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w-ahmad
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eval-test3

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[2026-06-11 13:28:33]
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[2026-06-11 13:28:33] TARGET MODEL 5/83: w-ahmad/test3 / MoQ-layers_0-3-IQ2_XXS/Qwen3.5_4B-MoQ-layers_0-3-IQ2_XXS.gguf
[2026-06-11 13:28:33] ============================================================
[2026-06-11 13:29:05]
[1/1] MoQ-layers_0-3-IQ2_XXS/Qwen3.5_4B-MoQ-layers_0-3-IQ2_XXS.gguf vs /tmp/wiki_test.raw (base: /tmp/llama_dat/base_logits_0.dat)
[2026-06-11 13:29:05] Running: /workspace/llama_bins/cuda-12.8/llama-perplexity -m /kaggle/working/MoQ-layers_0-3-IQ2_XXS/Qwen3.5_4B-MoQ-layers_0-3-IQ2_XXS.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 13:29:06] 0.00.288.551 I common_init_result: fitting params to device memory ...
[2026-06-11 13:29:06] 0.00.288.581 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 13:29:16] 0.10.526.514 W llama_context: n_ctx_seq (512) < n_ctx_train (262144) -- the full capacity of the model will not be utilized
[2026-06-11 13:29:16] 0.10.582.892 I common_init_from_params: warming up the model with an empty run - please wait ... (--no-warmup to disable)
[2026-06-11 13:29:16] 0.10.917.033 I
[2026-06-11 13:29:16] 0.10.917.242 I system_info: n_threads = 2 (n_threads_batch = 2) / 4 | CUDA : ARCHS = 750,800,860,890,900,1000,1200 | USE_GRAPHS = 1 | PEER_MAX_BATCH_SIZE = 128 | CPU : SSE3 = 1 | SSSE3 = 1 | AVX = 1 | AVX2 = 1 | F16C = 1 | FMA = 1 | BMI2 = 1 | LLAMAFILE = 1 | OPENMP = 1 | REPACK = 1 |
[2026-06-11 13:29:17] 0.11.016.612 I kl_divergence: computing over 50 chunks, n_ctx=512, batch_size=512, n_seq=1
[2026-06-11 13:29:34] 0.28.862.797 I kl_divergence: 17.85 seconds per pass - ETA 14.87 minutes
[2026-06-11 13:29:34]
[2026-06-11 13:29:34] chunk PPL ln(PPL(Q)/PPL(base)) KL Divergence Δp RMS Same top p
[2026-06-11 13:29:35] 1 6.2741 ± 1.0694 0.04543 ± 0.04541 0.13716 ± 0.01769 10.667 ± 1.153 % 89.020 ± 1.962 %
[2026-06-11 13:29:37] 2 9.0127 ± 1.1707 0.01682 ± 0.03722 0.18553 ± 0.01508 10.137 ± 0.766 % 86.275 ± 1.525 %
[2026-06-11 13:29:39] 3 9.2707 ± 0.9637 0.02597 ± 0.03579 0.26165 ± 0.02671 11.341 ± 0.758 % 84.052 ± 1.325 %
[2026-06-11 13:29:41] 4 9.2373 ± 0.8104 0.04161 ± 0.03182 0.24232 ± 0.02221 11.303 ± 0.714 % 83.725 ± 1.156 %
[2026-06-11 13:29:43] 5 8.9702 ± 0.6797 0.00436 ± 0.02638 0.21537 ± 0.01790 10.532 ± 0.619 % 84.000 ± 1.027 %
[2026-06-11 13:29:45] 6 9.3053 ± 0.6358 0.00659 ± 0.02239 0.19744 ± 0.01507 10.153 ± 0.553 % 83.987 ± 0.938 %
[2026-06-11 13:29:47] 7 9.6438 ± 0.6108 0.00791 ± 0.01989 0.18749 ± 0.01304 10.076 ± 0.517 % 84.202 ± 0.864 %
[2026-06-11 13:29:49] 8 10.3416 ± 0.6243 -0.00837 ± 0.01893 0.20253 ± 0.01217 10.161 ± 0.479 % 83.235 ± 0.827 %
[2026-06-11 13:29:51] 9 10.8982 ± 0.6222 -0.01367 ± 0.01769 0.19834 ± 0.01095 10.040 ± 0.459 % 83.050 ± 0.783 %
[2026-06-11 13:29:54] 10 11.2698 ± 0.6102 -0.01856 ± 0.01654 0.19709 ± 0.01009 9.844 ± 0.427 % 82.667 ± 0.750 %
