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w-ahmad
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eval-test3

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[2026-06-11 13:25:42] 6 9.5954 ± 0.6672 0.03728 ± 0.01867 0.11780 ± 0.01057 8.420 ± 0.628 % 86.993 ± 0.860 %
[2026-06-11 13:25:42] 7 9.8823 ± 0.6353 0.03234 ± 0.01635 0.10812 ± 0.00911 8.021 ± 0.568 % 87.227 ± 0.790 %
[2026-06-11 13:25:42] 8 10.5842 ± 0.6483 0.01481 ± 0.01511 0.10834 ± 0.00859 7.761 ± 0.516 % 86.912 ± 0.747 %
[2026-06-11 13:25:42] 9 11.1684 ± 0.6470 0.01081 ± 0.01383 0.10486 ± 0.00771 7.670 ± 0.482 % 86.841 ± 0.706 %
[2026-06-11 13:25:42] 10 11.5861 ± 0.6371 0.00912 ± 0.01302 0.10484 ± 0.00717 7.429 ± 0.449 % 86.431 ± 0.678 %
[2026-06-11 13:25:42] 11 11.3969 ± 0.5942 0.00178 ± 0.01211 0.10080 ± 0.00654 7.246 ± 0.420 % 86.560 ± 0.644 %
[2026-06-11 13:25:42] 12 11.5209 ± 0.5759 0.00060 ± 0.01138 0.09965 ± 0.00618 7.482 ± 0.437 % 86.895 ± 0.610 %
[2026-06-11 13:25:42] 13 11.9975 ± 0.5822 -0.01648 ± 0.01179 0.10908 ± 0.00615 7.768 ± 0.419 % 86.425 ± 0.595 %
[2026-06-11 13:25:42] 14 11.4086 ± 0.5305 -0.01714 ± 0.01108 0.11134 ± 0.00674 7.851 ± 0.403 % 86.751 ± 0.567 %
[2026-06-11 13:25:42] 15 11.2151 ± 0.5026 -0.02465 ± 0.01121 0.12361 ± 0.01034 8.286 ± 0.445 % 86.850 ± 0.547 %
[2026-06-11 13:25:42] 16 11.2736 ± 0.4911 -0.02972 ± 0.01106 0.12344 ± 0.00982 8.331 ± 0.431 % 86.765 ± 0.531 %
[2026-06-11 13:25:42] 17 10.5333 ± 0.4413 -0.02644 ± 0.01054 0.11948 ± 0.00934 8.287 ± 0.431 % 86.967 ± 0.511 %
[2026-06-11 13:25:42] 18 10.5152 ± 0.4266 -0.02741 ± 0.01011 0.11652 ± 0.00883 8.155 ± 0.414 % 87.211 ± 0.493 %
[2026-06-11 13:25:42] 19 10.4340 ± 0.4130 -0.02586 ± 0.00980 0.12052 ± 0.00890 8.540 ± 0.420 % 87.079 ± 0.482 %
[2026-06-11 13:25:42] 20 10.4663 ± 0.4039 -0.02586 ± 0.00951 0.11961 ± 0.00856 8.463 ± 0.405 % 87.216 ± 0.468 %
[2026-06-11 13:25:42] 21 10.1099 ± 0.3786 -0.02389 ± 0.00918 0.11752 ± 0.00816 8.419 ± 0.389 % 87.358 ± 0.454 %
[2026-06-11 13:25:42] 22 9.9921 ± 0.3649 -0.02276 ± 0.00889 0.11749 ± 0.00783 8.419 ± 0.374 % 87.184 ± 0.446 %
[2026-06-11 13:25:42] 23 9.6312 ± 0.3419 -0.02018 ± 0.00855 0.11470 ± 0.00750 8.372 ± 0.361 % 87.366 ± 0.434 %
[2026-06-11 13:25:42] 24 9.1658 ± 0.3157 -0.01876 ± 0.00823 0.11183 ± 0.00720 8.300 ± 0.350 % 87.647 ± 0.421 %
[2026-06-11 13:25:42] 25 9.0256 ± 0.3037 -0.01518 ± 0.00808 0.11191 ± 0.00694 8.463 ± 0.335 % 87.749 ± 0.411 %
[2026-06-11 13:25:42] 26 8.7890 ± 0.2877 -0.01410 ± 0.00782 0.10936 ± 0.00668 8.371 ± 0.326 % 87.934 ± 0.400 %
[2026-06-11 13:25:42] 27 8.6204 ± 0.2756 -0.01452 ± 0.00758 0.10727 ± 0.00644 8.351 ± 0.318 % 88.061 ± 0.391 %
[2026-06-11 13:25:42] 28 8.5384 ± 0.2680 -0.01143 ± 0.00755 0.10765 ± 0.00633 8.335 ± 0.312 % 88.235 ± 0.381 %
[2026-06-11 13:25:42] 29 8.5164 ± 0.2625 -0.00899 ± 0.00740 0.10712 ± 0.00613 8.353 ± 0.304 % 88.276 ± 0.374 %
