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CE ELASTICITY ANALYSIS REPORT |
Input : /kaggle/working/model_metrics_report.txt |
Tensors: ['attn_output', 'ffn_gate', 'ffn_up', 'ssm_alpha', 'attn_q', 'attn_qkv', 'attn_k', 'ffn_down', 'attn_gate', 'ssm_out', 'ssm_beta', 'attn_v', 'output', 'token'] |
Metrics: CE_Mean_KLD | CE_990_KLD | CE_999_KLD | CE_Cor_PPL | CE_Average |
========================================================================================== |
========================================================================================== |
TENSOR TYPE : ATTN_OUTPUT (n=15) |
========================================================================================== |
--- FULL CE REPORT (ATTN_OUTPUT) --- |
Model BPW CE_Mean_KLD CE_990_KLD CE_999_KLD CE_Cor_PPL CE_Average |
Qwen3.5-9B-MoQ-attn_output-IQ1_S.gguf 1.562500 3.658389 4.132774 3.591754 3.553398 3.734079 |
Qwen3.5-9B-MoQ-attn_output-IQ1_M.gguf 1.750000 3.007330 3.198479 2.800100 3.174757 3.045167 |
Qwen3.5-9B-MoQ-attn_output-IQ2_XXS.gguf 2.062500 1.968335 1.927985 1.738931 1.776699 1.852988 |
Qwen3.5-9B-MoQ-attn_output-IQ2_XS.gguf 2.312500 1.573887 1.478140 1.774844 1.572816 1.599922 |
Qwen3.5-9B-MoQ-attn_output-IQ2_S.gguf 2.562500 1.247824 1.189614 1.454206 1.281553 1.293299 |
Qwen3.5-9B-MoQ-attn_output-Q2_K.gguf 2.625000 1.249304 1.183150 1.225644 1.165049 1.205787 |
Qwen3.5-9B-MoQ-attn_output-Q3_K.gguf 3.437500 0.569292 0.465907 0.767956 0.582524 0.596420 |
Qwen3.5-9B-MoQ-attn_output-IQ3_XXS.gguf 3.062500 0.554194 0.474669 0.580710 0.524272 0.533461 |
Qwen3.5-9B-MoQ-attn_output-IQ3_S.gguf 3.437500 0.433230 0.383556 0.489225 0.407767 0.428445 |
Qwen3.5-9B-MoQ-attn_output-IQ4_XS.gguf 4.250000 0.175909 0.135750 0.150185 0.233010 0.173713 |
Qwen3.5-9B-MoQ-attn_output-IQ4_NL.gguf 4.500000 0.167502 0.128477 0.125439 0.203883 0.156325 |
Qwen3.5-9B-MoQ-attn_output-Q4_K.gguf 4.500000 0.153528 0.127696 0.163967 0.174757 0.154987 |
Qwen3.5-9B-MoQ-attn_output-Q5_K.gguf 5.500000 0.089820 0.071640 0.067618 0.116505 0.086396 |
Qwen3.5-9B-MoQ-attn_output-Q6_K.gguf 6.562500 0.076675 0.053004 0.031853 0.116505 0.069509 |
Qwen3.5-9B-MoQ-attn_output-Q8_0.gguf 8.500000 0.074781 0.049160 0.037568 0.116505 0.069503 |
--- SPEARMAN CORRELATION MATRIX (ATTN_OUTPUT) --- |
CE_Mean_KLD CE_990_KLD CE_999_KLD CE_Cor_PPL |
CE_Mean_KLD 1.000000 0.992900 0.978600 0.992800 |
CE_990_KLD 0.992900 1.000000 0.978600 0.992800 |
CE_999_KLD 0.978600 0.978600 1.000000 0.982100 |
CE_Cor_PPL 0.992800 0.992800 0.982100 1.000000 |
--- PEARSON CORRELATION MATRIX (ATTN_OUTPUT) --- |
CE_Mean_KLD CE_990_KLD CE_999_KLD CE_Cor_PPL |
CE_Mean_KLD 1.000000 0.997100 0.993700 0.997400 |
CE_990_KLD 0.997100 1.000000 0.988200 0.995500 |
CE_999_KLD 0.993700 0.988200 1.000000 0.991600 |
CE_Cor_PPL 0.997400 0.995500 0.991600 1.000000 |
========================================================================================== |
TENSOR TYPE : FFN_GATE (n=15) |
========================================================================================== |
--- FULL CE REPORT (FFN_GATE) --- |
Model BPW CE_Mean_KLD CE_990_KLD CE_999_KLD CE_Cor_PPL CE_Average |
