File size: 8,465 Bytes
4a1c805 | 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71 72 73 74 75 76 77 78 79 80 81 82 83 84 85 86 87 88 89 90 91 92 93 94 95 96 97 98 99 | 5.90 minutes
chunk PPL ln(PPL(Q)/PPL(base)) KL Divergence Δp RMS Same top p
1 1.8909 ± 0.0599 -0.12514 ± 0.02010 0.32763 ± 0.01632 20.894 ± 0.604 % 87.389 ± 0.626 %
2 2.6757 ± 0.0765 -0.09205 ± 0.01216 0.22643 ± 0.00884 16.922 ± 0.415 % 88.597 ± 0.424 %
3 2.9590 ± 0.0699 -0.07235 ± 0.00895 0.18519 ± 0.00615 15.077 ± 0.328 % 88.834 ± 0.343 %
4 3.3661 ± 0.0710 -0.06500 ± 0.00701 0.15298 ± 0.00468 13.500 ± 0.279 % 89.396 ± 0.290 %
5 3.7195 ± 0.0720 -0.05593 ± 0.00599 0.13955 ± 0.00386 12.670 ± 0.245 % 89.435 ± 0.259 %
6 3.9903 ± 0.0709 -0.05067 ± 0.00529 0.12676 ± 0.00326 11.966 ± 0.220 % 89.497 ± 0.236 %
7 3.8386 ± 0.0637 -0.05197 ± 0.00495 0.12631 ± 0.00310 12.031 ± 0.208 % 89.708 ± 0.216 %
8 3.9474 ± 0.0618 -0.05045 ± 0.00470 0.13213 ± 0.00287 12.194 ± 0.190 % 89.210 ± 0.207 %
9 4.0878 ± 0.0612 -0.04925 ± 0.00451 0.13757 ± 0.00267 12.318 ± 0.175 % 88.767 ± 0.198 %
10 4.3276 ± 0.0624 -0.04578 ± 0.00416 0.13094 ± 0.00244 11.915 ± 0.165 % 88.813 ± 0.188 %
11 4.2307 ± 0.0574 -0.04422 ± 0.00391 0.12790 ± 0.00226 11.736 ± 0.155 % 88.907 ± 0.178 %
12 4.2530 ± 0.0550 -0.04291 ± 0.00369 0.12476 ± 0.00210 11.534 ± 0.147 % 88.887 ± 0.171 %
13 4.2044 ± 0.0520 -0.04205 ± 0.00348 0.12111 ± 0.00197 11.327 ± 0.140 % 89.072 ± 0.163 %
14 4.0651 ± 0.0477 -0.04058 ± 0.00329 0.11659 ± 0.00185 11.153 ± 0.134 % 89.317 ± 0.156 %
15 4.2383 ± 0.0489 -0.03994 ± 0.00317 0.11670 ± 0.00177 11.131 ± 0.130 % 89.172 ± 0.151 %
16 4.1524 ± 0.0464 -0.04395 ± 0.00326 0.12828 ± 0.00191 11.756 ± 0.130 % 89.019 ± 0.147 %
17 4.2842 ± 0.0468 -0.04096 ± 0.00312 0.12456 ± 0.00181 11.507 ± 0.125 % 89.013 ± 0.143 %
18 4.3520 ± 0.0463 -0.03990 ± 0.00299 0.12197 ± 0.00173 11.357 ± 0.121 % 89.059 ± 0.139 %
19 4.3527 ± 0.0450 -0.03814 ± 0.00287 0.11871 ± 0.00165 11.188 ± 0.117 % 89.113 ± 0.135 %
20 4.2709 ± 0.0427 -0.03873 ± 0.00275 0.11589 ± 0.00158 11.070 ± 0.114 % 89.201 ± 0.131 %
21 4.2870 ± 0.0420 -0.03855 ± 0.00268 0.11502 ± 0.00153 11.005 ± 0.111 % 89.219 ± 0.128 %
22 4.3719 ± 0.0419 -0.03698 ± 0.00259 0.11286 ± 0.00147 10.865 ± 0.108 % 89.217 ± 0.125 %
23 4.3295 ± 0.0404 -0.03626 ± 0.00251 0.11084 ± 0.00141 10.775 ± 0.105 % 89.290 ± 0.122 %
24 4.3025 ± 0.0392 -0.03621 ± 0.00244 0.10957 ± 0.00136 10.718 ± 0.102 % 89.294 ± 0.119 %
25 4.1933 ± 0.0373 -0.03772 ± 0.00242 0.11192 ± 0.00138 10.924 ± 0.102 % 89.344 ± 0.116 %
26 4.2422 ± 0.0371 -0.03676 ± 0.00235 0.10992 ± 0.00133 10.802 ± 0.099 % 89.404 ± 0.114 %
27 4.2765 ± 0.0367 -0.03672 ± 0.00230 0.10939 ± 0.00129 10.759 ± 0.097 % 89.341 ± 0.112 %
28 4.2861 ± 0.0361 -0.03600 ± 0.00225 0.10843 ± 0.00126 10.726 ± 0.095 % 89.391 ± 0.110 %
29 4.2685 ± 0.0353 -0.03477 ± 0.00219 0.10673 ± 0.00122 10.625 ± 0.093 % 89.449 ± 0.108 %
30 4.2707 ± 0.0347 -0.03497 ± 0.00214 0.10572 ± 0.00119 10.587 ± 0.091 % 89.452 ± 0.106 %
31 4.2744 ± 0.0341 -0.03439 ± 0.00209 0.10411 ± 0.00115 10.496 ± 0.090 % 89.491 ± 0.104 %
32 4.3082 ± 0.0339 -0.03469 ± 0.00206 0.10445 ± 0.00112 10.495 ± 0.088 % 89.408 ± 0.103 %
