2024-03-12 23:47:55,509 ---------------------------------------------------------------------------------------------------- 2024-03-12 23:47:55,509 Model: "SequenceTagger( (embeddings): StackedEmbeddings( (list_embedding_0): FlairEmbeddings( (lm): LanguageModel( (drop): Dropout(p=0.1, inplace=False) (encoder): Embedding(11854, 100) (rnn): LSTM(100, 2048) ) ) (list_embedding_1): FlairEmbeddings( (lm): LanguageModel( (drop): Dropout(p=0.1, inplace=False) (encoder): Embedding(11854, 100) (rnn): LSTM(100, 2048) ) ) ) (word_dropout): WordDropout(p=0.05) (locked_dropout): LockedDropout(p=0.5) (embedding2nn): Linear(in_features=4096, out_features=4096, bias=True) (rnn): LSTM(4096, 256, batch_first=True, bidirectional=True) (linear): Linear(in_features=512, out_features=17, bias=True) (loss_function): CrossEntropyLoss() )" 2024-03-12 23:47:55,509 ---------------------------------------------------------------------------------------------------- 2024-03-12 23:47:55,511 MultiCorpus: 199269 train + 22814 dev + 22125 test sentences - UD_ENGLISH Corpus: 12544 train + 2001 dev + 2077 test sentences - /home/stefan/.flair/datasets/ud_english - UD_GERMAN Corpus: 13814 train + 799 dev + 977 test sentences - /home/stefan/.flair/datasets/ud_german - UD_DUTCH Corpus: 12289 train + 718 dev + 596 test sentences - /home/stefan/.flair/datasets/ud_dutch - UD_FRENCH Corpus: 14450 train + 1476 dev + 416 test sentences - /home/stefan/.flair/datasets/ud_french - UD_ITALIAN Corpus: 13121 train + 564 dev + 482 test sentences - /home/stefan/.flair/datasets/ud_italian - UD_SPANISH Corpus: 14187 train + 1400 dev + 426 test sentences - /home/stefan/.flair/datasets/ud_spanish - UD_POLISH Corpus: 13774 train + 1745 dev + 1727 test sentences - /home/stefan/.flair/datasets/ud_polish - UD_CZECH Corpus: 68491 train + 9270 dev + 10146 test sentences - /home/stefan/.flair/datasets/ud_czech - UD_DANISH Corpus: 4383 train + 564 dev + 565 test sentences - /home/stefan/.flair/datasets/ud_danish - UD_SWEDISH Corpus: 4303 train + 504 dev + 1219 test sentences - /home/stefan/.flair/datasets/ud_swedish - UD_NORWEGIAN Corpus: 15696 train + 2409 dev + 1939 test sentences - /home/stefan/.flair/datasets/ud_norwegian - UD_FINNISH Corpus: 12217 train + 1364 dev + 1555 test sentences - /home/stefan/.flair/datasets/ud_finnish 2024-03-12 23:47:55,511 ---------------------------------------------------------------------------------------------------- 2024-03-12 23:47:55,511 Train: 222083 sentences 2024-03-12 23:47:55,511 (train_with_dev=True, train_with_test=False) 2024-03-12 23:47:55,511 ---------------------------------------------------------------------------------------------------- 2024-03-12 23:47:55,511 Training Params: 2024-03-12 23:47:55,511 - learning_rate: "0.1" 2024-03-12 23:47:55,511 - mini_batch_size: "32" 2024-03-12 23:47:55,511 - max_epochs: "150" 2024-03-12 23:47:55,511 - shuffle: "True" 2024-03-12 23:47:55,511 ---------------------------------------------------------------------------------------------------- 2024-03-12 23:47:55,511 Plugins: 2024-03-12 23:47:55,511 - AnnealOnPlateau | patience: '3', anneal_factor: '0.5', min_learning_rate: '0.0001' 2024-03-12 23:47:55,511 ---------------------------------------------------------------------------------------------------- 2024-03-12 23:47:55,511 Final evaluation on model from best epoch (best-model.pt) 2024-03-12 23:47:55,511 - metric: "('micro avg', 'f1-score')" 2024-03-12 23:47:55,512 ---------------------------------------------------------------------------------------------------- 2024-03-12 23:47:55,512 Computation: 2024-03-12 23:47:55,512 - compute on device: cuda:0 2024-03-12 23:47:55,512 - embedding storage: cpu 2024-03-12 23:47:55,512 ---------------------------------------------------------------------------------------------------- 2024-03-12 23:47:55,512 Model training base path: "resources/taggers/upos-multi" 2024-03-12 23:47:55,512 ---------------------------------------------------------------------------------------------------- 2024-03-12 23:47:55,512 ---------------------------------------------------------------------------------------------------- 2024-03-12 23:50:17,991 epoch 1 - iter 694/6941 - loss 0.73503169 - time (sec): 142.48 - samples/sec: 2727.31 - lr: 0.100000 - momentum: 0.000000 2024-03-12 23:52:40,236 epoch 1 - iter 1388/6941 - loss 0.61209600 - time (sec): 284.72 - samples/sec: 2718.86 - lr: 0.100000 - momentum: 0.000000 2024-03-12 23:55:04,932 epoch 1 - iter 2082/6941 - loss 0.55424905 - time (sec): 429.42 - samples/sec: 2708.63 - lr: 0.100000 - momentum: 0.000000 2024-03-12 23:57:31,177 epoch 1 - iter 2776/6941 - loss 0.51695218 - time (sec): 575.66 - samples/sec: 2692.23 - lr: 0.100000 - momentum: 0.000000 2024-03-12 23:59:54,403 epoch 1 - iter 3470/6941 - loss 0.49113050 - time (sec): 718.89 - samples/sec: 2691.87 - lr: 0.100000 - momentum: 0.000000 2024-03-13 00:02:19,768 epoch 1 - iter 4164/6941 - loss 0.47206226 - time (sec): 864.26 - samples/sec: 2689.87 - lr: 0.100000 - momentum: 0.000000 2024-03-13 00:04:46,750 epoch 1 - iter 4858/6941 - loss 0.45693272 - time (sec): 1011.24 - samples/sec: 2684.66 - lr: 0.100000 - momentum: 0.000000 2024-03-13 00:07:11,220 epoch 1 - iter 5552/6941 - loss 0.44393358 - time (sec): 1155.71 - samples/sec: 2685.61 - lr: 0.100000 - momentum: 0.000000 2024-03-13 00:09:33,935 epoch 1 - iter 6246/6941 - loss 0.43299274 - time (sec): 1298.42 - samples/sec: 2689.03 - lr: 0.100000 - momentum: 0.000000 2024-03-13 00:11:57,900 epoch 1 - iter 6940/6941 - loss 0.42374685 - time (sec): 1442.39 - samples/sec: 2690.16 - lr: 0.100000 - momentum: 0.000000 2024-03-13 00:11:58,032 ---------------------------------------------------------------------------------------------------- 2024-03-13 00:11:58,032 EPOCH 1 done: loss 0.4237 - lr: 0.100000 2024-03-13 00:11:58,032 - 0 epochs without improvement 2024-03-13 00:11:58,032 ---------------------------------------------------------------------------------------------------- 2024-03-13 00:14:24,943 epoch 2 - iter 694/6941 - loss 0.33038232 - time (sec): 146.91 - samples/sec: 2658.39 - lr: 0.100000 - momentum: 0.000000 2024-03-13 00:16:49,790 epoch 2 - iter 1388/6941 - loss 0.32998462 - time (sec): 291.76 - samples/sec: 2668.01 - lr: 0.100000 - momentum: 0.000000 2024-03-13 00:19:15,959 epoch 2 - iter 2082/6941 - loss 0.32841976 - time (sec): 437.93 - samples/sec: 2666.49 - lr: 0.100000 - momentum: 0.000000 2024-03-13 00:21:39,334 epoch 2 - iter 2776/6941 - loss 0.32519287 - time (sec): 581.30 - samples/sec: 2676.84 - lr: 0.100000 - momentum: 0.000000 2024-03-13 00:24:01,629 epoch 2 - iter 3470/6941 - loss 0.32254790 - time (sec): 723.60 - samples/sec: 2683.87 - lr: 0.100000 - momentum: 0.000000 2024-03-13 00:26:25,445 epoch 2 - iter 4164/6941 - loss 0.32053494 - time (sec): 867.41 - samples/sec: 2686.36 - lr: 0.100000 - momentum: 0.000000 2024-03-13 00:28:49,598 epoch 2 - iter 4858/6941 - loss 0.31887284 - time (sec): 1011.57 - samples/sec: 2685.05 - lr: 0.100000 - momentum: 0.000000 2024-03-13 00:31:15,291 epoch 2 - iter 5552/6941 - loss 0.31709368 - time (sec): 1157.26 - samples/sec: 2683.89 - lr: 0.100000 - momentum: 0.000000 2024-03-13 00:33:39,776 epoch 2 - iter 6246/6941 - loss 0.31521498 - time (sec): 1301.74 - samples/sec: 2683.23 - lr: 0.100000 - momentum: 0.000000 2024-03-13 00:36:04,441 epoch 2 - iter 6940/6941 - loss 0.31379477 - time (sec): 1446.41 - samples/sec: 2682.70 - lr: 0.100000 - momentum: 0.000000 2024-03-13 00:36:04,498 ---------------------------------------------------------------------------------------------------- 2024-03-13 00:36:04,498 EPOCH 2 done: loss 0.3138 - lr: 0.100000 2024-03-13 00:36:04,498 - 0 epochs without improvement 2024-03-13 00:36:04,498 ---------------------------------------------------------------------------------------------------- 2024-03-13 00:38:29,545 epoch 3 - iter 694/6941 - loss 0.29734505 - time (sec): 145.05 - samples/sec: 2669.79 - lr: 0.100000 - momentum: 0.000000 2024-03-13 00:40:52,707 epoch 3 - iter 1388/6941 - loss 0.29514544 - time (sec): 288.21 - samples/sec: 2692.60 - lr: 0.100000 - momentum: 0.000000 2024-03-13 00:43:17,350 epoch 3 - iter 2082/6941 - loss 0.29405902 - time (sec): 432.85 - samples/sec: 2695.94 - lr: 0.100000 - momentum: 0.000000 2024-03-13 00:45:42,601 epoch 3 - iter 2776/6941 - loss 0.29295132 - time (sec): 578.10 - samples/sec: 2693.89 - lr: 0.100000 - momentum: 0.000000 2024-03-13 00:48:07,177 epoch 3 - iter 3470/6941 - loss 0.29161491 - time (sec): 722.68 - samples/sec: 2690.86 - lr: 0.100000 - momentum: 0.000000 2024-03-13 00:50:31,843 epoch 3 - iter 4164/6941 - loss 0.28991864 - time (sec): 867.35 - samples/sec: 2691.60 - lr: 0.100000 - momentum: 0.000000 2024-03-13 00:52:57,535 epoch 3 - iter 4858/6941 - loss 0.28934665 - time (sec): 1013.04 - samples/sec: 2684.21 - lr: 0.100000 - momentum: 0.000000 2024-03-13 00:55:23,091 epoch 3 - iter 5552/6941 - loss 0.28890517 - time (sec): 1158.59 - samples/sec: 2681.12 - lr: 0.100000 - momentum: 0.000000 2024-03-13 00:57:46,367 epoch 3 - iter 6246/6941 - loss 0.28773093 - time (sec): 1301.87 - samples/sec: 2683.98 - lr: 0.100000 - momentum: 0.000000 2024-03-13 01:00:08,977 epoch 3 - iter 6940/6941 - loss 0.28691532 - time (sec): 1444.48 - samples/sec: 2686.29 - lr: 0.100000 - momentum: 0.000000 2024-03-13 01:00:09,015 ---------------------------------------------------------------------------------------------------- 2024-03-13 01:00:09,015 EPOCH 3 done: loss 0.2869 - lr: 0.100000 2024-03-13 01:00:09,015 - 0 epochs without improvement 2024-03-13 01:00:09,015 ---------------------------------------------------------------------------------------------------- 2024-03-13 01:02:34,546 epoch 4 - iter 694/6941 - loss 0.27725215 - time (sec): 145.53 - samples/sec: 2682.64 - lr: 0.100000 - momentum: 0.000000 2024-03-13 01:04:56,803 epoch 4 - iter 1388/6941 - loss 0.27755069 - time (sec): 287.79 - samples/sec: 2694.19 - lr: 0.100000 - momentum: 0.000000 2024-03-13 01:07:21,612 epoch 4 - iter 2082/6941 - loss 0.27646428 - time (sec): 432.60 - samples/sec: 2687.78 - lr: 0.100000 - momentum: 0.000000 2024-03-13 01:09:45,837 epoch 4 - iter 2776/6941 - loss 0.27560182 - time (sec): 576.82 - samples/sec: 2685.27 - lr: 0.100000 - momentum: 0.000000 2024-03-13 01:12:14,489 epoch 4 - iter 3470/6941 - loss 0.27390513 - time (sec): 725.47 - samples/sec: 2677.71 - lr: 0.100000 - momentum: 0.000000 2024-03-13 01:14:38,310 epoch 4 - iter 4164/6941 - loss 0.27299084 - time (sec): 869.29 - samples/sec: 2680.42 - lr: 0.100000 - momentum: 0.000000 2024-03-13 01:17:02,135 epoch 4 - iter 4858/6941 - loss 0.27279451 - time (sec): 1013.12 - samples/sec: 2682.56 - lr: 0.100000 - momentum: 0.000000 2024-03-13 01:19:24,817 epoch 4 - iter 5552/6941 - loss 0.27278976 - time (sec): 1155.80 - samples/sec: 2686.98 - lr: 0.100000 - momentum: 0.000000 2024-03-13 01:21:49,333 epoch 4 - iter 6246/6941 - loss 0.27242400 - time (sec): 1300.32 - samples/sec: 2685.83 - lr: 0.100000 - momentum: 0.000000 2024-03-13 01:24:14,943 epoch 4 - iter 6940/6941 - loss 0.27183237 - time (sec): 1445.93 - samples/sec: 2683.54 - lr: 0.100000 - momentum: 0.000000 2024-03-13 01:24:15,170 ---------------------------------------------------------------------------------------------------- 2024-03-13 01:24:15,170 EPOCH 4 done: loss 0.2718 - lr: 0.100000 2024-03-13 01:24:15,170 - 0 epochs without improvement 2024-03-13 01:24:15,170 ---------------------------------------------------------------------------------------------------- 2024-03-13 01:26:38,745 epoch 5 - iter 694/6941 - loss 0.26553249 - time (sec): 143.58 - samples/sec: 2706.18 - lr: 0.100000 - momentum: 0.000000 2024-03-13 01:29:03,946 epoch 5 - iter 1388/6941 - loss 0.26481982 - time (sec): 288.78 - samples/sec: 2691.00 - lr: 0.100000 - momentum: 0.000000 2024-03-13 01:31:26,488 epoch 5 - iter 2082/6941 - loss 0.26398170 - time (sec): 431.32 - samples/sec: 2700.22 - lr: 0.100000 - momentum: 0.000000 2024-03-13 01:33:50,559 epoch 5 - iter 2776/6941 - loss 0.26349240 - time (sec): 575.39 - samples/sec: 2703.87 - lr: 0.100000 - momentum: 0.000000 2024-03-13 01:36:15,832 epoch 5 - iter 3470/6941 - loss 0.26277922 - time (sec): 720.66 - samples/sec: 2698.34 - lr: 0.100000 - momentum: 0.000000 2024-03-13 01:38:40,297 epoch 5 - iter 4164/6941 - loss 0.26250591 - time (sec): 865.13 - samples/sec: 2693.55 - lr: 0.100000 - momentum: 0.000000 2024-03-13 01:41:07,259 epoch 5 - iter 4858/6941 - loss 0.26218919 - time (sec): 1012.09 - samples/sec: 2687.41 - lr: 0.100000 - momentum: 0.000000 2024-03-13 01:43:32,001 epoch 5 - iter 5552/6941 - loss 0.26163946 - time (sec): 1156.83 - samples/sec: 2686.87 - lr: 0.100000 - momentum: 0.000000 2024-03-13 01:45:55,109 epoch 5 - iter 6246/6941 - loss 0.26153066 - time (sec): 1299.94 - samples/sec: 2688.94 - lr: 0.100000 - momentum: 0.000000 2024-03-13 01:48:19,351 epoch 5 - iter 6940/6941 - loss 0.26137170 - time (sec): 1444.18 - samples/sec: 2686.82 - lr: 0.100000 - momentum: 0.000000 2024-03-13 01:48:19,460 ---------------------------------------------------------------------------------------------------- 2024-03-13 01:48:19,460 EPOCH 5 done: loss 0.2614 - lr: 0.100000 2024-03-13 01:48:19,460 - 0 epochs without improvement 2024-03-13 01:48:19,460 ---------------------------------------------------------------------------------------------------- 2024-03-13 01:50:43,825 epoch 6 - iter 694/6941 - loss 0.25572139 - time (sec): 144.36 - samples/sec: 2691.75 - lr: 0.100000 - momentum: 0.000000 2024-03-13 01:53:09,113 epoch 6 - iter 1388/6941 - loss 0.25691405 - time (sec): 289.65 - samples/sec: 2680.99 - lr: 0.100000 - momentum: 0.000000 2024-03-13 01:55:35,338 epoch 6 - iter 2082/6941 - loss 0.25638685 - time (sec): 435.88 - samples/sec: 2677.26 - lr: 0.100000 - momentum: 0.000000 2024-03-13 01:57:58,567 epoch 6 - iter 2776/6941 - loss 0.25603357 - time (sec): 579.11 - samples/sec: 2682.33 - lr: 0.100000 - momentum: 0.000000 2024-03-13 02:00:23,423 epoch 6 - iter 3470/6941 - loss 0.25484079 - time (sec): 723.96 - samples/sec: 2683.63 - lr: 0.100000 - momentum: 0.000000 2024-03-13 02:02:46,814 epoch 6 - iter 4164/6941 - loss 0.25458550 - time (sec): 867.35 - samples/sec: 2687.77 - lr: 0.100000 - momentum: 0.000000 2024-03-13 02:05:11,756 epoch 6 - iter 4858/6941 - loss 0.25445218 - time (sec): 1012.30 - samples/sec: 2683.64 - lr: 0.100000 - momentum: 0.000000 2024-03-13 02:07:35,506 epoch 6 - iter 5552/6941 - loss 0.25428344 - time (sec): 1156.05 - samples/sec: 2685.55 - lr: 0.100000 - momentum: 0.000000 2024-03-13 02:09:57,469 epoch 6 - iter 6246/6941 - loss 0.25375242 - time (sec): 1298.01 - samples/sec: 2690.36 - lr: 0.100000 - momentum: 0.000000 2024-03-13 02:12:23,434 epoch 6 - iter 6940/6941 - loss 0.25382052 - time (sec): 1443.97 - samples/sec: 2687.21 - lr: 0.100000 - momentum: 0.000000 2024-03-13 02:12:23,537 ---------------------------------------------------------------------------------------------------- 2024-03-13 02:12:23,537 EPOCH 6 done: loss 0.2538 - lr: 0.100000 2024-03-13 02:12:23,537 - 0 epochs without improvement 2024-03-13 02:12:23,537 ---------------------------------------------------------------------------------------------------- 2024-03-13 02:14:47,712 epoch 7 - iter 694/6941 - loss 0.24796613 - time (sec): 144.17 - samples/sec: 2697.17 - lr: 0.100000 - momentum: 0.000000 2024-03-13 02:17:11,180 epoch 7 - iter 1388/6941 - loss 0.24724938 - time (sec): 287.64 - samples/sec: 2701.85 - lr: 0.100000 - momentum: 0.000000 2024-03-13 02:19:36,976 epoch 7 - iter 2082/6941 - loss 0.24788978 - time (sec): 433.44 - samples/sec: 2695.18 - lr: 0.100000 - momentum: 0.000000 2024-03-13 02:22:04,075 epoch 7 - iter 2776/6941 - loss 0.24779076 - time (sec): 580.54 - samples/sec: 2682.04 - lr: 0.100000 - momentum: 0.000000 2024-03-13 02:24:28,366 epoch 7 - iter 3470/6941 - loss 0.24762142 - time (sec): 724.83 - samples/sec: 2684.26 - lr: 0.100000 - momentum: 0.000000 2024-03-13 02:26:52,886 epoch 7 - iter 4164/6941 - loss 0.24751144 - time (sec): 869.35 - samples/sec: 2681.55 - lr: 0.100000 - momentum: 0.000000 2024-03-13 02:29:16,900 epoch 7 - iter 4858/6941 - loss 0.24759622 - time (sec): 1013.36 - samples/sec: 2682.25 - lr: 0.100000 - momentum: 0.000000 2024-03-13 02:31:39,868 epoch 7 - iter 5552/6941 - loss 0.24778766 - time (sec): 1156.33 - samples/sec: 2685.17 - lr: 0.100000 - momentum: 0.000000 2024-03-13 02:34:04,817 epoch 7 - iter 6246/6941 - loss 0.24739076 - time (sec): 1301.28 - samples/sec: 2684.18 - lr: 0.100000 - momentum: 0.000000 2024-03-13 02:36:31,620 epoch 7 - iter 6940/6941 - loss 0.24770514 - time (sec): 1448.08 - samples/sec: 2679.59 - lr: 0.100000 - momentum: 0.000000 2024-03-13 02:36:31,692 ---------------------------------------------------------------------------------------------------- 2024-03-13 02:36:31,692 EPOCH 7 done: loss 0.2477 - lr: 0.100000 2024-03-13 02:36:31,693 - 0 epochs without improvement 2024-03-13 02:36:31,693 ---------------------------------------------------------------------------------------------------- 2024-03-13 02:38:57,724 epoch 8 - iter 694/6941 - loss 0.24119555 - time (sec): 146.03 - samples/sec: 2683.63 - lr: 0.100000 - momentum: 0.000000 2024-03-13 02:41:23,455 epoch 8 - iter 1388/6941 - loss 0.24267725 - time (sec): 291.76 - samples/sec: 2669.17 - lr: 0.100000 - momentum: 0.000000 2024-03-13 02:43:47,358 epoch 8 - iter 2082/6941 - loss 0.24338227 - time (sec): 435.66 - samples/sec: 2678.29 - lr: 0.100000 - momentum: 0.000000 2024-03-13 02:46:12,775 epoch 8 - iter 2776/6941 - loss 0.24352098 - time (sec): 581.08 - samples/sec: 2676.30 - lr: 0.100000 - momentum: 0.000000 2024-03-13 02:48:38,037 epoch 8 - iter 3470/6941 - loss 0.24344887 - time (sec): 726.34 - samples/sec: 2676.20 - lr: 0.100000 - momentum: 0.000000 2024-03-13 02:51:02,081 epoch 8 - iter 4164/6941 - loss 0.24351582 - time (sec): 870.39 - samples/sec: 2679.54 - lr: 0.100000 - momentum: 0.000000 2024-03-13 02:53:25,733 epoch 8 - iter 4858/6941 - loss 0.24335986 - time (sec): 1014.04 - samples/sec: 2680.92 - lr: 0.100000 - momentum: 0.000000 2024-03-13 02:55:49,361 epoch 8 - iter 5552/6941 - loss 0.24313111 - time (sec): 1157.67 - samples/sec: 2680.96 - lr: 0.100000 - momentum: 0.000000 2024-03-13 02:58:14,187 epoch 8 - iter 6246/6941 - loss 0.24324203 - time (sec): 1302.49 - samples/sec: 2681.07 - lr: 0.100000 - momentum: 0.000000 2024-03-13 03:00:37,121 epoch 8 - iter 6940/6941 - loss 0.24329441 - time (sec): 1445.43 - samples/sec: 2684.48 - lr: 0.100000 - momentum: 0.000000 2024-03-13 03:00:37,312 ---------------------------------------------------------------------------------------------------- 2024-03-13 03:00:37,312 EPOCH 8 done: loss 0.2433 - lr: 0.100000 2024-03-13 03:00:37,312 - 0 epochs without improvement 2024-03-13 03:00:37,312 ---------------------------------------------------------------------------------------------------- 2024-03-13 03:03:02,938 epoch 9 - iter 694/6941 - loss 0.23807985 - time (sec): 145.63 - samples/sec: 2680.93 - lr: 0.100000 - momentum: 0.000000 2024-03-13 03:05:30,867 epoch 9 - iter 1388/6941 - loss 0.23919593 - time (sec): 293.56 - samples/sec: 2659.25 - lr: 0.100000 - momentum: 0.000000 2024-03-13 03:07:52,894 epoch 9 - iter 2082/6941 - loss 0.23923120 - time (sec): 435.58 - samples/sec: 2676.49 - lr: 0.100000 - momentum: 0.000000 2024-03-13 03:10:18,627 epoch 9 - iter 2776/6941 - loss 0.23941288 - time (sec): 581.32 - samples/sec: 2676.63 - lr: 0.100000 - momentum: 0.000000 2024-03-13 03:12:45,257 epoch 9 - iter 3470/6941 - loss 0.23917980 - time (sec): 727.94 - samples/sec: 2673.20 - lr: 0.100000 - momentum: 0.000000 2024-03-13 03:15:05,427 epoch 9 - iter 4164/6941 - loss 0.23893332 - time (sec): 868.11 - samples/sec: 2688.33 - lr: 0.100000 - momentum: 0.000000 2024-03-13 03:17:29,878 epoch 9 - iter 4858/6941 - loss 0.23926709 - time (sec): 1012.57 - samples/sec: 2684.35 - lr: 0.100000 - momentum: 0.000000 2024-03-13 03:19:55,869 epoch 9 - iter 5552/6941 - loss 0.23928856 - time (sec): 1158.56 - samples/sec: 2681.85 - lr: 0.100000 - momentum: 0.000000 2024-03-13 03:22:19,262 epoch 9 - iter 6246/6941 - loss 0.23919765 - time (sec): 1301.95 - samples/sec: 2683.56 - lr: 0.100000 - momentum: 0.000000 2024-03-13 03:24:44,500 epoch 9 - iter 6940/6941 - loss 0.23890386 - time (sec): 1447.19 - samples/sec: 2681.25 - lr: 0.100000 - momentum: 0.000000 2024-03-13 03:24:44,606 ---------------------------------------------------------------------------------------------------- 2024-03-13 03:24:44,606 EPOCH 9 done: loss 0.2389 - lr: 0.100000 2024-03-13 03:24:44,606 - 0 epochs without improvement 2024-03-13 03:24:44,606 ---------------------------------------------------------------------------------------------------- 2024-03-13 03:27:10,290 epoch 10 - iter 694/6941 - loss 0.23681317 - time (sec): 145.68 - samples/sec: 2675.54 - lr: 0.100000 - momentum: 0.000000 2024-03-13 03:29:37,120 epoch 10 - iter 1388/6941 - loss 0.23701327 - time (sec): 292.51 - samples/sec: 2656.21 - lr: 0.100000 - momentum: 0.000000 2024-03-13 03:32:01,659 epoch 10 - iter 2082/6941 - loss 0.23574456 - time (sec): 437.05 - samples/sec: 2660.10 - lr: 0.100000 - momentum: 0.000000 2024-03-13 03:34:25,759 epoch 10 - iter 2776/6941 - loss 0.23566899 - time (sec): 581.15 - samples/sec: 2671.66 - lr: 0.100000 - momentum: 0.000000 2024-03-13 03:36:49,641 epoch 10 - iter 3470/6941 - loss 0.23560278 - time (sec): 725.03 - samples/sec: 2678.16 - lr: 0.100000 - momentum: 0.000000 2024-03-13 03:39:14,809 epoch 10 - iter 4164/6941 - loss 0.23555780 - time (sec): 870.20 - samples/sec: 2677.61 - lr: 0.100000 - momentum: 0.000000 2024-03-13 03:41:37,222 epoch 10 - iter 4858/6941 - loss 0.23587785 - time (sec): 1012.62 - samples/sec: 2681.29 - lr: 0.100000 - momentum: 0.000000 2024-03-13 03:43:59,937 epoch 10 - iter 5552/6941 - loss 0.23563882 - time (sec): 1155.33 - samples/sec: 2686.08 - lr: 0.100000 - momentum: 0.000000 2024-03-13 03:46:24,722 epoch 10 - iter 