Qwen3.5-9B-MoQ-ffn_gate-IQ1_S.gguf 1.562500 4.275707 4.155610 3.818449 4.221344 4.117777 |
Qwen3.5-9B-MoQ-ffn_gate-IQ1_M.gguf 1.750000 3.335653 3.364300 3.013322 3.343874 3.264287 |
Qwen3.5-9B-MoQ-ffn_gate-IQ2_XXS.gguf 2.062500 1.894509 2.109770 2.170279 1.980237 2.038699 |
Qwen3.5-9B-MoQ-ffn_gate-IQ2_XS.gguf 2.312500 1.476843 1.629800 1.634537 1.529644 1.567706 |
Qwen3.5-9B-MoQ-ffn_gate-Q2_K.gguf 2.625000 1.216370 1.187379 1.268391 1.138340 1.202620 |
Qwen3.5-9B-MoQ-ffn_gate-IQ2_S.gguf 2.562500 0.988392 1.023704 1.049725 1.079051 1.035218 |
Qwen3.5-9B-MoQ-ffn_gate-IQ3_XXS.gguf 3.062500 0.559773 0.518558 0.731307 0.486166 0.573951 |
Qwen3.5-9B-MoQ-ffn_gate-Q3_K.gguf 3.437500 0.402188 0.372315 0.509061 0.403162 0.421682 |
Qwen3.5-9B-MoQ-ffn_gate-IQ3_S.gguf 3.437500 0.331746 0.290151 0.321221 0.308300 0.312855 |
Qwen3.5-9B-MoQ-ffn_gate-Q4_K.gguf 4.500000 0.147437 0.101455 0.149261 0.130435 0.132147 |
Qwen3.5-9B-MoQ-ffn_gate-IQ4_XS.gguf 4.250000 0.122693 0.091036 0.108203 0.118577 0.110127 |
Qwen3.5-9B-MoQ-ffn_gate-IQ4_NL.gguf 4.500000 0.117950 0.085741 0.115037 0.118577 0.109326 |
Qwen3.5-9B-MoQ-ffn_gate-Q5_K.gguf 5.500000 0.068682 0.037532 0.080414 0.059289 0.061479 |
Qwen3.5-9B-MoQ-ffn_gate-Q6_K.gguf 6.562500 0.032617 0.018014 0.018769 0.047431 0.029208 |
Qwen3.5-9B-MoQ-ffn_gate-Q8_0.gguf 8.500000 0.029439 0.014634 0.012024 0.035573 0.022917 |
--- SPEARMAN CORRELATION MATRIX (FFN_GATE) --- |
CE_Mean_KLD CE_990_KLD CE_999_KLD CE_Cor_PPL |
CE_Mean_KLD 1.000000 1.000000 0.996400 0.999100 |
CE_990_KLD 1.000000 1.000000 0.996400 0.999100 |
CE_999_KLD 0.996400 0.996400 1.000000 0.999100 |
CE_Cor_PPL 0.999100 0.999100 0.999100 1.000000 |
--- PEARSON CORRELATION MATRIX (FFN_GATE) --- |
CE_Mean_KLD CE_990_KLD CE_999_KLD CE_Cor_PPL |
CE_Mean_KLD 1.000000 0.998000 0.992700 0.999300 |
CE_990_KLD 0.998000 1.000000 0.996800 0.999100 |
CE_999_KLD 0.992700 0.996800 1.000000 0.993900 |
CE_Cor_PPL 0.999300 0.999100 0.993900 1.000000 |
========================================================================================== |
TENSOR TYPE : FFN_UP (n=15) |
========================================================================================== |
--- FULL CE REPORT (FFN_UP) --- |
Model BPW CE_Mean_KLD CE_990_KLD CE_999_KLD CE_Cor_PPL CE_Average |
Qwen3.5-9B-MoQ-ffn_up-IQ1_S.gguf 1.562500 3.983272 4.002470 2.521635 3.937741 3.611279 |
Qwen3.5-9B-MoQ-ffn_up-IQ1_M.gguf 1.750000 3.240260 3.496956 2.810690 3.206033 3.188485 |
Qwen3.5-9B-MoQ-ffn_up-IQ2_XXS.gguf 2.062500 1.939758 1.925939 2.387839 1.877407 2.032736 |
Qwen3.5-9B-MoQ-ffn_up-IQ2_XS.gguf 2.312500 1.477221 1.505279 1.496447 1.482670 1.490404 |
Qwen3.5-9B-MoQ-ffn_up-Q2_K.gguf 2.625000 1.192250 1.168335 1.787456 1.174583 1.330656 |
Qwen3.5-9B-MoQ-ffn_up-IQ2_S.gguf 2.562500 1.092050 1.058442 1.441054 1.097561 1.172277 |
Qwen3.5-9B-MoQ-ffn_up-Q3_K.gguf 3.437500 0.638241 0.557619 1.272091 0.645058 0.778252 |
Qwen3.5-9B-MoQ-ffn_up-IQ3_XXS.gguf 3.062500 0.541369 0.550918 0.538538 0.587291 0.554529 |
Qwen3.5-9B-MoQ-ffn_up-IQ3_S.gguf 3.437500 0.382500 0.347378 0.307289 0.375481 0.353162 |
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