33 4.3723 ± 0.0340 -0.03400 ± 0.00202 0.10378 ± 0.00110 10.427 ± 0.086 % 89.377 ± 0.101 %
34 4.4328 ± 0.0340 -0.03330 ± 0.00197 0.10266 ± 0.00107 10.337 ± 0.085 % 89.352 ± 0.100 %
35 4.4716 ± 0.0338 -0.03329 ± 0.00193 0.10152 ± 0.00104 10.260 ± 0.083 % 89.353 ± 0.098 %
36 4.4339 ± 0.0331 -0.03569 ± 0.00196 0.10686 ± 0.00108 10.557 ± 0.083 % 89.217 ± 0.097 %
37 4.3498 ± 0.0319 -0.03744 ± 0.00200 0.11350 ± 0.00116 10.970 ± 0.084 % 89.167 ± 0.096 %
38 4.3372 ± 0.0315 -0.03910 ± 0.00201 0.11775 ± 0.00118 11.184 ± 0.083 % 89.040 ± 0.096 %
39 4.3441 ± 0.0313 -0.04039 ± 0.00202 0.12022 ± 0.00117 11.298 ± 0.082 % 88.940 ± 0.095 %
40 4.3230 ± 0.0307 -0.04128 ± 0.00200 0.12047 ± 0.00117 11.325 ± 0.081 % 88.941 ± 0.093 %
41 4.3421 ± 0.0304 -0.04070 ± 0.00196 0.11895 ± 0.00114 11.239 ± 0.080 % 88.980 ± 0.092 %
42 4.3441 ± 0.0300 -0.04044 ± 0.00193 0.11782 ± 0.00112 11.181 ± 0.079 % 89.025 ± 0.091 %
43 4.3476 ± 0.0297 -0.04007 ± 0.00190 0.11702 ± 0.00110 11.135 ± 0.078 % 89.040 ± 0.090 %
44 4.3500 ± 0.0295 -0.03951 ± 0.00188 0.11670 ± 0.00108 11.108 ± 0.077 % 89.067 ± 0.089 %
45 4.3605 ± 0.0292 -0.03932 ± 0.00185 0.11599 ± 0.00106 11.065 ± 0.076 % 89.059 ± 0.088 %
46 4.3862 ± 0.0292 -0.03977 ± 0.00183 0.11534 ± 0.00104 11.025 ± 0.075 % 89.053 ± 0.087 %
47 4.3940 ± 0.0289 -0.03942 ± 0.00182 0.11595 ± 0.00104 11.031 ± 0.074 % 89.023 ± 0.086 %
48 4.3768 ± 0.0285 -0.03950 ± 0.00180 0.11635 ± 0.00102 11.065 ± 0.073 % 89.025 ± 0.085 %
49 4.3996 ± 0.0285 -0.03954 ± 0.00181 0.11905 ± 0.00104 11.171 ± 0.072 % 88.919 ± 0.085 %
50 4.3256 ± 0.0276 -0.04073 ± 0.00181 0.12195 ± 0.00105 11.407 ± 0.073 % 88.912 ± 0.084 %
51 4.3485 ± 0.0275 -0.04064 ± 0.00179 0.12090 ± 0.00104 11.344 ± 0.072 % 88.913 ± 0.083 %
====== Perplexity statistics ======
Mean PPL(Q) : 4.348547 ± 0.027511
Mean PPL(base) : 4.528918 ± 0.029000
Cor(ln(PPL(Q)), ln(PPL(base))): 96.07%
Mean ln(PPL(Q)/PPL(base)) : -0.040641 ± 0.001786
Mean PPL(Q)/PPL(base) : 0.960174 ± 0.001715
Mean PPL(Q)-PPL(base) : -0.180371 ± 0.008057
====== KL divergence statistics ======
Mean KLD: 0.120901 ± 0.001035
Maximum KLD: 20.000097
99.9% KLD: 4.873580
99.0% KLD: 1.826916
95.0% KLD: 0.506665
90.0% KLD: 0.248998
Median KLD: 0.022948
10.0% KLD: 0.000024
5.0% KLD: 0.000003
1.0% KLD: -0.000000
0.1% KLD: -0.000003
Minimum KLD: -0.000007
====== Token probability statistics ======
Mean Δp: 0.761 ± 0.030 %
Maximum Δp: 99.996%
99.9% Δp: 87.134%
99.0% Δp: 46.552%
95.0% Δp: 14.822%
90.0% Δp: 7.400%
75.0% Δp: 1.274%
Median Δp: 0.001%
25.0% Δp: -0.592%
10.0% Δp: -5.508%
5.0% Δp: -11.208%
1.0% Δp: -33.201%
0.1% Δp: -76.408%
Minimum Δp: -99.577%
RMS Δp : 11.344 ± 0.072 %
Same top p: 88.913 ± 0.083 %
0.23.296.589 I
0.23.296.723 I system_info: n_threads = 192 (n_threads_batch = 192) / 384 | CUDA : ARCHS = 1200 | USE_GRAPHS = 1 | PEER_MAX_BATCH_SIZE = 128 | BLACKWELL_NATIVE_FP4 = 1 | CPU : SSE3 = 1 | SSSE3 = 1 | AVX = 1 | AVX2 = 1 | F16C = 1 | FMA = 1 | BMI2 = 1 | AVX512 = 1 | AVX512_VBMI = 1 | AVX512_VNNI = 1 | AVX512_BF16 = 1 | LLAMAFILE = 1 | OPENMP = 1 | REPACK = 1 |
0.23.651.566 I kl_divergence: computing over 51 chunks, n_ctx=5632, batch_size=5632, n_seq=1
0.30.598.695 I kl_divergence: 6.95 seconds per pass - ETA |