[2026-06-11 13:29:56] 11 11.0664 ± 0.5666 -0.02764 ± 0.01552 0.19381 ± 0.00926 9.727 ± 0.398 % 82.709 ± 0.714 %
[2026-06-11 13:29:58] 12 11.2826 ± 0.5553 -0.02030 ± 0.01509 0.19605 ± 0.00913 10.075 ± 0.401 % 82.516 ± 0.687 %
[2026-06-11 13:30:00] 13 11.7614 ± 0.5627 -0.03635 ± 0.01548 0.20756 ± 0.00879 10.153 ± 0.377 % 81.961 ± 0.668 %
[2026-06-11 13:30:02] 14 11.1792 ± 0.5119 -0.03745 ± 0.01472 0.21110 ± 0.00905 10.565 ± 0.388 % 82.185 ± 0.640 %
[2026-06-11 13:30:04] 15 10.9640 ± 0.4833 -0.04729 ± 0.01447 0.22266 ± 0.01188 10.861 ± 0.410 % 82.170 ± 0.619 %
[2026-06-11 13:30:07] 16 11.0584 ± 0.4741 -0.04899 ± 0.01411 0.22021 ± 0.01127 10.933 ± 0.399 % 82.083 ± 0.600 %
[2026-06-11 13:30:09] 17 10.3091 ± 0.4252 -0.04795 ± 0.01336 0.21327 ± 0.01068 10.801 ± 0.384 % 82.491 ± 0.577 %
[2026-06-11 13:30:11] 18 10.3410 ± 0.4130 -0.04412 ± 0.01293 0.21183 ± 0.01016 10.972 ± 0.384 % 82.397 ± 0.562 %
[2026-06-11 13:30:13] 19 10.3117 ± 0.4025 -0.03765 ± 0.01266 0.21661 ± 0.00999 11.243 ± 0.380 % 82.353 ± 0.548 %
[2026-06-11 13:30:16] 20 10.2538 ± 0.3893 -0.04637 ± 0.01233 0.22010 ± 0.00981 11.250 ± 0.369 % 82.216 ± 0.535 %
[2026-06-11 13:30:18] 21 9.9339 ± 0.3661 -0.04145 ± 0.01191 0.21757 ± 0.00939 11.272 ± 0.357 % 82.353 ± 0.521 %
[2026-06-11 13:30:20] 22 9.8245 ± 0.3533 -0.03967 ± 0.01153 0.21558 ± 0.00901 11.243 ± 0.344 % 82.406 ± 0.508 %
[2026-06-11 13:30:22] 23 9.5072 ± 0.3324 -0.03314 ± 0.01112 0.21178 ± 0.00866 11.307 ± 0.335 % 82.609 ± 0.495 %
[2026-06-11 13:30:24] 24 9.0632 ± 0.3074 -0.03001 ± 0.01070 0.20630 ± 0.00833 11.297 ± 0.328 % 83.007 ± 0.480 %
[2026-06-11 13:30:27] 25 8.9366 ± 0.2962 -0.02508 ± 0.01046 0.20557 ± 0.00804 11.499 ± 0.319 % 83.012 ± 0.470 %
[2026-06-11 13:30:29] 26 8.7181 ± 0.2813 -0.02219 ± 0.01016 0.20155 ± 0.00775 11.395 ± 0.310 % 83.228 ± 0.459 %
[2026-06-11 13:30:31] 27 8.5891 ± 0.2710 -0.01815 ± 0.00989 0.19879 ± 0.00754 11.406 ± 0.305 % 83.355 ± 0.449 %
[2026-06-11 13:30:33] 28 8.5310 ± 0.2646 -0.01229 ± 0.00980 0.19808 ± 0.00740 11.365 ± 0.298 % 83.543 ± 0.439 %
[2026-06-11 13:30:35] 29 8.5123 ± 0.2593 -0.00946 ± 0.00957 0.19675 ± 0.00718 11.349 ± 0.292 % 83.638 ± 0.430 %
[2026-06-11 13:30:37] 30 8.5040 ± 0.2551 -0.00733 ± 0.00950 0.19722 ± 0.00700 11.308 ± 0.286 % 83.673 ± 0.423 %
[2026-06-11 13:30:40] 31 8.4405 ± 0.2485 -0.00483 ± 0.00929 0.19493 ± 0.00682 11.257 ± 0.283 % 83.757 ± 0.415 %
[2026-06-11 13:30:42] 32 8.4616 ± 0.2455 -0.00234 ± 0.00911 0.19472 ± 0.00666 11.289 ± 0.278 % 83.750 ± 0.408 %
[2026-06-11 13:30:44] 33 8.4250 ± 0.2405 -0.00132 ± 0.00895 0.19567 ± 0.00652 11.341 ± 0.276 % 83.636 ± 0.403 %
[2026-06-11 13:30:46] 34 8.5321 ± 0.2412 0.00204 ± 0.00902 0.19766 ± 0.00646 11.390 ± 0.273 % 83.610 ± 0.398 %
[2026-06-11 13:30:48] 35 8.6305 ± 0.2404 0.00255 ± 0.00886 0.19788 ± 0.00631 11.412 ± 0.270 % 83.440 ± 0.393 %
[2026-06-11 13:30:50] 36 8.8082 ± 0.2422 0.00200 ± 0.00867 0.19702 ± 0.00615 11.368 ± 0.265 % 83.431 ± 0.388 %
[2026-06-11 13:30:52] 37 8.9108 ± 0.2414 0.00087 ± 0.00851 0.19541 ± 0.00600 11.310 ± 0.262 % 83.317 ± 0.384 %