6246/6941 - loss 0.23549359 - time (sec): 1300.12 - samples/sec: 2685.98 - lr: 0.100000 - momentum: 0.000000 2024-03-13 03:48:50,082 epoch 10 - iter 6940/6941 - loss 0.23546214 - time (sec): 1445.48 - samples/sec: 2684.43 - lr: 0.100000 - momentum: 0.000000 2024-03-13 03:48:50,139 ---------------------------------------------------------------------------------------------------- 2024-03-13 03:48:50,139 EPOCH 10 done: loss 0.2355 - lr: 0.100000 2024-03-13 03:48:50,139 - 0 epochs without improvement 2024-03-13 03:48:50,139 ---------------------------------------------------------------------------------------------------- 2024-03-13 03:51:17,795 epoch 11 - iter 694/6941 - loss 0.23133068 - time (sec): 147.66 - samples/sec: 2656.89 - lr: 0.100000 - momentum: 0.000000 2024-03-13 03:53:41,308 epoch 11 - iter 1388/6941 - loss 0.23244924 - time (sec): 291.17 - samples/sec: 2688.62 - lr: 0.100000 - momentum: 0.000000 2024-03-13 03:56:04,471 epoch 11 - iter 2082/6941 - loss 0.23227594 - time (sec): 434.33 - samples/sec: 2690.98 - lr: 0.100000 - momentum: 0.000000 2024-03-13 03:58:30,535 epoch 11 - iter 2776/6941 - loss 0.23247393 - time (sec): 580.40 - samples/sec: 2681.50 - lr: 0.100000 - momentum: 0.000000 2024-03-13 04:00:56,506 epoch 11 - iter 3470/6941 - loss 0.23246076 - time (sec): 726.37 - samples/sec: 2680.21 - lr: 0.100000 - momentum: 0.000000 2024-03-13 04:03:22,073 epoch 11 - iter 4164/6941 - loss 0.23256076 - time (sec): 871.93 - samples/sec: 2674.10 - lr: 0.100000 - momentum: 0.000000 2024-03-13 04:05:45,398 epoch 11 - iter 4858/6941 - loss 0.23266444 - time (sec): 1015.26 - samples/sec: 2676.54 - lr: 0.100000 - momentum: 0.000000 2024-03-13 04:08:11,320 epoch 11 - iter 5552/6941 - loss 0.23250046 - time (sec): 1161.18 - samples/sec: 2677.44 - lr: 0.100000 - momentum: 0.000000 2024-03-13 04:10:33,912 epoch 11 - iter 6246/6941 - loss 0.23227061 - time (sec): 1303.77 - samples/sec: 2680.88 - lr: 0.100000 - momentum: 0.000000 2024-03-13 04:12:56,927 epoch 11 - iter 6940/6941 - loss 0.23220866 - time (sec): 1446.79 - samples/sec: 2681.99 - lr: 0.100000 - momentum: 0.000000 2024-03-13 04:12:56,986 ---------------------------------------------------------------------------------------------------- 2024-03-13 04:12:56,986 EPOCH 11 done: loss 0.2322 - lr: 0.100000 2024-03-13 04:12:56,986 - 0 epochs without improvement 2024-03-13 04:12:56,986 ---------------------------------------------------------------------------------------------------- 2024-03-13 04:15:22,579 epoch 12 - iter 694/6941 - loss 0.22924745 - time (sec): 145.59 - samples/sec: 2680.66 - lr: 0.100000 - momentum: 0.000000 2024-03-13 04:17:45,406 epoch 12 - iter 1388/6941 - loss 0.22856203 - time (sec): 288.42 - samples/sec: 2697.42 - lr: 0.100000 - momentum: 0.000000 2024-03-13 04:20:11,012 epoch 12 - iter 2082/6941 - loss 0.22850929 - time (sec): 434.03 - samples/sec: 2684.88 - lr: 0.100000 - momentum: 0.000000 2024-03-13 04:22:36,293 epoch 12 - iter 2776/6941 - loss 0.22830390 - time (sec): 579.31 - samples/sec: 2678.08 - lr: 0.100000 - momentum: 0.000000 2024-03-13 04:25:01,387 epoch 12 - iter 3470/6941 - loss 0.22907574 - time (sec): 724.40 - samples/sec: 2673.67 - lr: 0.100000 - momentum: 0.000000 2024-03-13 04:27:25,409 epoch 12 - iter 4164/6941 - loss 0.22945351 - time (sec): 868.42 - samples/sec: 2678.81 - lr: 0.100000 - momentum: 0.000000 2024-03-13 04:29:50,643 epoch 12 - iter 4858/6941 - loss 0.22940045 - time (sec): 1013.66 - samples/sec: 2677.96 - lr: 0.100000 - momentum: 0.000000 2024-03-13 04:32:14,023 epoch 12 - iter 5552/6941 - loss 0.22930982 - time (sec): 1157.04 - samples/sec: 2680.01 - lr: 0.100000 - momentum: 0.000000 2024-03-13 04:34:37,967 epoch 12 - iter 6246/6941 - loss 0.22943951 - time (sec): 1300.98 - samples/sec: 2683.97 - lr: 0.100000 - momentum: 0.000000 2024-03-13 04:37:02,430 epoch 12 - iter 6940/6941 - loss 0.22948379 - time (sec): 1445.44 - samples/sec: 2684.48 - lr: 0.100000 - momentum: 0.000000 2024-03-13 04:37:02,517 ---------------------------------------------------------------------------------------------------- 2024-03-13 04:37:02,517 EPOCH 12 done: loss 0.2295 - lr: 0.100000 2024-03-13 04:37:02,517 - 0 epochs without improvement 2024-03-13 04:37:02,517 ---------------------------------------------------------------------------------------------------- 2024-03-13 04:39:28,823 epoch 13 - iter 694/6941 - loss 0.22883920 - time (sec): 146.31 - samples/sec: 2668.47 - lr: 0.100000 - momentum: 0.000000 2024-03-13 04:41:51,594 epoch 13 - iter 1388/6941 - loss 0.22787374 - time (sec): 289.08 - samples/sec: 2693.09 - lr: 0.100000 - momentum: 0.000000 2024-03-13 04:44:13,532 epoch 13 - iter 2082/6941 - loss 0.22840886 - time (sec): 431.01 - samples/sec: 2701.25 - lr: 0.100000 - momentum: 0.000000 2024-03-13 04:46:39,271 epoch 13 - iter 2776/6941 - loss 0.22766334 - time (sec): 576.75 - samples/sec: 2696.88 - lr: 0.100000 - momentum: 0.000000 2024-03-13 04:49:03,259 epoch 13 - iter 3470/6941 - loss 0.22760525 - time (sec): 720.74 - samples/sec: 2699.57 - lr: 0.100000 - momentum: 0.000000 2024-03-13 04:51:29,218 epoch 13 - iter 4164/6941 - loss 0.22783626 - time (sec): 866.70 - samples/sec: 2691.62 - lr: 0.100000 - momentum: 0.000000 2024-03-13 04:53:54,559 epoch 13 - iter 4858/6941 - loss 0.22752670 - time (sec): 1012.04 - samples/sec: 2689.08 - lr: 0.100000 - momentum: 0.000000 2024-03-13 04:56:20,608 epoch 13 - iter 5552/6941 - loss 0.22742229 - time (sec): 1158.09 - samples/sec: 2684.58 - lr: 0.100000 - momentum: 0.000000 2024-03-13 04:58:45,255 epoch 13 - iter 6246/6941 - loss 0.22749173 - time (sec): 1302.74 - samples/sec: 2681.81 - lr: 0.100000 - momentum: 0.000000 2024-03-13 05:01:09,142 epoch 13 - iter 6940/6941 - loss 0.22764903 - time (sec): 1446.62 - samples/sec: 2682.30 - lr: 0.100000 - momentum: 0.000000 2024-03-13 05:01:09,195 ---------------------------------------------------------------------------------------------------- 2024-03-13 05:01:09,195 EPOCH 13 done: loss 0.2276 - lr: 0.100000 2024-03-13 05:01:09,195 - 0 epochs without improvement 2024-03-13 05:01:09,195 ---------------------------------------------------------------------------------------------------- 2024-03-13 05:03:31,310 epoch 14 - iter 694/6941 - loss 0.22786852 - time (sec): 142.11 - samples/sec: 2718.18 - lr: 0.100000 - momentum: 0.000000 2024-03-13 05:05:56,226 epoch 14 - iter 1388/6941 - loss 0.22816799 - time (sec): 287.03 - samples/sec: 2699.60 - lr: 0.100000 - momentum: 0.000000 2024-03-13 05:08:20,306 epoch 14 - iter 2082/6941 - loss 0.22784909 - time (sec): 431.11 - samples/sec: 2696.51 - lr: 0.100000 - momentum: 0.000000 2024-03-13 05:10:44,733 epoch 14 - iter 2776/6941 - loss 0.22703533 - time (sec): 575.54 - samples/sec: 2691.06 - lr: 0.100000 - momentum: 0.000000 2024-03-13 05:13:10,580 epoch 14 - iter 3470/6941 - loss 0.22623990 - time (sec): 721.38 - samples/sec: 2688.07 - lr: 0.100000 - momentum: 0.000000 2024-03-13 05:15:33,741 epoch 14 - iter 4164/6941 - loss 0.22598611 - time (sec): 864.55 - samples/sec: 2693.76 - lr: 0.100000 - momentum: 0.000000 2024-03-13 05:17:57,501 epoch 14 - iter 4858/6941 - loss 0.22587773 - time (sec): 1008.31 - samples/sec: 2694.17 - lr: 0.100000 - momentum: 0.000000 2024-03-13 05:20:22,405 epoch 14 - iter 5552/6941 - loss 0.22588386 - time (sec): 1153.21 - samples/sec: 2691.72 - lr: 0.100000 - momentum: 0.000000 2024-03-13 05:22:47,333 epoch 14 - iter 6246/6941 - loss 0.22579504 - time (sec): 1298.14 - samples/sec: 2690.17 - lr: 0.100000 - momentum: 0.000000 2024-03-13 05:25:13,065 epoch 14 - iter 6940/6941 - loss 0.22556878 - time (sec): 1443.87 - samples/sec: 2687.37 - lr: 0.100000 - momentum: 0.000000 2024-03-13 05:25:13,229 ---------------------------------------------------------------------------------------------------- 2024-03-13 05:25:13,229 EPOCH 14 done: loss 0.2256 - lr: 0.100000 2024-03-13 05:25:13,229 - 0 epochs without improvement 2024-03-13 05:25:13,229 ---------------------------------------------------------------------------------------------------- 2024-03-13 05:27:38,464 epoch 15 - iter 694/6941 - loss 0.22294242 - time (sec): 145.23 - samples/sec: 2662.88 - lr: 0.100000 - momentum: 0.000000 2024-03-13 05:30:00,183 epoch 15 - iter 1388/6941 - loss 0.22433502 - time (sec): 286.95 - samples/sec: 2688.79 - lr: 0.100000 - momentum: 0.000000 2024-03-13 05:32:25,996 epoch 15 - iter 2082/6941 - loss 0.22385041 - time (sec): 432.77 - samples/sec: 2679.74 - lr: 0.100000 - momentum: 0.000000 2024-03-13 05:34:49,941 epoch 15 - iter 2776/6941 - loss 0.22379523 - time (sec): 576.71 - samples/sec: 2686.27 - lr: 0.100000 - momentum: 0.000000 2024-03-13 05:37:14,646 epoch 15 - iter 3470/6941 - loss 0.22352000 - time (sec): 721.42 - samples/sec: 2688.07 - lr: 0.100000 - momentum: 0.000000 2024-03-13 05:39:40,622 epoch 15 - iter 4164/6941 - loss 0.22335765 - time (sec): 867.39 - samples/sec: 2681.73 - lr: 0.100000 - momentum: 0.000000 2024-03-13 05:42:04,458 epoch 15 - iter 4858/6941 - loss 0.22312603 - time (sec): 1011.23 - samples/sec: 2686.54 - lr: 0.100000 - momentum: 0.000000 2024-03-13 05:44:27,677 epoch 15 - iter 5552/6941 - loss 0.22335164 - time (sec): 1154.45 - samples/sec: 2688.85 - lr: 0.100000 - momentum: 0.000000 2024-03-13 05:46:53,016 epoch 15 - iter 6246/6941 - loss 0.22363489 - time (sec): 1299.79 - samples/sec: 2686.61 - lr: 0.100000 - momentum: 0.000000 2024-03-13 05:49:17,431 epoch 15 - iter 6940/6941 - loss 0.22359079 - time (sec): 1444.20 - samples/sec: 2686.78 - lr: 0.100000 - momentum: 0.000000 2024-03-13 05:49:17,580 ---------------------------------------------------------------------------------------------------- 2024-03-13 05:49:17,580 EPOCH 15 done: loss 0.2236 - lr: 0.100000 2024-03-13 05:49:17,580 - 0 epochs without improvement 2024-03-13 05:49:17,580 ---------------------------------------------------------------------------------------------------- 2024-03-13 05:51:42,452 epoch 16 - iter 694/6941 - loss 0.22255533 - time (sec): 144.87 - samples/sec: 2678.20 - lr: 0.100000 - momentum: 0.000000 2024-03-13 05:54:07,704 epoch 16 - iter 1388/6941 - loss 0.22147386 - time (sec): 290.12 - samples/sec: 2677.08 - lr: 0.100000 - momentum: 0.000000 2024-03-13 05:56:33,043 epoch 16 - iter 2082/6941 - loss 0.22188060 - time (sec): 435.46 - samples/sec: 2677.80 - lr: 0.100000 - momentum: 0.000000 2024-03-13 05:58:56,748 epoch 16 - iter 2776/6941 - loss 0.22164503 - time (sec): 579.17 - samples/sec: 2684.57 - lr: 0.100000 - momentum: 0.000000 2024-03-13 06:01:21,207 epoch 16 - iter 3470/6941 - loss 0.22170440 - time (sec): 723.63 - samples/sec: 2680.31 - lr: 0.100000 - momentum: 0.000000 2024-03-13 06:03:45,931 epoch 16 - iter 4164/6941 - loss 0.22175794 - time (sec): 868.35 - samples/sec: 2681.62 - lr: 0.100000 - momentum: 0.000000 2024-03-13 06:06:09,103 epoch 16 - iter 4858/6941 - loss 0.22183879 - time (sec): 1011.52 - samples/sec: 2684.30 - lr: 0.100000 - momentum: 0.000000 2024-03-13 06:08:35,835 epoch 16 - iter 5552/6941 - loss 0.22180362 - time (sec): 1158.25 - samples/sec: 2681.43 - lr: 0.100000 - momentum: 0.000000 2024-03-13 06:11:00,588 epoch 16 - iter 6246/6941 - loss 0.22171134 - time (sec): 1303.01 - samples/sec: 2680.90 - lr: 0.100000 - momentum: 0.000000 2024-03-13 06:13:25,069 epoch 16 - iter 6940/6941 - loss 0.22150776 - time (sec): 1447.49 - samples/sec: 2680.69 - lr: 0.100000 - momentum: 0.000000 2024-03-13 06:13:25,164 ---------------------------------------------------------------------------------------------------- 2024-03-13 06:13:25,164 EPOCH 16 done: loss 0.2215 - lr: 0.100000 2024-03-13 06:13:25,164 - 0 epochs without improvement 2024-03-13 06:13:25,164 ---------------------------------------------------------------------------------------------------- 2024-03-13 06:15:49,908 epoch 17 - iter 694/6941 - loss 0.21916313 - time (sec): 144.74 - samples/sec: 2688.84 - lr: 0.100000 - momentum: 0.000000 2024-03-13 06:18:11,616 epoch 17 - iter 1388/6941 - loss 0.21994536 - time (sec): 286.45 - samples/sec: 2707.56 - lr: 0.100000 - momentum: 0.000000 2024-03-13 06:20:37,891 epoch 17 - iter 2082/6941 - loss 0.21988936 - time (sec): 432.73 - samples/sec: 2687.98 - lr: 0.100000 - momentum: 0.000000 2024-03-13 06:23:01,290 epoch 17 - iter 2776/6941 - loss 0.21930860 - time (sec): 576.13 - samples/sec: 2688.94 - lr: 0.100000 - momentum: 0.000000 2024-03-13 06:25:29,858 epoch 17 - iter 3470/6941 - loss 0.22007378 - time (sec): 724.69 - samples/sec: 2680.65 - lr: 0.100000 - momentum: 0.000000 2024-03-13 06:27:53,899 epoch 17 - iter 4164/6941 - loss 0.21980562 - time (sec): 868.73 - samples/sec: 2682.51 - lr: 0.100000 - momentum: 0.000000 2024-03-13 06:30:18,873 epoch 17 - iter 4858/6941 - loss 0.22015740 - time (sec): 1013.71 - samples/sec: 2682.69 - lr: 0.100000 - momentum: 0.000000 2024-03-13 06:32:42,112 epoch 17 - iter 5552/6941 - loss 0.22056445 - time (sec): 1156.95 - samples/sec: 2683.76 - lr: 0.100000 - momentum: 0.000000 2024-03-13 06:35:06,302 epoch 17 - iter 6246/6941 - loss 0.22032884 - time (sec): 1301.14 - samples/sec: 2684.46 - lr: 0.100000 - momentum: 0.000000 2024-03-13 06:37:30,435 epoch 17 - iter 6940/6941 - loss 0.22027404 - time (sec): 1445.27 - samples/sec: 2684.81 - lr: 0.100000 - momentum: 0.000000 2024-03-13 06:37:30,525 ---------------------------------------------------------------------------------------------------- 2024-03-13 06:37:30,525 EPOCH 17 done: loss 0.2203 - lr: 0.100000 2024-03-13 06:37:30,525 - 0 epochs without improvement 2024-03-13 06:37:30,525 ---------------------------------------------------------------------------------------------------- 2024-03-13 06:39:56,010 epoch 18 - iter 694/6941 - loss 0.21637072 - time (sec): 145.49 - samples/sec: 2686.00 - lr: 0.100000 - momentum: 0.000000 2024-03-13 06:42:21,481 epoch 18 - iter 1388/6941 - loss 0.21757134 - time (sec): 290.96 - samples/sec: 2677.32 - lr: 0.100000 - momentum: 0.000000 2024-03-13 06:44:46,681 epoch 18 - iter 2082/6941 - loss 0.21765282 - time (sec): 436.16 - samples/sec: 2675.68 - lr: 0.100000 - momentum: 0.000000 2024-03-13 06:47:09,877 epoch 18 - iter 2776/6941 - loss 0.21769275 - time (sec): 579.35 - samples/sec: 2679.45 - lr: 0.100000 - momentum: 0.000000 2024-03-13 06:49:33,365 epoch 18 - iter 3470/6941 - loss 0.21828862 - time (sec): 722.84 - samples/sec: 2684.46 - lr: 0.100000 - momentum: 0.000000 2024-03-13 06:51:57,642 epoch 18 - iter 4164/6941 - loss 0.21860572 - time (sec): 867.12 - samples/sec: 2683.22 - lr: 0.100000 - momentum: 0.000000 2024-03-13 06:54:23,531 epoch 18 - iter 4858/6941 - loss 0.21874449 - time (sec): 1013.01 - samples/sec: 2680.24 - lr: 0.100000 - momentum: 0.000000 2024-03-13 06:56:47,665 epoch 18 - iter 5552/6941 - loss 0.21894604 - time (sec): 1157.14 - samples/sec: 2682.73 - lr: 0.100000 - momentum: 0.000000 2024-03-13 06:59:14,332 epoch 18 - iter 6246/6941 - loss 0.21887033 - time (sec): 1303.81 - samples/sec: 2677.78 - lr: 0.100000 - momentum: 0.000000 2024-03-13 07:01:38,201 epoch 18 - iter 6940/6941 - loss 0.21900330 - time (sec): 1447.68 - samples/sec: 2680.32 - lr: 0.100000 - momentum: 0.000000 2024-03-13 07:01:38,405 ---------------------------------------------------------------------------------------------------- 2024-03-13 07:01:38,405 EPOCH 18 done: loss 0.2190 - lr: 0.100000 2024-03-13 07:01:38,406 - 0 epochs without improvement 2024-03-13 07:01:38,406 ---------------------------------------------------------------------------------------------------- 2024-03-13 07:04:00,439 epoch 19 - iter 694/6941 - loss 0.21715577 - time (sec): 142.03 - samples/sec: 2721.28 - lr: 0.100000 - momentum: 0.000000 2024-03-13 07:06:28,842 epoch 19 - iter 1388/6941 - loss 0.21687784 - time (sec): 290.44 - samples/sec: 2668.83 - lr: 0.100000 - momentum: 0.000000 2024-03-13 07:08:54,964 epoch 19 - iter 2082/6941 - loss 0.21672266 - time (sec): 436.56 - samples/sec: 2662.37 - lr: 0.100000 - momentum: 0.000000 2024-03-13 07:11:17,426 epoch 19 - iter 2776/6941 - loss 0.21691915 - time (sec): 579.02 - samples/sec: 2675.63 - lr: 0.100000 - momentum: 0.000000 2024-03-13 07:13:39,242 epoch 19 - iter 3470/6941 - loss 0.21762129 - time (sec): 720.84 - samples/sec: 2685.97 - lr: 0.100000 - momentum: 0.000000 2024-03-13 07:16:03,953 epoch 19 - iter 4164/6941 - loss 0.21782215 - time (sec): 865.55 - samples/sec: 2685.59 - lr: 0.100000 - momentum: 0.000000 2024-03-13 07:18:30,646 epoch 19 - iter 4858/6941 - loss 0.21769475 - time (sec): 1012.24 - samples/sec: 2683.68 - lr: 0.100000 - momentum: 0.000000 2024-03-13 07:20:54,048 epoch 19 - iter 5552/6941 - loss 0.21749010 - time (sec): 1155.64 - samples/sec: 2687.42 - lr: 0.100000 - momentum: 0.000000 2024-03-13 07:23:19,204 epoch 19 - iter 6246/6941 - loss 0.21767234 - time (sec): 1300.80 - samples/sec: 2685.08 - lr: 0.100000 - momentum: 0.000000 2024-03-13 07:25:42,959 epoch 19 - iter 6940/6941 - loss 0.21761571 - time (sec): 1444.55 - samples/sec: 2686.14 - lr: 0.100000 - momentum: 0.000000 2024-03-13 07:25:43,036 ---------------------------------------------------------------------------------------------------- 2024-03-13 07:25:43,036 EPOCH 19 done: loss 0.2176 - lr: 0.100000 2024-03-13 07:25:43,036 - 0 epochs without improvement 2024-03-13 07:25:43,036 ---------------------------------------------------------------------------------------------------- 2024-03-13 07:28:10,727 epoch 20 - iter 694/6941 - loss 0.21604219 - time (sec): 147.69 - samples/sec: 2631.66 - lr: 0.100000 - momentum: 0.000000 2024-03-13 07:30:36,367 epoch 20 - iter 1388/6941 - loss 0.21758854 - time (sec): 293.33 - samples/sec: 2640.77 - lr: 0.100000 - momentum: 0.000000 2024-03-13 07:32:59,617 epoch 20 - iter 2082/6941 - loss 0.21714181 - time (sec): 436.58 - samples/sec: 2660.58 - lr: 0.100000 - momentum: 0.000000 2024-03-13 07:35:22,177 epoch 20 - iter 2776/6941 - loss 0.21720298 - time (sec): 579.14 - samples/sec: 2674.02 - lr: 0.100000 - momentum: 0.000000 2024-03-13 07:37:46,782 epoch 20 - iter 3470/6941 - loss 0.21646706 - time (sec): 723.75 - samples/sec: 2680.18 - lr: 0.100000 - momentum: 0.000000 2024-03-13 07:40:11,852 epoch 20 - iter 4164/6941 - loss 0.21660940 - time (sec): 868.82 - samples/sec: 2680.50 - lr: 0.100000 - momentum: 0.000000 2024-03-13 07:42:37,025 epoch 20 - iter 4858/6941 - loss 0.21647715 - time (sec): 1013.99 - samples/sec: 2679.80 - lr: 0.100000 - momentum: 0.000000 2024-03-13 07:45:00,599 epoch 20 - iter 5552/6941 - loss 0.21667127 - time (sec): 1157.56 - samples/sec: 2680.33 - lr: 0.100000 - momentum: 0.000000 2024-03-13 07:47:26,815 epoch 20 - iter 6246/6941 - loss 0.21654965 - time (sec): 1303.78 - samples/sec: 2679.73 - lr: 0.100000 - momentum: 0.000000 2024-03-13 07:49:49,268 epoch 20 - iter 6940/6941 - loss 0.21646505 - time (sec): 1446.23 - samples/sec: 2683.00 - lr: 0.100000 - momentum: 0.000000 2024-03-13 07:49:49,393 ---------------------------------------------------------------------------------------------------- 2024-03-13 07:49:49,393 EPOCH 20 done: loss 0.2165 - lr: 0.100000 2024-03-13 07:49:49,393 - 0 epochs without improvement 2024-03-13 07:49:49,393 ---------------------------------------------------------------------------------------------------- 2024-03-13 07:52:14,396 epoch 21 - iter 694/6941 - loss 0.21661537 - time (sec): 145.00 - samples/sec: 2680.01 - lr: 0.100000 - momentum: 0.000000 2024-03-13 07:54:41,473 epoch 21 - iter 1388/6941 - loss 0.21609237 - time (sec): 292.08 - samples/sec: 2665.12 - lr: 0.100000 - momentum: 0.000000 2024-03-13 07:57:06,881 epoch 21 - iter 2082/6941 - loss 0.21527292 - time (sec): 437.49 - samples/sec: 2666.22 - lr: 0.100000 - momentum: 0.000000 2024-03-13 07:59:31,768 epoch 21 - iter 2776/6941 - loss 0.21573870 - time (sec): 582.38 - samples/sec: 2669.96 - lr: 0.100000 - momentum: 0.000000 2024-03-13 08:01:55,412 epoch 21 - iter 3470/6941 - loss 0.21511181 - time (sec): 726.02 - samples/sec: 2677.21 - lr: 0.100000 - momentum: 0.000000 2024-03-13 08:04:17,725 epoch 21 - iter 4164/6941 - loss 0.21514586 - time (sec): 868.33 - samples/sec: 2683.54 - lr: 0.100000 - momentum: 0.000000 2024-03-13 08:06:41,927 epoch 21 - iter 4858/6941 - loss 0.21541428 - time (sec): 1012.53 - samples/sec: 2685.72 - lr: 0.100000 - momentum: 0.000000 2024-03-13 08:09:06,877 epoch 21 - iter 5552/6941 - loss 0.21558294 - time (sec): 1157.48 - samples/sec: 2682.83 - lr: 0.100000 - momentum: 0.000000 2024-03-13 08:11:32,422 epoch 21 - iter 6246/6941 - loss 0.21515229 - time (sec): 1303.03 - samples/sec: 2680.87 - lr: 0.100000 - momentum: 0.000000 2024-03-13 08:13:57,434 epoch 21 - iter 6940/6941 - loss 0.21518294 - time (sec): 1448.04 - samples/sec: 2679.67 - lr: 0.100000 - momentum: 0.000000 2024-03-13 08:13:57,506 ---------------------------------------------------------------------------------------------------- 2024-03-13 08:13:57,506 EPOCH 21 done: loss 0.2152 - lr: 0.100000 2024-03-13 08:13:57,507 - 0 epochs without improvement 2024-03-13 08:13:57,507 ---------------------------------------------------------------------------------------------------- 2024-03-13 08:16:20,008 epoch 22 - iter 694/6941 - loss 0.21209462 - time (sec): 142.50 - samples/sec: 2720.71 - lr: 0.100000 - momentum: 0.000000 2024-03-13 08:18:44,546 epoch 22 - iter 1388/6941 - loss 0.21267648 - time (sec): 287.04 - samples/sec: 2705.73 - lr: 0.100000 - momentum: 0.000000 2024-03-13 08:21:11,085 epoch 22 - iter 2082/6941 - loss 0.21322039 - time (sec): 433.58 - samples/sec: 2687.26 - lr: 0.100000 - momentum: 0.000000 2024-03-13 08:23:34,749 epoch 22 - iter 2776/6941 - loss 0.21343574 - time (sec): 577.24 - samples/sec: 2684.65 - lr: 0.100000 - momentum: 0.000000 2024-03-13 08:25:57,255 epoch 22 - iter 3470/6941 - loss 0.21361472 - time (sec): 719.75 - samples/sec: 2691.16 - lr: 0.100000 - momentum: 0.000000 2024-03-13 08:28:25,311 epoch 22 - iter 4164/6941 - loss 0.21351867 - time (sec): 867.80 - samples/sec: 2682.19 - lr: 0.100000 - momentum: 0.000000 2024-03-13 08:30:47,668 epoch 22 - iter 4858/6941 - loss 