Datasets:
w-ahmad
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LFM2.5-8B-A1B-GGUF-MoQ-COMPARISON-C

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[2026-06-06 14:13:01] 41 33.6869 ± 1.1690 0.02394 ± 0.01162 0.41898 ± 0.00522 13.516 ± 0.216 % 69.278 ± 0.451 %
[2026-06-06 14:13:02] 42 33.5464 ± 1.1493 0.02187 ± 0.01144 0.41787 ± 0.00514 13.524 ± 0.213 % 69.318 ± 0.446 %
[2026-06-06 14:13:02] 43 33.2441 ± 1.1248 0.02154 ± 0.01127 0.41665 ± 0.00506 13.555 ± 0.211 % 69.321 ± 0.440 %
[2026-06-06 14:13:02] 44 33.5656 ± 1.1231 0.01569 ± 0.01114 0.41672 ± 0.00499 13.553 ± 0.209 % 69.296 ± 0.435 %
[2026-06-06 14:13:03] 45 33.2530 ± 1.0993 0.01493 ± 0.01099 0.41718 ± 0.00496 13.657 ± 0.210 % 69.307 ± 0.431 %
[2026-06-06 14:13:03] 46 33.6388 ± 1.1002 0.01450 ± 0.01084 0.41465 ± 0.00489 13.588 ± 0.207 % 69.267 ± 0.426 %
[2026-06-06 14:13:04] 47 33.6161 ± 1.0877 0.01495 ± 0.01070 0.41297 ± 0.00482 13.572 ± 0.205 % 69.337 ± 0.421 %
[2026-06-06 14:13:04] 48 33.1591 ± 1.0605 0.01740 ± 0.01059 0.41246 ± 0.00479 13.597 ± 0.203 % 69.469 ± 0.416 %
[2026-06-06 14:13:04] 49 33.0830 ± 1.0475 0.01919 ± 0.01045 0.41058 ± 0.00473 13.564 ± 0.201 % 69.668 ± 0.411 %
[2026-06-06 14:13:05] 50 33.0648 ± 1.0379 0.02013 ± 0.01035 0.41072 ± 0.00467 13.566 ± 0.199 % 69.718 ± 0.407 %
[2026-06-06 14:13:05]
[2026-06-06 14:13:05] ====== Perplexity statistics ======
[2026-06-06 14:13:05] Mean PPL(Q) : 33.064811 ± 1.037927
[2026-06-06 14:13:05] Mean PPL(base) : 32.405852 ± 1.046776
[2026-06-06 14:13:05] Cor(ln(PPL(Q)), ln(PPL(base))): 94.75%
[2026-06-06 14:13:05] Mean ln(PPL(Q)/PPL(base)) : 0.020131 ± 0.010355
[2026-06-06 14:13:05] Mean PPL(Q)/PPL(base) : 1.020335 ± 0.010565
[2026-06-06 14:13:05] Mean PPL(Q)-PPL(base) : 0.658959 ± 0.337742
[2026-06-06 14:13:05]
[2026-06-06 14:13:05] ====== KL divergence statistics ======
[2026-06-06 14:13:05] Mean KLD: 0.410724 ± 0.004674
[2026-06-06 14:13:05] Maximum KLD: 9.635175
[2026-06-06 14:13:05] 99.9% KLD: 4.870431
[2026-06-06 14:13:05] 99.0% KLD: 2.584024
[2026-06-06 14:13:05] 95.0% KLD: 1.340279
[2026-06-06 14:13:05] 90.0% KLD: 0.952423
[2026-06-06 14:13:05] Median KLD: 0.252713
[2026-06-06 14:13:05] 10.0% KLD: 0.020694
[2026-06-06 14:13:05] 5.0% KLD: 0.007385
[2026-06-06 14:13:05] 1.0% KLD: 0.001127
[2026-06-06 14:13:05] 0.1% KLD: 0.000155
[2026-06-06 14:13:05] Minimum KLD: 0.000026
[2026-06-06 14:13:05]
[2026-06-06 14:13:05] ====== Token probability statistics ======
[2026-06-06 14:13:05] Mean Δp: -2.163 ± 0.119 %
[2026-06-06 14:13:05] Maximum Δp: 89.008%
[2026-06-06 14:13:05] 99.9% Δp: 63.659%
[2026-06-06 14:13:05] 99.0% Δp: 34.457%
[2026-06-06 14:13:05] 95.0% Δp: 15.447%
[2026-06-06 14:13:05] 90.0% Δp: 7.457%
