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6.55 minutes

chunk             PPL               ln(PPL(Q)/PPL(base))          KL Divergence              Δp RMS            Same top p
   1      11.7511 ±    0.6293       1.70179 ±    0.04944       1.93837 ±    0.04193    55.363 ±  0.584 %    52.362 ±  0.942 %
   2       9.1128 ±    0.3359       1.13342 ±    0.03069       1.43094 ±    0.02510    46.033 ±  0.444 %    59.840 ±  0.653 %
   3       8.4550 ±    0.2466       0.97756 ±    0.02300       1.25587 ±    0.01840    41.890 ±  0.366 %    61.883 ±  0.529 %
   4       8.5003 ±    0.2143       0.86133 ±    0.01888       1.13441 ±    0.01471    38.551 ±  0.317 %    62.940 ±  0.455 %
   5       8.9768 ±    0.2019       0.82512 ±    0.01647       1.10509 ±    0.01248    37.023 ±  0.282 %    62.671 ±  0.408 %
   6       9.4631 ±    0.1960       0.81286 ±    0.01474       1.07357 ±    0.01086    35.616 ±  0.255 %    62.575 ±  0.372 %
   7       9.0303 ±    0.1738       0.80351 ±    0.01374       1.06337 ±    0.01023    35.875 ±  0.239 %    63.507 ±  0.343 %
   8       9.0272 ±    0.1621       0.77675 ±    0.01271       1.05488 ±    0.00935    35.266 ±  0.222 %    63.339 ±  0.321 %
   9       9.2399 ±    0.1575       0.76627 ±    0.01193       1.04735 ±    0.00869    34.683 ±  0.208 %    63.410 ±  0.303 %
  10       9.7282 ±    0.1595       0.76424 ±    0.01124       1.03287 ±    0.00807    33.980 ±  0.196 %    63.492 ±  0.287 %
  11       9.4336 ±    0.1468       0.75769 ±    0.01062       1.01890 ±    0.00762    33.544 ±  0.186 %    63.840 ±  0.273 %
  12       9.4237 ±    0.1402       0.75270 ±    0.01011       1.01411 ±    0.00722    33.117 ±  0.178 %    63.736 ±  0.262 %
  13       9.1278 ±    0.1298       0.73314 ±    0.00960       0.99080 ±    0.00684    32.711 ±  0.170 %    64.282 ±  0.250 %
  14       8.6804 ±    0.1172       0.71804 ±    0.00910       0.96654 ±    0.00646    32.519 ±  0.163 %    64.753 ±  0.241 %
  15       9.0186 ±    0.1187       0.71518 ±    0.00879       0.96797 ±    0.00621    32.277 ±  0.157 %    64.516 ±  0.233 %
  16       9.1081 ±    0.1164       0.74152 ±    0.00870       1.00040 ±    0.00625    33.272 ±  0.154 %    64.147 ±  0.226 %
  17       9.2751 ±    0.1150       0.73144 ±    0.00836       0.99222 ±    0.00596    32.828 ±  0.149 %    64.077 ±  0.219 %
  18       9.3700 ±    0.1130       0.72699 ±    0.00808       0.98518 ±    0.00575    32.555 ±  0.145 %    64.107 ±  0.213 %
  19       9.2442 ±    0.1082       0.71507 ±    0.00779       0.97078 ±    0.00552    32.209 ±  0.141 %    64.332 ±  0.207 %
  20       8.9885 ±    0.1019       0.70539 ±    0.00752       0.95659 ±    0.00532    31.998 ±  0.137 %    64.602 ±  0.202 %
  21       8.9061 ±    0.0985       0.69261 ±    0.00733       0.95215 ±    0.00519    31.873 ±  0.133 %    64.823 ±  0.196 %
  22       9.0548 ±    0.0981       0.69113 ±    0.00714       0.94834 ±    0.00502    31.585 ±  0.130 %    64.704 ±  0.192 %
  23       8.9379 ±    0.0944       0.68858 ±    0.00696       0.94501 ±    0.00489    31.529 ±  0.127 %    64.773 ±  0.188 %
  24       8.8396 ±    0.0910       0.68382 ±    0.00679       0.94038 ±    0.00476    31.484 ±  0.124 %    64.853 ±  0.184 %
  25       8.7313 ±    0.0879       0.69570 ±    0.00671       0.95359 ±    0.00475    32.153 ±  0.123 %    64.800 ±  0.180 %
  26       8.8417 ±    0.0875       0.69764 ±    0.00657       0.95182 ±    0.00463    32.031 ±  0.120 %    64.744 ±  0.177 %
  27       8.8399 ±    0.0856       0.68941 ±    0.00642       0.94522 ±    0.00451    31.858 ±  0.118 %    64.806 ±  0.173 %
  28       8.8687 ±    0.0844       0.69115 ±    0.00631       0.94417 ±    0.00443    31.883 ±  0.116 %    64.772 ±  0.170 %
  29       8.7386 ±    0.0815       0.68172 ±    0.00615       0.93275 ±    0.00432    31.661 ±  0.114 %    65.075 ±  0.167 %
  30       8.6966 ±    0.0797       0.67619 ±    0.00603       0.92757 ±    0.00423    31.557 ±  0.111 %    65.149 ±  0.164 %
  31       8.6585 ±    0.0778       0.67152 ±    0.00590       0.92107 ±    0.00413    31.385 ±  0.109 %    65.236 ±  0.161 %
  32       8.7597 ±    0.0777       0.67495 ±    0.00582       0.92498 ±    0.00406    31.376 ±  0.108 %    65.083 ±  0.159 %
  33       8.8884 ±    0.0778       0.67544 ±    0.00573       0.92563 ±    0.00398    31.263 ±  0.106 %    64.969 ±  0.157 %
  34       8.9764 ±    0.0775       0.67227 ±    0.00563       0.92123 ±    0.00390    31.066 ±  0.104 %    64.949 ±  0.154 %
  35       9.0400 ±    0.0770       0.67062 ±    0.00553       0.91987 ±    0.00382    30.943 ±  0.102 %    64.837 ±  0.152 %
  36       9.0799 ±    0.0762       0.68110 ±    0.00551       0.93562 ±    0.00383    31.398 ±  0.101 %    64.625 ±  0.150 %
  37       9.0745 ±    0.0751       0.69790 ±    0.00551       0.95507 ±    0.00387    32.172 ±  0.101 %    64.382 ±  0.148 %
  38       9.1062 ±    0.0745       0.70262 ±    0.00549       0.96525 ±    0.00387    32.449 ±  0.100 %    64.268 ±  0.147 %
  39       9.1071 ±    0.0737       0.69985 ±    0.00544       0.96850 ±    0.00383    32.497 ±  0.098 %    64.257 ±  0.145 %
  40       9.0708 ±    0.0724       0.69984 ±    0.00537       0.96942 ±    0.00379    32.512 ±  0.097 %    64.257 ±  0.143 %
  41       9.1120 ±    0.0718       0.70054 ±    0.00530       0.96837 ±    0.00372    32.405 ±  0.096 %    64.241 ±  0.141 %
  42       9.0788 ±    0.0707       0.69669 ±    0.00522       0.96337 ±    0.00367    32.306 ±  0.095 %    64.352 ±  0.139 %
  43       9.0264 ±    0.0694       0.69046 ±    0.00515       0.95757 ±    0.00361    32.188 ±  0.093 %    64.478 ±  0.138 %
  44       9.0294 ±    0.0688       0.69081 ±    0.00509       0.95750 ±    0.00357    32.198 ±  0.092 %    64.522 ±  0.136 %
  45       9.0305 ±    0.0680       0.68871 ±    0.00502       0.95643 ±    0.00352    32.124 ±  0.091 %    64.534 ±  0.134 %
  46       9.0745 ±    0.0678       0.68725 ±    0.00496       0.95539 ±    0.00348    32.052 ±  0.090 %    64.556 ±  0.133 %
  47       9.0794 ±    0.0671       0.68635 ±    0.00491       0.95613 ±    0.00344    32.077 ±  0.089 %    64.578 ±  0.131 %
  48       9.0411 ±    0.0661       0.68596 ±    0.00486       0.95639 ±    0.00340    32.120 ±  0.088 %    64.604 ±  0.130 %
  49       9.1021 ±    0.0659       0.68745 ±    0.00483       0.96008 ±    0.00338    32.164 ±  0.087 %    64.530 ±  0.129 %
  50       9.0740 ±    0.0650       0.70013 ±    0.00481       0.97126 ±    0.00339    32.668 ±  0.087 %    64.426 ±  0.128 %
  51       9.1127 ±    0.0647       0.69918 ±    0.00476       0.96855 ±    0.00335    32.555 ±  0.086 %    64.429 ±  0.126 %