0.21374039 - time (sec): 1010.16 - samples/sec: 2688.85 - lr: 0.100000 - momentum: 0.000000 2024-03-13 08:33:11,695 epoch 22 - iter 5552/6941 - loss 0.21379455 - time (sec): 1154.19 - samples/sec: 2688.44 - lr: 0.100000 - momentum: 0.000000 2024-03-13 08:35:36,571 epoch 22 - iter 6246/6941 - loss 0.21384033 - time (sec): 1299.06 - samples/sec: 2688.58 - lr: 0.100000 - momentum: 0.000000 2024-03-13 08:38:03,663 epoch 22 - iter 6940/6941 - loss 0.21419823 - time (sec): 1446.16 - samples/sec: 2683.17 - lr: 0.100000 - momentum: 0.000000 2024-03-13 08:38:03,748 ---------------------------------------------------------------------------------------------------- 2024-03-13 08:38:03,748 EPOCH 22 done: loss 0.2142 - lr: 0.100000 2024-03-13 08:38:03,748 - 0 epochs without improvement 2024-03-13 08:38:03,749 ---------------------------------------------------------------------------------------------------- 2024-03-13 08:40:28,209 epoch 23 - iter 694/6941 - loss 0.21184962 - time (sec): 144.46 - samples/sec: 2686.83 - lr: 0.100000 - momentum: 0.000000 2024-03-13 08:42:53,017 epoch 23 - iter 1388/6941 - loss 0.21140968 - time (sec): 289.27 - samples/sec: 2689.28 - lr: 0.100000 - momentum: 0.000000 2024-03-13 08:45:15,957 epoch 23 - iter 2082/6941 - loss 0.21199431 - time (sec): 432.21 - samples/sec: 2698.82 - lr: 0.100000 - momentum: 0.000000 2024-03-13 08:47:42,265 epoch 23 - iter 2776/6941 - loss 0.21248730 - time (sec): 578.52 - samples/sec: 2689.78 - lr: 0.100000 - momentum: 0.000000 2024-03-13 08:50:09,372 epoch 23 - iter 3470/6941 - loss 0.21234696 - time (sec): 725.62 - samples/sec: 2678.95 - lr: 0.100000 - momentum: 0.000000 2024-03-13 08:52:33,278 epoch 23 - iter 4164/6941 - loss 0.21226130 - time (sec): 869.53 - samples/sec: 2681.79 - lr: 0.100000 - momentum: 0.000000 2024-03-13 08:54:58,041 epoch 23 - iter 4858/6941 - loss 0.21261414 - time (sec): 1014.29 - samples/sec: 2679.03 - lr: 0.100000 - momentum: 0.000000 2024-03-13 08:57:22,534 epoch 23 - iter 5552/6941 - loss 0.21255516 - time (sec): 1158.79 - samples/sec: 2681.32 - lr: 0.100000 - momentum: 0.000000 2024-03-13 08:59:45,940 epoch 23 - iter 6246/6941 - loss 0.21247207 - time (sec): 1302.19 - samples/sec: 2681.45 - lr: 0.100000 - momentum: 0.000000 2024-03-13 09:02:11,153 epoch 23 - iter 6940/6941 - loss 0.21284307 - time (sec): 1447.40 - samples/sec: 2680.84 - lr: 0.100000 - momentum: 0.000000 2024-03-13 09:02:11,228 ---------------------------------------------------------------------------------------------------- 2024-03-13 09:02:11,228 EPOCH 23 done: loss 0.2128 - lr: 0.100000 2024-03-13 09:02:11,228 - 0 epochs without improvement 2024-03-13 09:02:11,228 ---------------------------------------------------------------------------------------------------- 2024-03-13 09:04:40,115 epoch 24 - iter 694/6941 - loss 0.21073920 - time (sec): 148.89 - samples/sec: 2637.03 - lr: 0.100000 - momentum: 0.000000 2024-03-13 09:07:04,202 epoch 24 - iter 1388/6941 - loss 0.20983943 - time (sec): 292.97 - samples/sec: 2660.04 - lr: 0.100000 - momentum: 0.000000 2024-03-13 09:09:27,476 epoch 24 - iter 2082/6941 - loss 0.21033404 - time (sec): 436.25 - samples/sec: 2674.80 - lr: 0.100000 - momentum: 0.000000 2024-03-13 09:11:47,043 epoch 24 - iter 2776/6941 - loss 0.21070718 - time (sec): 575.82 - samples/sec: 2692.68 - lr: 0.100000 - momentum: 0.000000 2024-03-13 09:14:10,377 epoch 24 - iter 3470/6941 - loss 0.21100182 - time (sec): 719.15 - samples/sec: 2695.79 - lr: 0.100000 - momentum: 0.000000 2024-03-13 09:16:34,356 epoch 24 - iter 4164/6941 - loss 0.21135763 - time (sec): 863.13 - samples/sec: 2692.92 - lr: 0.100000 - momentum: 0.000000 2024-03-13 09:18:58,719 epoch 24 - iter 4858/6941 - loss 0.21118889 - time (sec): 1007.49 - samples/sec: 2694.94 - lr: 0.100000 - momentum: 0.000000 2024-03-13 09:21:26,821 epoch 24 - iter 5552/6941 - loss 0.21114410 - time (sec): 1155.59 - samples/sec: 2685.79 - lr: 0.100000 - momentum: 0.000000 2024-03-13 09:23:51,500 epoch 24 - iter 6246/6941 - loss 0.21143243 - time (sec): 1300.27 - samples/sec: 2686.12 - lr: 0.100000 - momentum: 0.000000 2024-03-13 09:26:16,796 epoch 24 - iter 6940/6941 - loss 0.21143405 - time (sec): 1445.57 - samples/sec: 2684.25 - lr: 0.100000 - momentum: 0.000000 2024-03-13 09:26:16,920 ---------------------------------------------------------------------------------------------------- 2024-03-13 09:26:16,920 EPOCH 24 done: loss 0.2114 - lr: 0.100000 2024-03-13 09:26:16,920 - 0 epochs without improvement 2024-03-13 09:26:16,920 ---------------------------------------------------------------------------------------------------- 2024-03-13 09:28:40,199 epoch 25 - iter 694/6941 - loss 0.21020785 - time (sec): 143.28 - samples/sec: 2697.03 - lr: 0.100000 - momentum: 0.000000 2024-03-13 09:31:05,966 epoch 25 - iter 1388/6941 - loss 0.21093220 - time (sec): 289.05 - samples/sec: 2681.12 - lr: 0.100000 - momentum: 0.000000 2024-03-13 09:33:29,936 epoch 25 - iter 2082/6941 - loss 0.21110895 - time (sec): 433.02 - samples/sec: 2693.73 - lr: 0.100000 - momentum: 0.000000 2024-03-13 09:35:54,437 epoch 25 - iter 2776/6941 - loss 0.21102281 - time (sec): 577.52 - samples/sec: 2689.15 - lr: 0.100000 - momentum: 0.000000 2024-03-13 09:38:18,373 epoch 25 - iter 3470/6941 - loss 0.21101384 - time (sec): 721.45 - samples/sec: 2689.41 - lr: 0.100000 - momentum: 0.000000 2024-03-13 09:40:40,968 epoch 25 - iter 4164/6941 - loss 0.21148976 - time (sec): 864.05 - samples/sec: 2693.04 - lr: 0.100000 - momentum: 0.000000 2024-03-13 09:43:02,805 epoch 25 - iter 4858/6941 - loss 0.21157553 - time (sec): 1005.89 - samples/sec: 2696.40 - lr: 0.100000 - momentum: 0.000000 2024-03-13 09:45:31,152 epoch 25 - iter 5552/6941 - loss 0.21139932 - time (sec): 1154.23 - samples/sec: 2688.53 - lr: 0.100000 - momentum: 0.000000 2024-03-13 09:47:56,220 epoch 25 - iter 6246/6941 - loss 0.21166132 - time (sec): 1299.30 - samples/sec: 2686.58 - lr: 0.100000 - momentum: 0.000000 2024-03-13 09:50:22,952 epoch 25 - iter 6940/6941 - loss 0.21155835 - time (sec): 1446.03 - samples/sec: 2683.37 - lr: 0.100000 - momentum: 0.000000 2024-03-13 09:50:23,119 ---------------------------------------------------------------------------------------------------- 2024-03-13 09:50:23,119 EPOCH 25 done: loss 0.2116 - lr: 0.100000 2024-03-13 09:50:23,119 - 1 epochs without improvement 2024-03-13 09:50:23,120 ---------------------------------------------------------------------------------------------------- 2024-03-13 09:52:47,862 epoch 26 - iter 694/6941 - loss 0.20670431 - time (sec): 144.74 - samples/sec: 2675.71 - lr: 0.100000 - momentum: 0.000000 2024-03-13 09:55:12,028 epoch 26 - iter 1388/6941 - loss 0.20842685 - time (sec): 288.91 - samples/sec: 2676.58 - lr: 0.100000 - momentum: 0.000000 2024-03-13 09:57:35,828 epoch 26 - iter 2082/6941 - loss 0.20912150 - time (sec): 432.71 - samples/sec: 2683.58 - lr: 0.100000 - momentum: 0.000000 2024-03-13 10:00:02,411 epoch 26 - iter 2776/6941 - loss 0.20908026 - time (sec): 579.29 - samples/sec: 2682.04 - lr: 0.100000 - momentum: 0.000000 2024-03-13 10:02:28,797 epoch 26 - iter 3470/6941 - loss 0.20958796 - time (sec): 725.68 - samples/sec: 2675.63 - lr: 0.100000 - momentum: 0.000000 2024-03-13 10:04:53,947 epoch 26 - iter 4164/6941 - loss 0.20968381 - time (sec): 870.83 - samples/sec: 2676.03 - lr: 0.100000 - momentum: 0.000000 2024-03-13 10:07:19,153 epoch 26 - iter 4858/6941 - loss 0.20986885 - time (sec): 1016.03 - samples/sec: 2679.75 - lr: 0.100000 - momentum: 0.000000 2024-03-13 10:09:41,490 epoch 26 - iter 5552/6941 - loss 0.20953188 - time (sec): 1158.37 - samples/sec: 2683.95 - lr: 0.100000 - momentum: 0.000000 2024-03-13 10:12:04,176 epoch 26 - iter 6246/6941 - loss 0.20983468 - time (sec): 1301.06 - samples/sec: 2684.82 - lr: 0.100000 - momentum: 0.000000 2024-03-13 10:14:28,117 epoch 26 - iter 6940/6941 - loss 0.20992754 - time (sec): 1445.00 - samples/sec: 2685.32 - lr: 0.100000 - momentum: 0.000000 2024-03-13 10:14:28,190 ---------------------------------------------------------------------------------------------------- 2024-03-13 10:14:28,190 EPOCH 26 done: loss 0.2099 - lr: 0.100000 2024-03-13 10:14:28,190 - 0 epochs without improvement 2024-03-13 10:14:28,190 ---------------------------------------------------------------------------------------------------- 2024-03-13 10:16:51,462 epoch 27 - iter 694/6941 - loss 0.20967962 - time (sec): 143.27 - samples/sec: 2709.15 - lr: 0.100000 - momentum: 0.000000 2024-03-13 10:19:17,987 epoch 27 - iter 1388/6941 - loss 0.21061392 - time (sec): 289.80 - samples/sec: 2676.02 - lr: 0.100000 - momentum: 0.000000 2024-03-13 10:21:40,900 epoch 27 - iter 2082/6941 - loss 0.20996964 - time (sec): 432.71 - samples/sec: 2689.26 - lr: 0.100000 - momentum: 0.000000 2024-03-13 10:24:05,111 epoch 27 - iter 2776/6941 - loss 0.21028914 - time (sec): 576.92 - samples/sec: 2691.14 - lr: 0.100000 - momentum: 0.000000 2024-03-13 10:26:32,288 epoch 27 - iter 3470/6941 - loss 0.20935169 - time (sec): 724.10 - samples/sec: 2682.05 - lr: 0.100000 - momentum: 0.000000 2024-03-13 10:28:56,067 epoch 27 - iter 4164/6941 - loss 0.20994030 - time (sec): 867.88 - samples/sec: 2682.80 - lr: 0.100000 - momentum: 0.000000 2024-03-13 10:31:21,404 epoch 27 - iter 4858/6941 - loss 0.20998148 - time (sec): 1013.21 - samples/sec: 2683.36 - lr: 0.100000 - momentum: 0.000000 2024-03-13 10:33:44,597 epoch 27 - iter 5552/6941 - loss 0.20981764 - time (sec): 1156.41 - samples/sec: 2686.11 - lr: 0.100000 - momentum: 0.000000 2024-03-13 10:36:08,970 epoch 27 - iter 6246/6941 - loss 0.20976872 - time (sec): 1300.78 - samples/sec: 2687.28 - lr: 0.100000 - momentum: 0.000000 2024-03-13 10:38:32,998 epoch 27 - iter 6940/6941 - loss 0.20994148 - time (sec): 1444.81 - samples/sec: 2685.66 - lr: 0.100000 - momentum: 0.000000 2024-03-13 10:38:33,100 ---------------------------------------------------------------------------------------------------- 2024-03-13 10:38:33,100 EPOCH 27 done: loss 0.2099 - lr: 0.100000 2024-03-13 10:38:33,100 - 1 epochs without improvement 2024-03-13 10:38:33,100 ---------------------------------------------------------------------------------------------------- 2024-03-13 10:40:57,020 epoch 28 - iter 694/6941 - loss 0.20809824 - time (sec): 143.92 - samples/sec: 2709.42 - lr: 0.100000 - momentum: 0.000000 2024-03-13 10:43:22,690 epoch 28 - iter 1388/6941 - loss 0.20851329 - time (sec): 289.59 - samples/sec: 2682.84 - lr: 0.100000 - momentum: 0.000000 2024-03-13 10:45:48,783 epoch 28 - iter 2082/6941 - loss 0.20899760 - time (sec): 435.68 - samples/sec: 2673.61 - lr: 0.100000 - momentum: 0.000000 2024-03-13 10:48:11,815 epoch 28 - iter 2776/6941 - loss 0.20883500 - time (sec): 578.71 - samples/sec: 2683.36 - lr: 0.100000 - momentum: 0.000000 2024-03-13 10:50:36,077 epoch 28 - iter 3470/6941 - loss 0.20887912 - time (sec): 722.98 - samples/sec: 2684.70 - lr: 0.100000 - momentum: 0.000000 2024-03-13 10:53:00,717 epoch 28 - iter 4164/6941 - loss 0.20860242 - time (sec): 867.62 - samples/sec: 2680.86 - lr: 0.100000 - momentum: 0.000000 2024-03-13 10:55:23,999 epoch 28 - iter 4858/6941 - loss 0.20888743 - time (sec): 1010.90 - samples/sec: 2683.86 - lr: 0.100000 - momentum: 0.000000 2024-03-13 10:57:48,523 epoch 28 - iter 5552/6941 - loss 0.20887735 - time (sec): 1155.42 - samples/sec: 2684.20 - lr: 0.100000 - momentum: 0.000000 2024-03-13 11:00:13,177 epoch 28 - iter 6246/6941 - loss 0.20883301 - time (sec): 1300.08 - samples/sec: 2684.94 - lr: 0.100000 - momentum: 0.000000 2024-03-13 11:02:37,680 epoch 28 - iter 6940/6941 - loss 0.20892294 - time (sec): 1444.58 - samples/sec: 2686.07 - lr: 0.100000 - momentum: 0.000000 2024-03-13 11:02:37,812 ---------------------------------------------------------------------------------------------------- 2024-03-13 11:02:37,812 EPOCH 28 done: loss 0.2089 - lr: 0.100000 2024-03-13 11:02:37,812 - 0 epochs without improvement 2024-03-13 11:02:37,812 ---------------------------------------------------------------------------------------------------- 2024-03-13 11:05:01,771 epoch 29 - iter 694/6941 - loss 0.20872965 - time (sec): 143.96 - samples/sec: 2693.33 - lr: 0.100000 - momentum: 0.000000 2024-03-13 11:07:26,865 epoch 29 - iter 1388/6941 - loss 0.20760447 - time (sec): 289.05 - samples/sec: 2684.89 - lr: 0.100000 - momentum: 0.000000 2024-03-13 11:09:49,454 epoch 29 - iter 2082/6941 - loss 0.20771273 - time (sec): 431.64 - samples/sec: 2699.49 - lr: 0.100000 - momentum: 0.000000 2024-03-13 11:12:12,385 epoch 29 - iter 2776/6941 - loss 0.20804842 - time (sec): 574.57 - samples/sec: 2699.24 - lr: 0.100000 - momentum: 0.000000 2024-03-13 11:14:36,550 epoch 29 - iter 3470/6941 - loss 0.20787646 - time (sec): 718.74 - samples/sec: 2694.61 - lr: 0.100000 - momentum: 0.000000 2024-03-13 11:16:59,849 epoch 29 - iter 4164/6941 - loss 0.20794497 - time (sec): 862.04 - samples/sec: 2695.01 - lr: 0.100000 - momentum: 0.000000 2024-03-13 11:19:25,965 epoch 29 - iter 4858/6941 - loss 0.20781120 - time (sec): 1008.15 - samples/sec: 2688.30 - lr: 0.100000 - momentum: 0.000000 2024-03-13 11:21:49,641 epoch 29 - iter 5552/6941 - loss 0.20798720 - time (sec): 1151.83 - samples/sec: 2688.01 - lr: 0.100000 - momentum: 0.000000 2024-03-13 11:24:17,541 epoch 29 - iter 6246/6941 - loss 0.20804887 - time (sec): 1299.73 - samples/sec: 2684.13 - lr: 0.100000 - momentum: 0.000000 2024-03-13 11:26:44,145 epoch 29 - iter 6940/6941 - loss 0.20818626 - time (sec): 1446.33 - samples/sec: 2682.82 - lr: 0.100000 - momentum: 0.000000 2024-03-13 11:26:44,237 ---------------------------------------------------------------------------------------------------- 2024-03-13 11:26:44,237 EPOCH 29 done: loss 0.2082 - lr: 0.100000 2024-03-13 11:26:44,237 - 0 epochs without improvement 2024-03-13 11:26:44,237 ---------------------------------------------------------------------------------------------------- 2024-03-13 11:29:10,524 epoch 30 - iter 694/6941 - loss 0.20623127 - time (sec): 146.29 - samples/sec: 2669.33 - lr: 0.100000 - momentum: 0.000000 2024-03-13 11:31:35,039 epoch 30 - iter 1388/6941 - loss 0.20705860 - time (sec): 290.80 - samples/sec: 2669.24 - lr: 0.100000 - momentum: 0.000000 2024-03-13 11:33:58,809 epoch 30 - iter 2082/6941 - loss 0.20775173 - time (sec): 434.57 - samples/sec: 2682.66 - lr: 0.100000 - momentum: 0.000000 2024-03-13 11:36:23,255 epoch 30 - iter 2776/6941 - loss 0.20828524 - time (sec): 579.02 - samples/sec: 2682.05 - lr: 0.100000 - momentum: 0.000000 2024-03-13 11:38:48,642 epoch 30 - iter 3470/6941 - loss 0.20755949 - time (sec): 724.40 - samples/sec: 2681.79 - lr: 0.100000 - momentum: 0.000000 2024-03-13 11:41:15,331 epoch 30 - iter 4164/6941 - loss 0.20773343 - time (sec): 871.09 - samples/sec: 2675.77 - lr: 0.100000 - momentum: 0.000000 2024-03-13 11:43:39,115 epoch 30 - iter 4858/6941 - loss 0.20748564 - time (sec): 1014.88 - samples/sec: 2679.54 - lr: 0.100000 - momentum: 0.000000 2024-03-13 11:46:03,574 epoch 30 - iter 5552/6941 - loss 0.20779447 - time (sec): 1159.34 - samples/sec: 2680.08 - lr: 0.100000 - momentum: 0.000000 2024-03-13 11:48:25,669 epoch 30 - iter 6246/6941 - loss 0.20779719 - time (sec): 1301.43 - samples/sec: 2684.13 - lr: 0.100000 - momentum: 0.000000 2024-03-13 11:50:52,129 epoch 30 - iter 6940/6941 - loss 0.20779653 - time (sec): 1447.89 - samples/sec: 2679.92 - lr: 0.100000 - momentum: 0.000000 2024-03-13 11:50:52,242 ---------------------------------------------------------------------------------------------------- 2024-03-13 11:50:52,242 EPOCH 30 done: loss 0.2078 - lr: 0.100000 2024-03-13 11:50:52,242 - 0 epochs without improvement 2024-03-13 11:50:52,242 ---------------------------------------------------------------------------------------------------- 2024-03-13 11:53:16,658 epoch 31 - iter 694/6941 - loss 0.20819537 - time (sec): 144.42 - samples/sec: 2694.47 - lr: 0.100000 - momentum: 0.000000 2024-03-13 11:55:38,838 epoch 31 - iter 1388/6941 - loss 0.20672094 - time (sec): 286.60 - samples/sec: 2712.09 - lr: 0.100000 - momentum: 0.000000 2024-03-13 11:58:02,119 epoch 31 - iter 2082/6941 - loss 0.20681279 - time (sec): 429.88 - samples/sec: 2706.88 - lr: 0.100000 - momentum: 0.000000 2024-03-13 12:00:25,343 epoch 31 - iter 2776/6941 - loss 0.20685043 - time (sec): 573.10 - samples/sec: 2705.37 - lr: 0.100000 - momentum: 0.000000 2024-03-13 12:02:49,612 epoch 31 - iter 3470/6941 - loss 0.20713919 - time (sec): 717.37 - samples/sec: 2703.69 - lr: 0.100000 - momentum: 0.000000 2024-03-13 12:05:12,916 epoch 31 - iter 4164/6941 - loss 0.20710239 - time (sec): 860.67 - samples/sec: 2705.24 - lr: 0.100000 - momentum: 0.000000 2024-03-13 12:07:39,362 epoch 31 - iter 4858/6941 - loss 0.20715319 - time (sec): 1007.12 - samples/sec: 2697.91 - lr: 0.100000 - momentum: 0.000000 2024-03-13 12:10:05,882 epoch 31 - iter 5552/6941 - loss 0.20724653 - time (sec): 1153.64 - samples/sec: 2692.55 - lr: 0.100000 - momentum: 0.000000 2024-03-13 12:12:31,232 epoch 31 - iter 6246/6941 - loss 0.20720674 - time (sec): 1298.99 - samples/sec: 2689.55 - lr: 0.100000 - momentum: 0.000000 2024-03-13 12:14:56,441 epoch 31 - iter 6940/6941 - loss 0.20713573 - time (sec): 1444.20 - samples/sec: 2686.78 - lr: 0.100000 - momentum: 0.000000 2024-03-13 12:14:56,549 ---------------------------------------------------------------------------------------------------- 2024-03-13 12:14:56,549 EPOCH 31 done: loss 0.2071 - lr: 0.100000 2024-03-13 12:14:56,549 - 0 epochs without improvement 2024-03-13 12:14:56,549 ---------------------------------------------------------------------------------------------------- 2024-03-13 12:17:21,359 epoch 32 - iter 694/6941 - loss 0.20380833 - time (sec): 144.81 - samples/sec: 2684.50 - lr: 0.100000 - momentum: 0.000000 2024-03-13 12:19:47,711 epoch 32 - iter 1388/6941 - loss 0.20477203 - time (sec): 291.16 - samples/sec: 2676.19 - lr: 0.100000 - momentum: 0.000000 2024-03-13 12:22:08,100 epoch 32 - iter 2082/6941 - loss 0.20602529 - time (sec): 431.55 - samples/sec: 2700.05 - lr: 0.100000 - momentum: 0.000000 2024-03-13 12:24:33,477 epoch 32 - iter 2776/6941 - loss 0.20529192 - time (sec): 576.93 - samples/sec: 2694.67 - lr: 0.100000 - momentum: 0.000000 2024-03-13 12:26:57,490 epoch 32 - iter 3470/6941 - loss 0.20580898 - time (sec): 720.94 - samples/sec: 2692.52 - lr: 0.100000 - momentum: 0.000000 2024-03-13 12:29:21,397 epoch 32 - iter 4164/6941 - loss 0.20619317 - time (sec): 864.85 - samples/sec: 2691.34 - lr: 0.100000 - momentum: 0.000000 2024-03-13 12:31:45,105 epoch 32 - iter 4858/6941 - loss 0.20626082 - time (sec): 1008.56 - samples/sec: 2692.54 - lr: 0.100000 - momentum: 0.000000 2024-03-13 12:34:10,005 epoch 32 - iter 5552/6941 - loss 0.20624965 - time (sec): 1153.46 - samples/sec: 2692.02 - lr: 0.100000 - momentum: 0.000000 2024-03-13 12:36:35,631 epoch 32 - iter 6246/6941 - loss 0.20624376 - time (sec): 1299.08 - samples/sec: 2688.99 - lr: 0.100000 - momentum: 0.000000 2024-03-13 12:39:00,565 epoch 32 - iter 6940/6941 - loss 0.20635217 - time (sec): 1444.02 - samples/sec: 2687.13 - lr: 0.100000 - momentum: 0.000000 2024-03-13 12:39:00,671 ---------------------------------------------------------------------------------------------------- 2024-03-13 12:39:00,671 EPOCH 32 done: loss 0.2064 - lr: 0.100000 2024-03-13 12:39:00,671 - 0 epochs without improvement 2024-03-13 12:39:00,671 ---------------------------------------------------------------------------------------------------- 2024-03-13 12:41:26,118 epoch 33 - iter 694/6941 - loss 0.20506427 - time (sec): 145.45 - samples/sec: 2677.21 - lr: 0.100000 - momentum: 0.000000 2024-03-13 12:43:47,373 epoch 33 - iter 1388/6941 - loss 0.20452731 - time (sec): 286.70 - samples/sec: 2698.12 - lr: 0.100000 - momentum: 0.000000 2024-03-13 12:46:13,374 epoch 33 - iter 2082/6941 - loss 0.20456583 - time (sec): 432.70 - samples/sec: 2684.73 - lr: 0.100000 - momentum: 0.000000 2024-03-13 12:48:40,646 epoch 33 - iter 2776/6941 - loss 0.20423270 - time (sec): 579.98 - samples/sec: 2674.61 - lr: 0.100000 - momentum: 0.000000 2024-03-13 12:51:03,118 epoch 33 - iter 3470/6941 - loss 0.20457141 - time (sec): 722.45 - samples/sec: 2682.64 - lr: 0.100000 - momentum: 0.000000 2024-03-13 12:53:24,244 epoch 33 - iter 4164/6941 - loss 0.20491226 - time (sec): 863.57 - samples/sec: 2692.88 - lr: 0.100000 - momentum: 0.000000 2024-03-13 12:55:47,795 epoch 33 - iter 4858/6941 - loss 0.20485391 - time (sec): 1007.12 - samples/sec: 2695.22 - lr: 0.100000 - momentum: 0.000000 2024-03-13 12:58:15,216 epoch 33 - iter 5552/6941 - loss 0.20493658 - time (sec): 1154.54 - samples/sec: 2687.01 - lr: 0.100000 - momentum: 0.000000 2024-03-13 13:00:41,882 epoch 33 - iter 6246/6941 - loss 0.20520327 - time (sec): 1301.21 - samples/sec: 2684.15 - lr: 0.100000 - momentum: 0.000000 2024-03-13 13:03:07,267 epoch 33 - iter 6940/6941 - loss 0.20525196 - time (sec): 1446.60 - samples/sec: 2682.34 - lr: 0.100000 - momentum: 0.000000 2024-03-13 13:03:07,383 ---------------------------------------------------------------------------------------------------- 2024-03-13 13:03:07,383 EPOCH 33 done: loss 0.2053 - lr: 0.100000 2024-03-13 13:03:07,383 - 0 epochs without improvement 2024-03-13 13:03:07,383 ---------------------------------------------------------------------------------------------------- 2024-03-13 13:05:32,299 epoch 34 - iter 694/6941 - loss 0.20650693 - time (sec): 144.92 - samples/sec: 2685.74 - lr: 0.100000 - momentum: 0.000000 2024-03-13 13:07:57,195 epoch 34 - iter 1388/6941 - loss 0.20557121 - time (sec): 289.81 - samples/sec: 2686.44 - lr: 0.100000 - momentum: 0.000000 2024-03-13 13:10:21,920 epoch 34 - iter 2082/6941 - loss 0.20589123 - time (sec): 434.54 - samples/sec: 2677.71 - lr: 0.100000 - momentum: 0.000000 2024-03-13 13:12:44,146 epoch 34 - iter 2776/6941 - loss 0.20566331 - time (sec): 576.76 - samples/sec: 2688.03 - lr: 0.100000 - momentum: 0.000000 2024-03-13 13:15:10,101 epoch 34 - iter 3470/6941 - loss 0.20513933 - time (sec): 722.72 - samples/sec: 2685.69 - lr: 0.100000 - momentum: 0.000000 2024-03-13 13:17:36,434 epoch 34 - iter 4164/6941 - loss 0.20513381 - time (sec): 869.05 - samples/sec: 2681.24 - lr: 0.100000 - momentum: 0.000000 2024-03-13 13:20:00,871 epoch 34 - iter 4858/6941 - loss 0.20519025 - time (sec): 1013.49 - samples/sec: 2678.04 - lr: 0.100000 - momentum: 0.000000 2024-03-13 13:22:21,677 epoch 34 - iter 5552/6941 - loss 0.20489977 - time (sec): 1154.29 - samples/sec: 2686.27 - lr: 0.100000 - momentum: 0.000000 2024-03-13 13:24:50,038 epoch 34 - iter 6246/6941 - loss 0.20510204 - time (sec): 1302.65 - samples/sec: 2680.24 - lr: 0.100000 - momentum: 0.000000 2024-03-13 13:27:14,601 epoch 34 - iter 6940/6941 - loss 0.20513718 - time (sec): 1447.22 - samples/sec: 2681.20 - lr: 0.100000 - momentum: 0.000000 2024-03-13 13:27:14,695 ---------------------------------------------------------------------------------------------------- 2024-03-13 13:27:14,695 EPOCH 34 done: loss 0.2052 - lr: 0.100000 2024-03-13 13:27:14,695 - 0 epochs without improvement 2024-03-13 13:27:14,695 ---------------------------------------------------------------------------------------------------- 2024-03-13 13:29:40,265 epoch 35 - iter 694/6941 - loss 0.20382367 - time (sec): 145.57 - samples/sec: 2671.89 - lr: 0.100000 - momentum: 0.000000 2024-03-13 13:32:04,883 epoch 35 - iter 1388/6941 - loss 0.20345265 - time (sec): 290.19 - samples/sec: 2678.73 - lr: 0.100000 - momentum: 0.000000 2024-03-13 13:34:29,612 epoch 35 - iter 2082/6941 - loss 0.20391741 - time (sec): 434.92 - samples/sec: 2679.80 - lr: 0.100000 - momentum: 0.000000 2024-03-13 13:36:55,303 epoch 35 - iter 2776/6941 - loss 0.20436267 - time (sec): 580.61 - samples/sec: 2677.16 - lr: 0.100000 - momentum: 0.000000 2024-03-13 13:39:18,818 epoch 35 - iter 3470/6941 - loss 0.20444476 - time (sec): 724.12 - samples/sec: 2681.45 - lr: 0.100000 - momentum: 0.000000 2024-03-13 13:41:43,126 epoch 35 - iter 4164/6941 - loss 0.20446813 - time (sec): 868.43 - samples/sec: 2684.81 - lr: 0.100000 - momentum: 0.000000 2024-03-13 13:44:07,619 epoch 35 - iter 4858/6941 - loss 0.20428801 - time (sec): 1012.92 - samples/sec: 2684.77 - lr: 0.100000 - momentum: 0.000000 2024-03-13 13:46:33,301 epoch 35 - iter 5552/6941 - loss 0.20418079 - time (sec): 1158.61 - samples/sec: 2681.99 - lr: 0.100000 - momentum: 0.000000 2024-03-13 13:48:57,603 epoch 35 - iter 6246/6941 - loss 0.20407101 - time (sec): 1302.91 - samples/sec: 2681.71 - lr: 0.100000 - momentum: 0.000000 2024-03-13 13:51:21,560 epoch 35 - iter 6940/6941 - loss 0.20425314 - time (sec): 1446.86 - samples/sec: 2681.80 - lr: 0.100000 - momentum: 0.000000 2024-03-13 13:51:21,695 ---------------------------------------------------------------------------------------------------- 2024-03-13 13:51:21,695 EPOCH 35 done: loss 0.2043 - lr: 0.100000 2024-03-13 13:51:21,695 - 0 epochs without improvement 2024-03-13 13:51:21,695 ---------------------------------------------------------------------------------------------------- 2024-03-13 13:53:49,672 epoch 36 - iter 694/6941 - loss 0.20549539 - time (sec): 147.98 - samples/sec: 2624.78 - lr: 0.100000 - momentum: 0.000000 2024-03-13 13:56:15,752 epoch 36 - iter 1388/6941 - loss 0.20389563 - time (sec): 294.06 - samples/sec: 2642.70 - lr: 0.100000 - momentum: 0.000000 2024-03-13 13:58:40,704 epoch 36 - iter 2082/6941 - loss 0.20320264 - time (sec): 439.01 - samples/sec: 2655.99 - lr: 0.100000 - momentum: 0.000000 2024-03-13 14:01:03,185 epoch 36 - iter 2776/6941 - loss 0.20353850 - time (sec): 581.49 - samples/sec: 2672.66 - lr: 0.100000 - momentum: 0.000000 2024-03-13 14:03:28,883 epoch 36 - iter 3470/6941 - loss 0.20380348 - time (sec): 727.19 - samples/sec: 2671.41 - lr: 0.100000 - momentum: 0.000000 2024-03-13 14:05:54,646 epoch 36 - iter 4164/6941 - loss 0.20394430 - time (sec): 872.95 - samples/sec: 2670.21 - lr: 0.100000 - momentum: 0.000000 2024-03-13 14:08:16,921 epoch 36 - iter 4858/6941 - loss 0.20385266 - time (sec): 1015.23 - samples/sec: 2674.89 - lr: 0.100000 - momentum: 0.000000 2024-03-13 14:10:39,383 epoch 36 - iter 5552/6941 - loss 0.20385349 - time (sec): 1157.69 - samples/sec: 2679.95 - lr: 0.100000 - momentum: 0.000000 2024-03-13 14:13:00,449 epoch 36 - iter 6246/6941 - loss 0.20417744 - time (sec): 1298.75 - samples/sec: 2686.53 - lr: 0.100000 - momentum: 0.000000 2024-03-13 14:15:27,023 epoch 36 - iter 6940/6941 - loss 0.20416562 - time (sec): 1445.33 - samples/sec: 2684.70 - lr: 0.100000 - momentum: 0.000000 2024-03-13 14:15:27,130 ---------------------------------------------------------------------------------------------------- 2024-03-13 14:15:27,130 EPOCH 36 done: loss 0.2042 - lr: 0.100000 2024-03-13 14:15:27,130 - 0 epochs without improvement 2024-03-13 14:15:27,130 ---------------------------------------------------------------------------------------------------- 2024-03-13 14:17:50,701 epoch 37 - iter 694/6941 - loss 0.20374101 - time (sec): 143.57 - samples/sec: 2704.18 - lr: 0.100000 - momentum: 0.000000 2024-03-13 14:20:18,259 epoch 37 - iter 1388/6941 - loss 0.20296671 - time (sec): 291.13 - samples/sec: 2672.39 - lr: 0.100000 - momentum: 0.000000 2024-03-13 14:22:44,987 epoch 37 - iter 2082/6941 - loss 0.20374682 - time (sec): 437.86 - samples/sec: 2670.34 - lr: 0.100000 - momentum: 0.000000 2024-03-13 14:25:09,024 epoch 37 - iter 2776/6941 - loss 0.20377634 - time (sec): 581.89 - samples/sec: 2675.48 - lr: 0.100000 - momentum: 0.000000 2024-03-13 14:27:33,671 epoch 37 - iter 3470/6941 - loss 0.20375272 - time (sec): 726.54 - samples/sec: 2679.08 - lr: 0.100000 - momentum: 0.000000 2024-03-13 14:29:59,903 epoch 37 - iter 4164/6941 - loss 0.20315159 - time (sec): 872.77 - samples/sec: 2676.81 - lr: 0.100000 - momentum: 0.000000 2024-03-13 14:32:22,411 epoch 37 - iter 4858/6941 - loss 0.20329084 - time (sec): 1015.28 - samples/sec: 2679.91 - lr: 0.100000 - momentum: 0.000000 2024-03-13 14:34:45,298 epoch 37 - iter 5552/6941 - loss 0.20349650 - time (sec): 1158.17 - samples/sec: 2683.74 - lr: 0.100000 - momentum: 0.000000 2024-03-13 14:37:10,071 epoch 37 - iter 6246/6941 - loss 0.20356500 - time (sec): 1302.94 - samples/sec: 2682.20 - lr: 0.100000 - momentum: 0.000000 2024-03-13 14:39:31,623 epoch 37 - iter 6940/6941 - loss 0.20368552 - time (sec): 1444.49 - samples/sec: 2686.24 - lr: 0.100000 - momentum: 0.000000 2024-03-13 14:39:31,727 ---------------------------------------------------------------------------------------------------- 2024-03-13 14:39:31,727 EPOCH 37 done: loss 0.2037 - lr: 0.100000 2024-03-13 14:39:31,727 - 0 epochs without improvement 2024-03-13 14:39:31,727 ---------------------------------------------------------------------------------------------------- 2024-03-13 14:41:55,519 epoch 38 - iter 694/6941 - loss 0.20188747 - time (sec): 143.79 - samples/sec: 2703.74 - lr: 0.100000 - momentum: 0.000000 2024-03-13 14:44:19,551 epoch 38 - iter 1388/6941 - loss 0.20254138 - time (sec): 287.82 - samples/sec: 2706.15 - lr: 0.100000 - momentum: 0.000000 2024-03-13 14:46:42,559 epoch 38 - iter 2082/6941 - loss 0.20263411 - time (sec): 430.83 - samples/sec: 2701.76 - lr: 0.100000 - momentum: 0.000000 2024-03-13 14:49:05,647 epoch 38 - iter 2776/6941 - loss 0.20261945 - time (sec): 573.92 - samples/sec: 2702.16 - lr: 0.100000 - momentum: 0.000000 2024-03-13 14:51:29,773 epoch 38 - iter 3470/6941 - loss 0.20278667 - time (sec): 718.05 - samples/sec: 2703.72 - lr: 0.100000 - momentum: 0.000000 2024-03-13 14:53:56,206 epoch 38 - iter 4164/6941 - loss 0.20292627 - time (sec): 864.48 - samples/sec: 2694.50 - lr: 0.100000 - momentum: 0.000000 2024-03-13 14:56:21,390 epoch 38 - iter 4858/6941 - loss 0.20304990 - time (sec): 1009.66 - samples/sec: 2690.90 - lr: 0.100000 - momentum: 0.000000 2024-03-13 14:58:45,940 epoch 38 - iter 5552/6941 - loss 0.20286903 - time (sec): 1154.21 - samples/sec: 2689.86 - lr: 0.100000 - momentum: 0.000000 2024-03-13 15:01:11,110 epoch 38 - iter 6246/6941 - loss 0.20326035 - time (sec): 1299.38 - samples/sec: 2687.26 - lr: 0.100000 - momentum: 0.000000 2024-03-13 15:03:36,027 epoch 38 - iter 6940/6941 - loss 0.20318159 - time (sec): 1444.30 - samples/sec: 2686.60 - lr: 0.100000 - momentum: 0.000000 2024-03-13 15:03:36,153 ---------------------------------------------------------------------------------------------------- 2024-03-13 15:03:36,153 EPOCH 38 done: loss 0.2032 - lr: 0.100000 2024-03-13 15:03:36,153 - 0 epochs without improvement 2024-03-13 15:03:36,154 ---------------------------------------------------------------------------------------------------- 2024-03-13 15:05:59,301 epoch 39 - iter 694/6941 - loss 0.20176517 - time (sec): 143.15 - samples/sec: 2718.64 - lr: 0.100000 - momentum: 0.000000 2024-03-13 15:08:23,934 epoch 39 - iter 1388/6941 - loss 0.20142802 - time (sec): 287.78 - samples/sec: 2701.33 - lr: 0.100000 - momentum: 0.000000 2024-03-13 15:10:49,284 epoch 39 - iter 2082/6941 - loss 0.20162019 - time (sec): 433.13 - samples/sec: 2693.15 - lr: 0.100000 - momentum: 0.000000 2024-03-13 15:13:12,911 epoch 39 - iter 2776/6941 - loss 0.20139186 - time (sec): 576.76 - samples/sec: 2699.29 - lr: 0.100000 - momentum: 0.000000 2024-03-13 15:15:36,759 epoch 39 - iter 3470/6941 - loss 0.20138387 - time (sec): 720.61 - samples/sec: 2693.97 - lr: 0.100000 - momentum: 0.000000 2024-03-13 15:18:00,578 epoch 39 - iter 4164/6941 - loss 0.20182263 - time (sec): 864.42 - samples/sec: 2694.04 - lr: 0.100000 - momentum: 0.000000 2024-03-13 15:20:25,677 epoch 39 - iter 4858/6941 - loss 0.20228464 - time (sec): 1009.52 - samples/sec: 2690.09 - lr: 0.100000 - momentum: 0.000000 2024-03-13 15:22:49,470 epoch 39 - iter 5552/6941 - loss 0.20257339 - time (sec): 1153.32 - samples/sec: 2691.06 - lr: 0.100000 - momentum: 0.000000 2024-03-13 15:25:14,937 epoch 39 - iter 6246/6941 - loss 0.20240624 - time (sec): 1298.78 - samples/sec: 2687.93 - lr: 0.100000 - momentum: 0.000000 2024-03-13 15:27:41,338 epoch 39 - iter 6940/6941 - loss 0.20248671 - time (sec): 1445.18 - samples/sec: 2684.96 - lr: 0.100000 - momentum: 0.000000 2024-03-13 15:27:41,462 ---------------------------------------------------------------------------------------------------- 2024-03-13 15:27:41,462 EPOCH 39 done: loss 0.2025 - lr: 0.100000 2024-03-13 15:27:41,463 - 0 epochs without improvement 2024-03-13 15:27:41,463 ---------------------------------------------------------------------------------------------------- 2024-03-13 15:30:05,955 epoch 40 - iter 694/6941 - loss 0.19898620 - time (sec): 144.49 - samples/sec: 2679.15 - lr: 0.100000 - momentum: 0.000000 2024-03-13 15:32:31,231 epoch 40 - iter 1388/6941 - loss 0.20019033 - time (sec): 289.77 - samples/sec: 2680.41 - lr: 0.100000 - momentum: 0.000000 2024-03-13 15:34:57,203 epoch 40 - iter 2082/6941 - loss 0.20112924 - time (sec): 435.74 - samples/sec: 2674.54 - lr: 0.100000 - momentum: 0.000000 2024-03-13 15:37:20,969 epoch 40 - iter 2776/6941 - loss 0.20149578 - time (sec): 