[2026-06-06 14:13:05] 75.0% Δp: 0.712%
[2026-06-06 14:13:05] Median Δp: -0.025%
[2026-06-06 14:13:05] 25.0% Δp: -3.435%
[2026-06-06 14:13:05] 10.0% Δp: -15.258%
[2026-06-06 14:13:05] 5.0% Δp: -25.780%
[2026-06-06 14:13:05] 1.0% Δp: -53.978%
[2026-06-06 14:13:05] 0.1% Δp: -79.942%
[2026-06-06 14:13:05] Minimum Δp: -94.356%
[2026-06-06 14:13:05] RMS Δp : 13.566 ± 0.199 %
[2026-06-06 14:13:05] Same top p: 69.718 ± 0.407 %
[2026-06-06 14:13:05]
[2026-06-06 14:13:05]
✅ Finished target model 1: 1 files evaluated
[2026-06-06 14:13:06] 🗑️ Deleted /kaggle/working/quants_for_model/MoQ-Quants/MoQ-3.0.gguf to free disk space
[2026-06-06 14:13:06]
============================================================
[2026-06-06 14:13:06] TARGET MODEL 2/6: w-ahmad/water / MoQ-Quants/MoQ-3.5.gguf
[2026-06-06 14:13:06] ============================================================
[2026-06-06 14:13:28]
[1/1] MoQ-Quants/MoQ-3.5.gguf vs /tmp/wiki_test.raw (base: /tmp/llama_dat/base_logits_0.dat)
[2026-06-06 14:13:29] Running: /workspace/llama_bins/cuda-12.8/llama-perplexity -m /kaggle/working/quants_for_model/MoQ-Quants/MoQ-3.5.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
[2026-06-06 14:13:29] 0.00.266.680 I common_init_result: fitting params to device memory ...
[2026-06-06 14:13:29] 0.00.266.691 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)
[2026-06-06 14:13:32] 0.03.053.640 W llama_context: n_ctx_seq (512) < n_ctx_train (128000) -- the full capacity of the model will not be utilized
[2026-06-06 14:13:32] 0.03.089.337 I common_init_from_params: warming up the model with an empty run - please wait ... (--no-warmup to disable)
[2026-06-06 14:13:32] 0.03.301.017 I
[2026-06-06 14:13:32] 0.03.301.172 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 |
[2026-06-06 14:13:32] 0.03.347.221 I kl_divergence: computing over 50 chunks, n_ctx=512, batch_size=512, n_seq=1
[2026-06-06 14:14:05] 0.35.894.121 I kl_divergence: 32.55 seconds per pass - ETA 27.12 minutes
[2026-06-06 14:14:05]
[2026-06-06 14:14:05] chunk PPL ln(PPL(Q)/PPL(base)) KL Divergence Δp RMS Same top p
[2026-06-06 14:14:05] 1 27.2411 ± 6.8068 -0.00340 ± 0.07523 0.32077 ± 0.02657 13.537 ± 1.102 % 75.294 ± 2.706 %
[2026-06-06 14:14:05] 2 36.7467 ± 6.3407 -0.09731 ± 0.05372 0.36757 ± 0.02703 12.251 ± 0.963 % 73.333 ± 1.960 %
[2026-06-06 14:14:06] 3 37.0018 ± 5.1434 0.02325 ± 0.04511 0.38532 ± 0.02472 12.964 ± 0.733 % 72.026 ± 1.624 %
[2026-06-06 14:14:06] 4 37.0760 ± 4.3530 0.01163 ± 0.03882 0.36945 ± 0.01967 12.516 ± 0.633 % 72.843 ± 1.393 %
[2026-06-06 14:14:07] 5 34.7864 ± 3.5490 -0.00889 ± 0.03359 0.35361 ± 0.01623 11.976 ± 0.543 % 72.314 ± 1.254 %
