812 }, { "name": "transformer.h.6.mlp.w_up.weight", "shape": [ 1920, 640 ], "quantized": true, "reason": "8-bit", "relative_error": 0.00597, "zero_fraction": 0.00836 }, { "name": "transformer.h.7.attn.k_norm.weight", "shape": [ 80 ], "quantized": false, "reason": "not a matrix", "relative_error": 0.0, "zero_fraction": 0.0 }, { "name": "transformer.h.7.attn.k_proj.weight", "shape": [ 320, 640 ], "quantized": true, "reason": "8-bit", "relative_error": 0.00603, "zero_fraction": 0.00818 }, { "name": "transformer.h.7.attn.o_proj.weight", "shape": [ 640, 640 ], "quantized": true, "reason": "8-bit", "relative_error": 0.00598, "zero_fraction": 0.00827 }, { "name": "transformer.h.7.attn.q_norm.weight", "shape": [ 80 ], "quantized": false, "reason": "not a matrix", "relative_error": 0.0, "zero_fraction": 0.0 }, { "name": "transformer.h.7.attn.q_proj.weight", "shape": [ 640, 640 ], "quantized": true, "reason": "8-bit", "relative_error": 0.00604, "zero_fraction": 0.0083 }, { "name": "transformer.h.7.attn.v_proj.weight", "shape": [ 320, 640 ], "quantized": true, "reason": "8-bit", "relative_error": 0.00602, "zero_fraction": 0.00859 }, { "name": "transformer.h.7.ln_1.weight", "shape": [ 640 ], "quantized": false, "reason": "not a matrix", "relative_error": 0.0, "zero_fraction": 0.0 }, { "name": "transformer.h.7.ln_2.weight", "shape": [ 640 ], "quantized": false, "reason": "not a matrix", "relative_error": 0.0, "zero_fraction": 0.0 }, { "name": "transformer.h.7.mlp.w_down.weight", "shape": [ 640, 1920 ], "quantized": true, "reason": "8-bit", "relative_error": 0.00601, "zero_fraction": 0.00822 }, { "name": "transformer.h.7.mlp.w_gate.weight", "shape": [ 1920, 640 ], "quantized": true, "reason": "8-bit", "relative_error": 0.00595, "zero_fraction": 0.0082 }, { "name": "transformer.h.7.mlp.w_up.weight", "shape": [ 1920, 640 ], "quantized": true, "reason": "8-bit", "relative_error": 0.00598, "zero_fraction": 0.00819 }, { "name": "transformer.h.8.attn.k_norm.weight", "shape": [ 80 ], "quantized": false, "reason": "not a matrix", "relative_error": 0.0, "zero_fraction": 0.0 }, { "name": "transformer.h.8.attn.k_proj.weight", "shape": [ 320, 640 ], "quantized": true, "reason": "8-bit", "relative_error": 0.0062, "zero_fraction": 0.00875 }, { "name": "transformer.h.8.attn.o_proj.weight", "shape": [ 640, 640 ], "quantized": true, "reason": "8-bit", "relative_error": 0.00597, "zero_fraction": 0.00833 }, { "name": "transformer.h.8.attn.q_norm.weight", "shape": [ 80 ], "quantized": false, "reason": "not a matrix", "relative_error": 0.0, "zero_fraction": 0.0 }, { "name": "transformer.h.8.attn.q_proj.weight", "shape": [ 640, 640 ], "quantized": true, "reason": "8-bit", "relative_error": 0.00606, "zero_fraction": 0.00835 }, { "name": "transformer.h.8.attn.v_proj.weight", "shape": [ 320, 640 ], "quantized": true, "reason": "8-bit", "relative_error": 0.00601, "zero_fraction": 0.00876 }, { "name": "transformer.h.8.ln_1.weight", "shape": [ 640 ], "quantized": false, "reason": "not a matrix", "relative_error": 0.0, "zero_fraction": 0.0 }, { "name": "transformer.h.8.ln_2.weight", "shape": [ 640 ], "quantized": false, "reason": "not a matrix", "relative_error": 0.0, "zero_fraction": 0.0 }, { "name": "transformer.h.8.mlp.w_down.weight", "shape": [ 640, 1920 ], "quantized": true, "reason": "8-bit", "relative_error": 0.00604, "zero_fraction": 0.00829 }, { "name": "transformer.h.8.mlp.w_gate.weight", "shape": [ 1920, 640 ], "quantized": true, "reason": "8-bit", "relative_error": 0.00595, "zero_fraction": 0.00824 }, { "name": "transformer.h.8.mlp.w_up.weight", "shape": [ 1920, 640 ], "quantized": true, "reason": "8-bit", "relative_error": 0.00597, "zero_fraction": 0.00826 }, { "name": "transformer.h.9.attn.k_norm.weight", "shape": [ 80 ], "quantized": false, "reason": "not a matrix", "relative_error": 0.0, "zero_fraction": 0.0 }, { "name": "transformer.h.9.attn.k_proj.weight", "shape": [ 320, 640 ], "quantized": true, "reason": "8-bit", "relative_error": 0.00613, "zero_fraction": 0.00869 }, { "name": "transformer.h.9.attn.o_proj.weight", "shape": [ 640, 640 ], "quantized": true, "reason": "8-bit", "relative_error": 0.00596, "zero_fraction": 0.00849 }, { "name": "transformer.h.9.attn.q_norm.weight", "shape": [ 80 ], "quantized": false, "reason": "not a matrix", "relative_error": 0.0, "zero_fraction": 0.0 }, { "name": "transformer.h.9.attn.q_proj.weight", "shape": [ 640, 640 ], "quantized": true, "reason": "8-bit", "relative_error": 0.00599, "zero_fraction": 0.00824 }, { "name": "transformer.h.9.attn.v_proj.weight", "shape": [ 320, 640 ], "quantized": true, "reason": "8-bit", "relative_error": 0.00603, "zero_fraction": 0.00845 }, { "name": "transformer.h.9.ln_1.weight", "shape": [ 640 ], "quantized": false, "reason": "not a matrix", "relative_error": 0.0, "zero_fraction": 0.0 }, { "name": "transformer.h.9.ln_2.weight", "shape": [ 640 ], "quantized": false, "reason": "not a matrix", "relative_error": 0.0, "zero_fraction": 0.0 }, { "name": "transformer.h.9.mlp.w_down.weight", "shape": [ 640, 1920 ], "quantized": true, "reason": "8-bit", "relative_error": 0.00604, "zero_fraction": 0.00824 }, { "name": "transformer.h.9.mlp.w_gate.weight", "shape": [ 1920, 640 ], "quantized": true, "reason": "8-bit", "relative_error": 0.00599, "zero_fraction": 0.0082 }, { "name": "transformer.h.9.mlp.w_up.weight", "shape": [ 1920, 640 ], "quantized": true, "reason": "8-bit", "relative_error": 0.00598, "zero_fraction": 0.00823 }, { "name": "transformer.ln_f.weight", "shape": [ 640 ], "quantized": false, "reason": "not a matrix", "relative_error": 0.0, "zero_fraction": 0.0 }, { "name": "transformer.wte.weight", "shape": [ 32768, 640 ], "quantized": true, "reason": "8-bit", "relative_error": 0.0065, "zero_fraction": 0.00893 } ] }