[2026-06-11 13:25:42] 30 8.4942 ± 0.2573 -0.00849 ± 0.00724 0.10688 ± 0.00594 8.341 ± 0.296 % 88.248 ± 0.368 %
[2026-06-11 13:25:42] 31 8.4169 ± 0.2500 -0.00763 ± 0.00704 0.10533 ± 0.00576 8.337 ± 0.291 % 88.349 ± 0.361 %
[2026-06-11 13:25:42] 32 8.4518 ± 0.2475 -0.00350 ± 0.00698 0.10580 ± 0.00566 8.369 ± 0.283 % 88.260 ± 0.356 %
[2026-06-11 13:25:42] 33 8.4013 ± 0.2418 -0.00413 ± 0.00688 0.10579 ± 0.00551 8.323 ± 0.277 % 88.223 ± 0.351 %
[2026-06-11 13:25:42] 34 8.4818 ± 0.2414 -0.00388 ± 0.00693 0.10637 ± 0.00541 8.338 ± 0.271 % 88.189 ± 0.347 %
[2026-06-11 13:25:42] 35 8.5770 ± 0.2405 -0.00367 ± 0.00683 0.10629 ± 0.00528 8.315 ± 0.266 % 88.011 ± 0.344 %
[2026-06-11 13:25:42] 36 8.7536 ± 0.2424 -0.00422 ± 0.00667 0.10531 ± 0.00515 8.258 ± 0.262 % 88.039 ± 0.339 %
[2026-06-11 13:25:42] 37 8.8621 ± 0.2420 -0.00462 ± 0.00654 0.10419 ± 0.00501 8.183 ± 0.257 % 88.045 ± 0.334 %
[2026-06-11 13:25:42] 38 8.8783 ± 0.2393 -0.00458 ± 0.00649 0.10587 ± 0.00514 8.212 ± 0.258 % 88.019 ± 0.330 %
[2026-06-11 13:25:42] 39 8.8784 ± 0.2363 -0.00398 ± 0.00637 0.10503 ± 0.00502 8.165 ± 0.253 % 88.145 ± 0.324 %
[2026-06-11 13:25:42] 40 8.9100 ± 0.2350 -0.00423 ± 0.00630 0.10617 ± 0.00521 8.181 ± 0.255 % 88.196 ± 0.319 %
[2026-06-11 13:25:42] 41 8.9578 ± 0.2339 -0.00420 ± 0.00626 0.10661 ± 0.00513 8.223 ± 0.255 % 88.149 ± 0.316 %
[2026-06-11 13:25:42] 42 9.0195 ± 0.2327 -0.00561 ± 0.00614 0.10541 ± 0.00502 8.169 ± 0.251 % 88.123 ± 0.313 %
[2026-06-11 13:25:42] 43 9.0265 ± 0.2307 -0.00793 ± 0.00605 0.10504 ± 0.00491 8.174 ± 0.248 % 88.153 ± 0.309 %
[2026-06-11 13:25:42] 44 9.0298 ± 0.2281 -0.00875 ± 0.00599 0.10504 ± 0.00481 8.157 ± 0.243 % 88.146 ± 0.305 %
[2026-06-11 13:25:42] 45 9.1232 ± 0.2284 -0.00907 ± 0.00595 0.10478 ± 0.00471 8.129 ± 0.239 % 88.113 ± 0.302 %
[2026-06-11 13:25:42] 46 9.0625 ± 0.2239 -0.01028 ± 0.00586 0.10433 ± 0.00463 8.125 ± 0.236 % 88.159 ± 0.298 %
[2026-06-11 13:25:42] 47 9.2210 ± 0.2262 -0.01285 ± 0.00582 0.10520 ± 0.00460 8.135 ± 0.234 % 88.043 ± 0.296 %
[2026-06-11 13:25:42] 48 9.2993 ± 0.2260 -0.01341 ± 0.00573 0.10414 ± 0.00451 8.086 ± 0.231 % 88.121 ± 0.292 %
[2026-06-11 13:25:42] 49 9.2060 ± 0.2208 -0.01330 ± 0.00565 0.10509 ± 0.00460 8.167 ± 0.232 % 88.099 ± 0.290 %
[2026-06-11 13:25:42] 50 9.2568 ± 0.2199 -0.01367 ± 0.00556 0.10414 ± 0.00451 8.131 ± 0.228 % 88.125 ± 0.286 %
[2026-06-11 13:25:42]
[2026-06-11 13:25:42] ====== Perplexity statistics ======
[2026-06-11 13:25:42] Mean PPL(Q) : 9.256832 ± 0.219950
[2026-06-11 13:25:42] Mean PPL(base) : 9.384276 ± 0.227802
[2026-06-11 13:25:42] Cor(ln(PPL(Q)), ln(PPL(base))): 97.34%
[2026-06-11 13:25:42] Mean ln(PPL(Q)/PPL(base)) : -0.013674 ± 0.005559
[2026-06-11 13:25:42] Mean PPL(Q)/PPL(base) : 0.986419 ± 0.005483
[2026-06-11 13:25:42] Mean PPL(Q)-PPL(base) : -0.127444 ± 0.052183
[2026-06-11 13:25:42]