[2026-06-06 14:14:07] 6 34.2044 ± 3.1328 0.00825 ± 0.02933 0.33804 ± 0.01390 11.585 ± 0.489 % 72.876 ± 1.137 %
[2026-06-06 14:14:07] 7 34.5186 ± 2.9091 -0.00399 ± 0.02660 0.34045 ± 0.01339 11.785 ± 0.466 % 73.165 ± 1.049 %
[2026-06-06 14:14:08] 8 35.8185 ± 2.8463 -0.00933 ± 0.02454 0.33874 ± 0.01201 11.761 ± 0.426 % 73.039 ± 0.983 %
[2026-06-06 14:14:08] 9 37.8474 ± 2.8474 -0.01519 ± 0.02273 0.32690 ± 0.01082 11.435 ± 0.399 % 73.290 ± 0.924 %
[2026-06-06 14:14:09] 10 39.2492 ± 2.7819 -0.00713 ± 0.02173 0.32943 ± 0.01005 11.491 ± 0.393 % 72.627 ± 0.883 %
[2026-06-06 14:14:09] 11 38.4106 ± 2.5784 -0.00741 ± 0.02031 0.32102 ± 0.00928 11.329 ± 0.371 % 72.620 ± 0.842 %
[2026-06-06 14:14:09] 12 38.3643 ± 2.4768 -0.00830 ± 0.01943 0.31968 ± 0.00865 11.355 ± 0.350 % 72.190 ± 0.810 %
[2026-06-06 14:14:10] 13 41.2227 ± 2.5971 0.00973 ± 0.01848 0.31626 ± 0.00812 11.275 ± 0.347 % 72.187 ± 0.778 %
[2026-06-06 14:14:10] 14 39.5285 ± 2.3823 0.01293 ± 0.01755 0.30978 ± 0.00764 11.254 ± 0.329 % 72.521 ± 0.747 %
[2026-06-06 14:14:11] 15 38.3010 ± 2.2160 0.02198 ± 0.01686 0.30667 ± 0.00736 11.290 ± 0.322 % 72.915 ± 0.719 %
[2026-06-06 14:14:11] 16 39.0960 ± 2.1948 0.01811 ± 0.01643 0.30716 ± 0.00707 11.346 ± 0.315 % 72.721 ± 0.697 %
[2026-06-06 14:14:11] 17 37.1289 ± 2.0191 0.01330 ± 0.01582 0.30255 ± 0.00684 11.292 ± 0.304 % 73.356 ± 0.672 %
[2026-06-06 14:14:12] 18 38.2173 ± 2.0211 0.00507 ± 0.01528 0.30305 ± 0.00657 11.214 ± 0.293 % 73.312 ± 0.653 %
[2026-06-06 14:14:12] 19 38.7994 ± 2.0089 0.01447 ± 0.01501 0.31363 ± 0.00669 11.572 ± 0.296 % 73.086 ± 0.637 %
[2026-06-06 14:14:13] 20 37.8774 ± 1.9021 0.01492 ± 0.01452 0.31052 ± 0.00643 11.524 ± 0.286 % 73.196 ± 0.620 %
[2026-06-06 14:14:13] 21 36.3785 ± 1.7760 0.01338 ± 0.01405 0.30718 ± 0.00620 11.499 ± 0.275 % 73.296 ± 0.605 %
[2026-06-06 14:14:14] 22 36.4958 ± 1.7405 0.02521 ± 0.01373 0.30894 ± 0.00601 11.577 ± 0.269 % 73.280 ± 0.591 %
[2026-06-06 14:14:14] 23 35.4771 ± 1.6578 0.02418 ± 0.01343 0.30970 ± 0.00587 11.547 ± 0.262 % 73.231 ± 0.578 %
[2026-06-06 14:14:14] 24 34.3791 ± 1.5669 0.02797 ± 0.01305 0.30690 ± 0.00569 11.533 ± 0.256 % 73.415 ± 0.565 %
[2026-06-06 14:14:15] 25 33.3880 ± 1.4865 0.02718 ± 0.01271 0.30471 ± 0.00551 11.489 ± 0.250 % 73.475 ± 0.553 %
[2026-06-06 14:14:15] 26 32.1325 ± 1.3969 0.02871 ± 0.01245 0.30317 ± 0.00536 11.474 ± 0.243 % 73.846 ± 0.540 %
[2026-06-06 14:14:16] 27 32.1386 ± 1.3719 0.02534 ± 0.01223 0.30288 ± 0.00524 11.466 ± 0.239 % 73.987 ± 0.529 %
[2026-06-06 14:14:16] 28 32.4643 ± 1.3679 0.02506 ± 0.01205 0.30350 ± 0.00520 11.498 ± 0.236 % 74.202 ± 0.518 %
[2026-06-06 14:14:16] 29 33.0817 ± 1.3773 0.02788 ± 0.01189 0.30865 ± 0.00519 11.589 ± 0.233 % 74.037 ± 0.510 %