[2026-06-11 13:30:54] 38 8.9117 ± 0.2381 -0.00082 ± 0.00842 0.19676 ± 0.00604 11.324 ± 0.260 % 83.251 ± 0.379 %
[2026-06-11 13:30:56] 39 8.8988 ± 0.2347 -0.00168 ± 0.00826 0.19497 ± 0.00589 11.261 ± 0.255 % 83.328 ± 0.374 %
[2026-06-11 13:30:59] 40 8.9567 ± 0.2343 0.00099 ± 0.00818 0.19541 ± 0.00598 11.275 ± 0.254 % 83.353 ± 0.369 %
[2026-06-11 13:31:01] 41 8.9972 ± 0.2327 0.00018 ± 0.00811 0.19651 ± 0.00588 11.284 ± 0.251 % 83.252 ± 0.365 %
[2026-06-11 13:31:03] 42 9.0550 ± 0.2314 -0.00168 ± 0.00797 0.19514 ± 0.00575 11.243 ± 0.248 % 83.212 ± 0.361 %
[2026-06-11 13:31:05] 43 9.0635 ± 0.2293 -0.00383 ± 0.00789 0.19623 ± 0.00568 11.343 ± 0.248 % 83.137 ± 0.358 %
[2026-06-11 13:31:07] 44 9.0506 ± 0.2261 -0.00645 ± 0.00781 0.19608 ± 0.00558 11.300 ± 0.244 % 83.209 ± 0.353 %
[2026-06-11 13:31:09] 45 9.1356 ± 0.2261 -0.00771 ± 0.00775 0.19619 ± 0.00548 11.272 ± 0.240 % 83.076 ± 0.350 %
[2026-06-11 13:31:11] 46 9.0873 ± 0.2221 -0.00755 ± 0.00766 0.19586 ± 0.00540 11.269 ± 0.237 % 83.205 ± 0.345 %
[2026-06-11 13:31:13] 47 9.2605 ± 0.2250 -0.00857 ± 0.00760 0.19677 ± 0.00537 11.257 ± 0.235 % 83.071 ± 0.343 %
[2026-06-11 13:31:16] 48 9.3314 ± 0.2245 -0.00997 ± 0.00752 0.19647 ± 0.00528 11.232 ± 0.232 % 83.088 ± 0.339 %
[2026-06-11 13:31:18] 49 9.2475 ± 0.2196 -0.00881 ± 0.00748 0.19780 ± 0.00541 11.346 ± 0.235 % 83.089 ± 0.335 %
[2026-06-11 13:31:20] 50 9.3014 ± 0.2189 -0.00887 ± 0.00738 0.19716 ± 0.00531 11.313 ± 0.232 % 83.051 ± 0.332 %
[2026-06-11 13:31:20]
[2026-06-11 13:31:20] ====== Perplexity statistics ======
[2026-06-11 13:31:20] Mean PPL(Q) : 9.301373 ± 0.218877
[2026-06-11 13:31:20] Mean PPL(base) : 9.384276 ± 0.227802
[2026-06-11 13:31:20] Cor(ln(PPL(Q)), ln(PPL(base))): 95.29%
[2026-06-11 13:31:20] Mean ln(PPL(Q)/PPL(base)) : -0.008874 ± 0.007375
[2026-06-11 13:31:20] Mean PPL(Q)/PPL(base) : 0.991166 ± 0.007310
[2026-06-11 13:31:20] Mean PPL(Q)-PPL(base) : -0.082904 ± 0.069132
[2026-06-11 13:31:20]
[2026-06-11 13:31:20] ====== KL divergence statistics ======
[2026-06-11 13:31:20] Mean KLD: 0.197160 ± 0.005309
[2026-06-11 13:31:20] Maximum KLD: 22.704790
[2026-06-11 13:31:20] 99.9% KLD: 8.235281
[2026-06-11 13:31:20] 99.0% KLD: 2.141982
[2026-06-11 13:31:20] 95.0% KLD: 0.650067
[2026-06-11 13:31:20] 90.0% KLD: 0.379740
[2026-06-11 13:31:20] Median KLD: 0.078113
[2026-06-11 13:31:20] 10.0% KLD: 0.006566
[2026-06-11 13:31:20] 5.0% KLD: 0.002397
[2026-06-11 13:31:20] 1.0% KLD: 0.000499
[2026-06-11 13:31:20] 0.1% KLD: 0.000076
[2026-06-11 13:31:20] Minimum KLD: 0.000008
[2026-06-11 13:31:20]
[2026-06-11 13:31:20] ====== Token probability statistics ======
[2026-06-11 13:31:20] Mean Δp: -1.564 ± 0.099 %
[2026-06-11 13:31:20] Maximum Δp: 99.981%
[2026-06-11 13:31:20] 99.9% Δp: 74.489%
[2026-06-11 13:31:20] 99.0% Δp: 28.035%
[2026-06-11 13:31:20] 95.0% Δp: 10.883%
[2026-06-11 13:31:20] 90.0% Δp: 5.959%
[2026-06-11 13:31:20] 75.0% Δp: 1.005%
[2026-06-11 13:31:20] Median Δp: -0.049%
[2026-06-11 13:31:20] 25.0% Δp: -3.212%