[2026-06-11 13:25:42] ====== KL divergence statistics ======
[2026-06-11 13:25:42] Mean KLD: 0.104141 ± 0.004511
[2026-06-11 13:25:42] Maximum KLD: 23.678738
[2026-06-11 13:25:42] 99.9% KLD: 6.723845
[2026-06-11 13:25:42] 99.0% KLD: 1.300330
[2026-06-11 13:25:42] 95.0% KLD: 0.316342
[2026-06-11 13:25:42] 90.0% KLD: 0.168913
[2026-06-11 13:25:42] Median KLD: 0.030569
[2026-06-11 13:25:42] 10.0% KLD: 0.002308
[2026-06-11 13:25:42] 5.0% KLD: 0.000888
[2026-06-11 13:25:42] 1.0% KLD: 0.000176
[2026-06-11 13:25:42] 0.1% KLD: 0.000032
[2026-06-11 13:25:42] Minimum KLD: 0.000004
[2026-06-11 13:25:42]
[2026-06-11 13:25:42] ====== Token probability statistics ======
[2026-06-11 13:25:42] Mean Δp: -0.627 ± 0.072 %
[2026-06-11 13:25:42] Maximum Δp: 99.586%
[2026-06-11 13:25:42] 99.9% Δp: 62.058%
[2026-06-11 13:25:42] 99.0% Δp: 20.645%
[2026-06-11 13:25:42] 95.0% Δp: 7.837%
[2026-06-11 13:25:42] 90.0% Δp: 4.217%
[2026-06-11 13:25:42] 75.0% Δp: 0.859%
[2026-06-11 13:25:42] Median Δp: -0.008%
[2026-06-11 13:25:42] 25.0% Δp: -1.677%
[2026-06-11 13:25:42] 10.0% Δp: -6.314%
[2026-06-11 13:25:42] 5.0% Δp: -10.511%
[2026-06-11 13:25:42] 1.0% Δp: -27.982%
[2026-06-11 13:25:42] 0.1% Δp: -66.818%
[2026-06-11 13:25:42] Minimum Δp: -99.168%
[2026-06-11 13:25:42] RMS Δp : 8.131 ± 0.228 %
[2026-06-11 13:25:42] Same top p: 88.125 ± 0.286 %
[2026-06-11 13:25:42]
[2026-06-11 13:25:42]
✅ Finished target model 3: 1 files evaluated
[2026-06-11 13:25:43] 🗑️ Deleted /kaggle/working/MoQ-layers_0-3-IQ2_S/Qwen3.5_4B-MoQ-layers_0-3-IQ2_S.gguf to free disk space
[2026-06-11 13:25:43]
============================================================
[2026-06-11 13:25:43] TARGET MODEL 4/83: w-ahmad/test3 / MoQ-layers_0-3-IQ2_XS/Qwen3.5_4B-MoQ-layers_0-3-IQ2_XS.gguf
[2026-06-11 13:25:43] ============================================================
[2026-06-11 13:26:11]
[1/1] MoQ-layers_0-3-IQ2_XS/Qwen3.5_4B-MoQ-layers_0-3-IQ2_XS.gguf vs /tmp/wiki_test.raw (base: /tmp/llama_dat/base_logits_0.dat)
[2026-06-11 13:26:11] Running: /workspace/llama_bins/cuda-12.8/llama-perplexity -m /kaggle/working/MoQ-layers_0-3-IQ2_XS/Qwen3.5_4B-MoQ-layers_0-3-IQ2_XS.gguf -f /tmp/wiki_test.raw -c 512 -b 512 -np 1 --kl-divergence-base /tmp/llama_dat/base_logits_0.dat --kl-divergence --seed 1337 -ngl 99 --chunks 50
[2026-06-11 13:26:11] 0.00.280.459 I common_init_result: fitting params to device memory ...
[2026-06-11 13:26:11] 0.00.280.471 I common_init_result: (for bugs during this step try to reproduce them with -fit off, or provide --verbose logs if the bug only occurs with -fit on)
[2026-06-11 13:26:22] 0.10.721.917 W llama_context: n_ctx_seq (512) < n_ctx_train (262144) -- the full capacity of the model will not be utilized
[2026-06-11 13:26:23] 0.10.778.682 I common_init_from_params: warming up the model with an empty run - please wait ... (--no-warmup to disable)