diff --git a/checkpoints/pretrained.log.csv b/checkpoints/pretrained.log.csv index cd6218a..cb2d814 100644 --- a/checkpoints/pretrained.log.csv +++ b/checkpoints/pretrained.log.csv @@ -1,51 +1,51 @@ epoch,train_loss,val_loss,val_ppl,lr,elapsed_s -1,2.031937,0.808181,2.24,2.205000e-04,11.4 -2,0.641424,0.550909,1.73,2.998721e-04,9.6 -3,0.523860,0.496441,1.64,2.991598e-04,9.6 -4,0.485698,0.472027,1.60,2.978255e-04,9.8 -5,0.464184,0.447461,1.56,2.958747e-04,9.4 -6,0.445964,0.434830,1.54,2.933156e-04,9.7 -7,0.431950,0.417041,1.52,2.901587e-04,9.8 -8,0.417696,0.409715,1.51,2.864174e-04,9.8 -9,0.405625,0.396861,1.49,2.821072e-04,10.0 -10,0.394811,0.391014,1.48,2.772460e-04,9.9 -11,0.384599,0.378818,1.46,2.718542e-04,10.1 -12,0.376229,0.370746,1.45,2.659542e-04,10.2 -13,0.366664,0.364249,1.44,2.595706e-04,10.3 -14,0.358899,0.353221,1.42,2.527301e-04,10.3 -15,0.351163,0.345543,1.41,2.454612e-04,10.2 -16,0.344542,0.343143,1.41,2.377941e-04,10.0 -17,0.337549,0.336707,1.40,2.297610e-04,10.1 -18,0.331382,0.332268,1.39,2.213952e-04,10.1 -19,0.325570,0.322937,1.38,2.127316e-04,10.1 -20,0.318492,0.319304,1.38,2.038065e-04,10.1 -21,0.313770,0.315012,1.37,1.946569e-04,10.0 -22,0.307178,0.311228,1.37,1.853211e-04,10.2 -23,0.302469,0.303362,1.35,1.758381e-04,10.2 -24,0.297134,0.302971,1.35,1.662472e-04,10.2 -25,0.292665,0.292786,1.34,1.565886e-04,10.2 -26,0.287050,0.289937,1.34,1.469026e-04,10.0 -27,0.282454,0.289310,1.34,1.372294e-04,10.1 -28,0.278259,0.286254,1.33,1.276095e-04,10.2 -29,0.274782,0.282411,1.33,1.180830e-04,10.1 -30,0.270312,0.278289,1.32,1.086896e-04,10.1 -31,0.267001,0.274995,1.32,9.946846e-05,10.1 -32,0.263096,0.271817,1.31,9.045806e-05,10.0 -33,0.260614,0.269074,1.31,8.169597e-05,10.1 -34,0.257799,0.269102,1.31,7.321873e-05,10.1 -35,0.253950,0.266719,1.31,6.506170e-05,10.2 -36,0.251757,0.264989,1.30,5.725888e-05,10.1 -37,0.249786,0.263033,1.30,4.984283e-05,10.0 -38,0.247241,0.260050,1.30,4.284447e-05,10.1 -39,0.245589,0.258710,1.30,3.629298e-05,10.2 -40,0.243220,0.258440,1.29,3.021569e-05,10.1 -41,0.242131,0.257187,1.29,2.463794e-05,10.1 -42,0.240936,0.256695,1.29,1.958300e-05,10.1 -43,0.239800,0.255997,1.29,1.507193e-05,10.0 -44,0.238705,0.255310,1.29,1.112356e-05,10.1 -45,0.238149,0.254971,1.29,7.754357e-06,10.1 -46,0.237226,0.254995,1.29,4.978363e-06,10.1 -47,0.236467,0.254608,1.29,2.807158e-06,10.2 -48,0.236280,0.254222,1.29,1.249797e-06,9.9 -49,0.235897,0.254291,1.29,3.127754e-07,10.2 -50,0.237100,0.254293,1.29,0.000000e+00,10.1 +1,2.043105,0.860380,2.36,2.205000e-04,13.1 +2,0.682436,0.587271,1.80,2.998721e-04,11.9 +3,0.567941,0.544875,1.72,2.991598e-04,12.0 +4,0.529446,0.512912,1.67,2.978255e-04,12.5 +5,0.505409,0.490817,1.63,2.958747e-04,12.4 +6,0.484891,0.471718,1.60,2.933156e-04,12.5 +7,0.467122,0.456903,1.58,2.901587e-04,12.7 +8,0.450230,0.442813,1.56,2.864174e-04,12.9 +9,0.435896,0.428490,1.53,2.821072e-04,13.1 +10,0.425630,0.420062,1.52,2.772460e-04,13.1 +11,0.414810,0.411151,1.51,2.718542e-04,12.9 +12,0.405492,0.409687,1.51,2.659542e-04,12.9 +13,0.396882,0.391923,1.48,2.595706e-04,12.9 +14,0.387616,0.387274,1.47,2.527301e-04,12.8 +15,0.379135,0.385116,1.47,2.454612e-04,12.9 +16,0.371748,0.374518,1.45,2.377941e-04,13.0 +17,0.364497,0.367260,1.44,2.297610e-04,12.9 +18,0.357427,0.364524,1.44,2.213952e-04,12.9 +19,0.350312,0.358540,1.43,2.127316e-04,12.9 +20,0.342951,0.349801,1.42,2.038065e-04,12.9 +21,0.337651,0.343782,1.41,1.946569e-04,12.8 +22,0.330809,0.337008,1.40,1.853211e-04,12.8 +23,0.324771,0.332336,1.39,1.758381e-04,12.8 +24,0.319391,0.324907,1.38,1.662472e-04,12.8 +25,0.314073,0.321501,1.38,1.565886e-04,12.9 +26,0.309813,0.317718,1.37,1.469026e-04,12.8 +27,0.304261,0.313438,1.37,1.372294e-04,12.9 +28,0.299998,0.310763,1.36,1.276095e-04,12.9 +29,0.295039,0.307241,1.36,1.180830e-04,12.9 +30,0.290108,0.303446,1.35,1.086896e-04,12.8 +31,0.288020,0.302041,1.35,9.946846e-05,12.8 +32,0.283507,0.299317,1.35,9.045806e-05,12.8 +33,0.280522,0.294816,1.34,8.169597e-05,12.8 +34,0.275877,0.291919,1.34,7.321873e-05,12.9 +35,0.273687,0.288819,1.33,6.506170e-05,12.8 +36,0.270566,0.287831,1.33,5.725888e-05,13.0 +37,0.267893,0.286515,1.33,4.984283e-05,13.0 +38,0.265996,0.284756,1.33,4.284447e-05,13.0 +39,0.264527,0.283663,1.33,3.629298e-05,13.0 +40,0.262261,0.282717,1.33,3.021569e-05,12.9 +41,0.260812,0.282175,1.33,2.463794e-05,12.8 +42,0.258872,0.280704,1.32,1.958300e-05,12.8 +43,0.257864,0.280204,1.32,1.507193e-05,12.8 +44,0.256770,0.279358,1.32,1.112356e-05,12.8 +45,0.254942,0.279263,1.32,7.754357e-06,13.0 +46,0.255560,0.278873,1.32,4.978363e-06,12.8 +47,0.255011,0.278650,1.32,2.807158e-06,12.9 +48,0.254304,0.278583,1.32,1.249797e-06,12.8 +49,0.252442,0.278481,1.32,3.127754e-07,12.8 +50,0.253867,0.278494,1.32,0.000000e+00,12.8 diff --git a/checkpoints/pretrained.report.txt b/checkpoints/pretrained.report.txt index 6539626..3e9ed41 100644 --- a/checkpoints/pretrained.report.txt +++ b/checkpoints/pretrained.report.txt @@ -3,65 +3,65 @@ PRE-TRAINING REPORT ==================================================== Total epochs run : 50 - Best epoch (val loss) : 48 + Best epoch (val loss) : 49 Convergence epoch : 42 (val ≤ best+1 %) - Best val loss : 0.2542 - Best val perplexity : 1.29 - Final train loss : 0.2371 - Unique parameters : 1,384,128 + Best val loss : 0.2785 + Best val perplexity : 1.32 + Final train loss : 0.2539 + Unique parameters : 1,396,416 Checkpoint : checkpoints/pretrained.pt Log CSV : checkpoints/pretrained.log.csv ==================================================== epoch train val ppl lr ----- -------- -------- ------- ---------- - 1 2.0319 0.8082 2.24 2.20e-04 - 2 0.6414 0.5509 1.73 3.00e-04 - 3 0.5239 0.4964 1.64 2.99e-04 - 4 0.4857 0.4720 1.60 2.98e-04 - 5 0.4642 0.4475 1.56 2.96e-04 - 6 0.4460 0.4348 1.54 2.93e-04 - 7 0.4320 0.4170 1.52 2.90e-04 - 8 0.4177 0.4097 1.51 2.86e-04 - 9 0.4056 0.3969 1.49 2.82e-04 - 10 0.3948 0.3910 1.48 2.77e-04 - 11 0.3846 0.3788 1.46 2.72e-04 - 12 0.3762 0.3707 1.45 2.66e-04 - 13 0.3667 0.3642 1.44 2.60e-04 - 14 0.3589 0.3532 1.42 2.53e-04 - 15 0.3512 0.3455 1.41 2.45e-04 - 16 0.3445 0.3431 1.41 2.38e-04 - 17 0.3375 0.3367 1.40 2.30e-04 - 18 0.3314 0.3323 1.39 2.21e-04 - 19 0.3256 0.3229 1.38 2.13e-04 - 20 0.3185 0.3193 1.38 2.04e-04 - 21 0.3138 0.3150 1.37 1.95e-04 - 22 0.3072 0.3112 1.37 1.85e-04 - 23 0.3025 0.3034 1.35 1.76e-04 - 24 0.2971 0.3030 1.35 1.66e-04 - 25 0.2927 0.2928 1.34 1.57e-04 - 26 0.2871 0.2899 1.34 1.47e-04 - 27 0.2825 0.2893 1.34 1.37e-04 - 28 0.2783 0.2863 1.33 1.28e-04 - 29 0.2748 0.2824 1.33 1.18e-04 - 30 0.2703 0.2783 1.32 1.09e-04 - 31 0.2670 0.2750 1.32 9.95e-05 - 32 0.2631 0.2718 1.31 9.05e-05 - 33 0.2606 0.2691 1.31 8.17e-05 - 34 0.2578 0.2691 1.31 7.32e-05 - 35 0.2540 0.2667 1.31 6.51e-05 - 36 0.2518 0.2650 1.30 5.73e-05 - 37 0.2498 0.2630 1.30 4.98e-05 - 38 0.2472 0.2601 1.30 4.28e-05 - 39 0.2456 0.2587 1.30 3.63e-05 - 40 0.2432 0.2584 1.29 3.02e-05 - 41 0.2421 0.2572 1.29 2.46e-05 - 42 0.2409 0.2567 1.29 1.96e-05 - 43 0.2398 0.2560 1.29 