====== Perplexity statistics ======
Mean PPL(Q)                   :   9.112669 ±   0.064692
Mean PPL(base)                :   4.528918 ±   0.029000
Cor(ln(PPL(Q)), ln(PPL(base))):  75.64%
Mean ln(PPL(Q)/PPL(base))     :   0.699183 ±   0.004758
Mean PPL(Q)/PPL(base)         :   2.012107 ±   0.009573
Mean PPL(Q)-PPL(base)         :   4.583751 ±   0.046777

====== KL divergence statistics ======
Mean    KLD:   0.968548 ±   0.003347
Maximum KLD:  18.996134
99.9%   KLD:   9.736078
99.0%   KLD:   6.092663
95.0%   KLD:   3.475748
90.0%   KLD:   2.410840
Median  KLD:   0.560741
10.0%   KLD:   0.009894
 5.0%   KLD:   0.002179
 1.0%   KLD:   0.000183
 0.1%   KLD:   0.000011
Minimum KLD:  -0.000002

====== Token probability statistics ======
Mean    Δp: -16.242 ± 0.074 %
Maximum Δp: 99.676%
99.9%   Δp: 71.781%
99.0%   Δp: 39.329%
95.0%   Δp: 13.841%
90.0%   Δp:  4.081%
75.0%   Δp: -0.085%
Median  Δp: -4.964%
25.0%   Δp: -27.117%
10.0%   Δp: -60.735%
 5.0%   Δp: -80.834%
 1.0%   Δp: -97.716%
 0.1%   Δp: -99.853%
Minimum Δp: -99.999%
RMS Δp    : 32.555 ± 0.086 %
Same top p: 64.429 ± 0.126 %

0.13.114.341 I 
0.13.114.486 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 | 
0.13.468.515 I kl_divergence: computing over 51 chunks, n_ctx=5632, batch_size=5632, n_seq=1
0.21.180.423 I kl_divergence: 7.71 seconds per pass - ETA