1.51e-05 - 44 0.2387 0.2553 1.29 1.11e-05 - 45 0.2381 0.2550 1.29 7.75e-06 - 46 0.2372 0.2550 1.29 4.98e-06 - 47 0.2365 0.2546 1.29 2.81e-06 - 48 0.2363 0.2542 1.29 1.25e-06 ← - 49 0.2359 0.2543 1.29 3.13e-07 - 50 0.2371 0.2543 1.29 0.00e+00 + 1 2.0431 0.8604 2.36 2.20e-04 + 2 0.6824 0.5873 1.80 3.00e-04 + 3 0.5679 0.5449 1.72 2.99e-04 + 4 0.5294 0.5129 1.67 2.98e-04 + 5 0.5054 0.4908 1.63 2.96e-04 + 6 0.4849 0.4717 1.60 2.93e-04 + 7 0.4671 0.4569 1.58 2.90e-04 + 8 0.4502 0.4428 1.56 2.86e-04 + 9 0.4359 0.4285 1.53 2.82e-04 + 10 0.4256 0.4201 1.52 2.77e-04 + 11 0.4148 0.4112 1.51 2.72e-04 + 12 0.4055 0.4097 1.51 2.66e-04 + 13 0.3969 0.3919 1.48 2.60e-04 + 14 0.3876 0.3873 1.47 2.53e-04 + 15 0.3791 0.3851 1.47 2.45e-04 + 16 0.3717 0.3745 1.45 2.38e-04 + 17 0.3645 0.3673 1.44 2.30e-04 + 18 0.3574 0.3645 1.44 2.21e-04 + 19 0.3503 0.3585 1.43 2.13e-04 + 20 0.3430 0.3498 1.42 2.04e-04 + 21 0.3377 0.3438 1.41 1.95e-04 + 22 0.3308 0.3370 1.40 1.85e-04 + 23 0.3248 0.3323 1.39 1.76e-04 + 24 0.3194 0.3249 1.38 1.66e-04 + 25 0.3141 0.3215 1.38 1.57e-04 + 26 0.3098 0.3177 1.37 1.47e-04 + 27 0.3043 0.3134 1.37 1.37e-04 + 28 0.3000 0.3108 1.36 1.28e-04 + 29 0.2950 0.3072 1.36 1.18e-04 + 30 0.2901 0.3034 1.35 1.09e-04 + 31 0.2880 0.3020 1.35 9.95e-05 + 32 0.2835 0.2993 1.35 9.05e-05 + 33 0.2805 0.2948 1.34 8.17e-05 + 34 0.2759 0.2919 1.34 7.32e-05 + 35 0.2737 0.2888 1.33 6.51e-05 + 36 0.2706 0.2878 1.33 5.73e-05 + 37 0.2679 0.2865 1.33 4.98e-05 + 38 0.2660 0.2848 1.33 4.28e-05 + 39 0.2645 0.2837 1.33 3.63e-05 + 40 0.2623 0.2827 1.33 3.02e-05 + 41 0.2608 0.2822 1.33 2.46e-05 + 42 0.2589 0.2807 1.32 1.96e-05 + 43 0.2579 0.2802 1.32 1.51e-05 + 44 0.2568 0.2794 1.32 1.11e-05 + 45 0.2549 0.2793 1.32 7.75e-06 + 46 0.2556 0.2789 1.32 4.98e-06 + 47 0.2550 0.2787 1.32 2.81e-06 + 48 0.2543 0.2786 1.32 1.25e-06 + 49 0.2524 0.2785 1.32 3.13e-07 ← + 50 0.2539 0.2785 1.32 0.00e+00 diff --git a/checkpoints/pretrained_curves.png b/checkpoints/pretrained_curves.png index 3e49afa..d45a632 100644 --- a/checkpoints/pretrained_curves.png +++ b/checkpoints/pretrained_curves.png @@ -1,3 +1,3 @@ version https://git-lfs.github.com/spec/v1 -oid sha256:2bf9dbd3467054ed286e94de37a9417d896c9400cbeb88039c295a9b23e28c6a -size 67980 +oid sha256:eacafb705092f472a24e57a81f703fd04680a150ab6c5137ba67aab4454765db +size 69826