579.51 - samples/sec: 2680.42 - lr: 0.100000 - momentum: 0.000000 2024-03-13 15:39:43,286 epoch 40 - iter 3470/6941 - loss 0.20153026 - time (sec): 721.82 - samples/sec: 2686.97 - lr: 0.100000 - momentum: 0.000000 2024-03-13 15:42:09,299 epoch 40 - iter 4164/6941 - loss 0.20138282 - time (sec): 867.84 - samples/sec: 2682.70 - lr: 0.100000 - momentum: 0.000000 2024-03-13 15:44:32,737 epoch 40 - iter 4858/6941 - loss 0.20177153 - time (sec): 1011.27 - samples/sec: 2684.32 - lr: 0.100000 - momentum: 0.000000 2024-03-13 15:46:57,044 epoch 40 - iter 5552/6941 - loss 0.20198341 - time (sec): 1155.58 - samples/sec: 2683.32 - lr: 0.100000 - momentum: 0.000000 2024-03-13 15:49:22,684 epoch 40 - iter 6246/6941 - loss 0.20219537 - time (sec): 1301.22 - samples/sec: 2680.16 - lr: 0.100000 - momentum: 0.000000 2024-03-13 15:51:47,258 epoch 40 - iter 6940/6941 - loss 0.20225577 - time (sec): 1445.80 - samples/sec: 2683.80 - lr: 0.100000 - momentum: 0.000000 2024-03-13 15:51:47,412 ---------------------------------------------------------------------------------------------------- 2024-03-13 15:51:47,412 EPOCH 40 done: loss 0.2023 - lr: 0.100000 2024-03-13 15:51:47,412 - 0 epochs without improvement 2024-03-13 15:51:47,412 ---------------------------------------------------------------------------------------------------- 2024-03-13 15:54:13,846 epoch 41 - iter 694/6941 - loss 0.19900891 - time (sec): 146.43 - samples/sec: 2671.50 - lr: 0.100000 - momentum: 0.000000 2024-03-13 15:56:39,253 epoch 41 - iter 1388/6941 - loss 0.20025076 - time (sec): 291.84 - samples/sec: 2677.07 - lr: 0.100000 - momentum: 0.000000 2024-03-13 15:59:02,069 epoch 41 - iter 2082/6941 - loss 0.20121521 - time (sec): 434.66 - samples/sec: 2686.45 - lr: 0.100000 - momentum: 0.000000 2024-03-13 16:01:26,207 epoch 41 - iter 2776/6941 - loss 0.20136563 - time (sec): 578.80 - samples/sec: 2686.16 - lr: 0.100000 - momentum: 0.000000 2024-03-13 16:03:51,132 epoch 41 - iter 3470/6941 - loss 0.20162281 - time (sec): 723.72 - samples/sec: 2684.92 - lr: 0.100000 - momentum: 0.000000 2024-03-13 16:06:17,625 epoch 41 - iter 4164/6941 - loss 0.20155745 - time (sec): 870.21 - samples/sec: 2679.65 - lr: 0.100000 - momentum: 0.000000 2024-03-13 16:08:39,302 epoch 41 - iter 4858/6941 - loss 0.20149344 - time (sec): 1011.89 - samples/sec: 2685.66 - lr: 0.100000 - momentum: 0.000000 2024-03-13 16:11:01,186 epoch 41 - iter 5552/6941 - loss 0.20176664 - time (sec): 1153.77 - samples/sec: 2688.95 - lr: 0.100000 - momentum: 0.000000 2024-03-13 16:13:25,175 epoch 41 - iter 6246/6941 - loss 0.20173663 - time (sec): 1297.76 - samples/sec: 2688.95 - lr: 0.100000 - momentum: 0.000000 2024-03-13 16:15:51,991 epoch 41 - iter 6940/6941 - loss 0.20174397 - time (sec): 1444.58 - samples/sec: 2686.06 - lr: 0.100000 - momentum: 0.000000 2024-03-13 16:15:52,114 ---------------------------------------------------------------------------------------------------- 2024-03-13 16:15:52,114 EPOCH 41 done: loss 0.2017 - lr: 0.100000 2024-03-13 16:15:52,114 - 0 epochs without improvement 2024-03-13 16:15:52,114 ---------------------------------------------------------------------------------------------------- 2024-03-13 16:18:16,706 epoch 42 - iter 694/6941 - loss 0.20013727 - time (sec): 144.59 - samples/sec: 2706.99 - lr: 0.100000 - momentum: 0.000000 2024-03-13 16:20:41,138 epoch 42 - iter 1388/6941 - loss 0.19955262 - time (sec): 289.02 - samples/sec: 2696.97 - lr: 0.100000 - momentum: 0.000000 2024-03-13 16:23:04,855 epoch 42 - iter 2082/6941 - loss 0.20009420 - time (sec): 432.74 - samples/sec: 2695.45 - lr: 0.100000 - momentum: 0.000000 2024-03-13 16:25:28,367 epoch 42 - iter 2776/6941 - loss 0.20038349 - time (sec): 576.25 - samples/sec: 2699.49 - lr: 0.100000 - momentum: 0.000000 2024-03-13 16:27:52,207 epoch 42 - iter 3470/6941 - loss 0.20087173 - time (sec): 720.09 - samples/sec: 2695.69 - lr: 0.100000 - momentum: 0.000000 2024-03-13 16:30:19,230 epoch 42 - iter 4164/6941 - loss 0.20094848 - time (sec): 867.12 - samples/sec: 2687.78 - lr: 0.100000 - momentum: 0.000000 2024-03-13 16:32:45,155 epoch 42 - iter 4858/6941 - loss 0.20126510 - time (sec): 1013.04 - samples/sec: 2684.58 - lr: 0.100000 - momentum: 0.000000 2024-03-13 16:35:09,635 epoch 42 - iter 5552/6941 - loss 0.20136147 - time (sec): 1157.52 - samples/sec: 2683.98 - lr: 0.100000 - momentum: 0.000000 2024-03-13 16:37:31,626 epoch 42 - iter 6246/6941 - loss 0.20118615 - time (sec): 1299.51 - samples/sec: 2688.30 - lr: 0.100000 - momentum: 0.000000 2024-03-13 16:39:56,109 epoch 42 - iter 6940/6941 - loss 0.20154106 - time (sec): 1444.00 - samples/sec: 2687.17 - lr: 0.100000 - momentum: 0.000000 2024-03-13 16:39:56,194 ---------------------------------------------------------------------------------------------------- 2024-03-13 16:39:56,194 EPOCH 42 done: loss 0.2015 - lr: 0.100000 2024-03-13 16:39:56,194 - 0 epochs without improvement 2024-03-13 16:39:56,194 ---------------------------------------------------------------------------------------------------- 2024-03-13 16:42:21,265 epoch 43 - iter 694/6941 - loss 0.20196630 - time (sec): 145.07 - samples/sec: 2687.25 - lr: 0.100000 - momentum: 0.000000 2024-03-13 16:44:45,560 epoch 43 - iter 1388/6941 - loss 0.20103450 - time (sec): 289.37 - samples/sec: 2689.06 - lr: 0.100000 - momentum: 0.000000 2024-03-13 16:47:12,321 epoch 43 - iter 2082/6941 - loss 0.20068385 - time (sec): 436.13 - samples/sec: 2674.07 - lr: 0.100000 - momentum: 0.000000 2024-03-13 16:49:35,535 epoch 43 - iter 2776/6941 - loss 0.20086151 - time (sec): 579.34 - samples/sec: 2679.55 - lr: 0.100000 - momentum: 0.000000 2024-03-13 16:51:59,360 epoch 43 - iter 3470/6941 - loss 0.20080447 - time (sec): 723.17 - samples/sec: 2680.78 - lr: 0.100000 - momentum: 0.000000 2024-03-13 16:54:22,838 epoch 43 - iter 4164/6941 - loss 0.20095664 - time (sec): 866.64 - samples/sec: 2685.52 - lr: 0.100000 - momentum: 0.000000 2024-03-13 16:56:49,597 epoch 43 - iter 4858/6941 - loss 0.20089445 - time (sec): 1013.40 - samples/sec: 2681.51 - lr: 0.100000 - momentum: 0.000000 2024-03-13 16:59:13,284 epoch 43 - iter 5552/6941 - loss 0.20106713 - time (sec): 1157.09 - samples/sec: 2682.67 - lr: 0.100000 - momentum: 0.000000 2024-03-13 17:01:36,645 epoch 43 - iter 6246/6941 - loss 0.20115440 - time (sec): 1300.45 - samples/sec: 2684.53 - lr: 0.100000 - momentum: 0.000000 2024-03-13 17:04:01,855 epoch 43 - iter 6940/6941 - loss 0.20110880 - time (sec): 1445.66 - samples/sec: 2684.06 - lr: 0.100000 - momentum: 0.000000 2024-03-13 17:04:01,971 ---------------------------------------------------------------------------------------------------- 2024-03-13 17:04:01,971 EPOCH 43 done: loss 0.2011 - lr: 0.100000 2024-03-13 17:04:01,971 - 0 epochs without improvement 2024-03-13 17:04:01,972 ---------------------------------------------------------------------------------------------------- 2024-03-13 17:06:24,791 epoch 44 - iter 694/6941 - loss 0.19735433 - time (sec): 142.82 - samples/sec: 2717.54 - lr: 0.100000 - momentum: 0.000000 2024-03-13 17:08:47,933 epoch 44 - iter 1388/6941 - loss 0.19775598 - time (sec): 285.96 - samples/sec: 2717.32 - lr: 0.100000 - momentum: 0.000000 2024-03-13 17:11:09,040 epoch 44 - iter 2082/6941 - loss 0.19895688 - time (sec): 427.07 - samples/sec: 2722.78 - lr: 0.100000 - momentum: 0.000000 2024-03-13 17:13:33,060 epoch 44 - iter 2776/6941 - loss 0.19958338 - time (sec): 571.09 - samples/sec: 2709.55 - lr: 0.100000 - momentum: 0.000000 2024-03-13 17:15:56,134 epoch 44 - iter 3470/6941 - loss 0.20019899 - time (sec): 714.16 - samples/sec: 2713.00 - lr: 0.100000 - momentum: 0.000000 2024-03-13 17:18:23,413 epoch 44 - iter 4164/6941 - loss 0.20019219 - time (sec): 861.44 - samples/sec: 2702.66 - lr: 0.100000 - momentum: 0.000000 2024-03-13 17:20:49,708 epoch 44 - iter 4858/6941 - loss 0.20035615 - time (sec): 1007.74 - samples/sec: 2695.84 - lr: 0.100000 - momentum: 0.000000 2024-03-13 17:23:17,266 epoch 44 - iter 5552/6941 - loss 0.20070124 - time (sec): 1155.29 - samples/sec: 2687.02 - lr: 0.100000 - momentum: 0.000000 2024-03-13 17:25:43,489 epoch 44 - iter 6246/6941 - loss 0.20081065 - time (sec): 1301.52 - samples/sec: 2683.82 - lr: 0.100000 - momentum: 0.000000 2024-03-13 17:28:07,405 epoch 44 - iter 6940/6941 - loss 0.20071067 - time (sec): 1445.43 - samples/sec: 2684.50 - lr: 0.100000 - momentum: 0.000000 2024-03-13 17:28:07,504 ---------------------------------------------------------------------------------------------------- 2024-03-13 17:28:07,504 EPOCH 44 done: loss 0.2007 - lr: 0.100000 2024-03-13 17:28:07,504 - 0 epochs without improvement 2024-03-13 17:28:07,504 ---------------------------------------------------------------------------------------------------- 2024-03-13 17:30:30,305 epoch 45 - iter 694/6941 - loss 0.19914541 - time (sec): 142.80 - samples/sec: 2713.77 - lr: 0.100000 - momentum: 0.000000 2024-03-13 17:32:50,143 epoch 45 - iter 1388/6941 - loss 0.19942880 - time (sec): 282.64 - samples/sec: 2730.09 - lr: 0.100000 - momentum: 0.000000 2024-03-13 17:35:12,874 epoch 45 - iter 2082/6941 - loss 0.20021967 - time (sec): 425.37 - samples/sec: 2727.53 - lr: 0.100000 - momentum: 0.000000 2024-03-13 17:37:38,273 epoch 45 - iter 2776/6941 - loss 0.20016424 - time (sec): 570.77 - samples/sec: 2711.40 - lr: 0.100000 - momentum: 0.000000 2024-03-13 17:40:05,998 epoch 45 - iter 3470/6941 - loss 0.19958130 - time (sec): 718.49 - samples/sec: 2693.88 - lr: 0.100000 - momentum: 0.000000 2024-03-13 17:42:31,927 epoch 45 - iter 4164/6941 - loss 0.19986948 - time (sec): 864.42 - samples/sec: 2690.32 - lr: 0.100000 - momentum: 0.000000 2024-03-13 17:44:57,957 epoch 45 - iter 4858/6941 - loss 0.19991164 - time (sec): 1010.45 - samples/sec: 2686.75 - lr: 0.100000 - momentum: 0.000000 2024-03-13 17:47:22,208 epoch 45 - iter 5552/6941 - loss 0.20018502 - time (sec): 1154.70 - samples/sec: 2685.75 - lr: 0.100000 - momentum: 0.000000 2024-03-13 17:49:46,972 epoch 45 - iter 6246/6941 - loss 0.20035184 - time (sec): 1299.47 - samples/sec: 2686.45 - lr: 0.100000 - momentum: 0.000000 2024-03-13 17:52:13,800 epoch 45 - iter 6940/6941 - loss 0.20015870 - time (sec): 1446.30 - samples/sec: 2682.91 - lr: 0.100000 - momentum: 0.000000 2024-03-13 17:52:13,864 ---------------------------------------------------------------------------------------------------- 2024-03-13 17:52:13,864 EPOCH 45 done: loss 0.2002 - lr: 0.100000 2024-03-13 17:52:13,864 - 0 epochs without improvement 2024-03-13 17:52:13,864 ---------------------------------------------------------------------------------------------------- 2024-03-13 17:54:37,046 epoch 46 - iter 694/6941 - loss 0.20148789 - time (sec): 143.18 - samples/sec: 2695.58 - lr: 0.100000 - momentum: 0.000000 2024-03-13 17:57:02,246 epoch 46 - iter 1388/6941 - loss 0.20031527 - time (sec): 288.38 - samples/sec: 2683.83 - lr: 0.100000 - momentum: 0.000000 2024-03-13 17:59:24,965 epoch 46 - iter 2082/6941 - loss 0.19975490 - time (sec): 431.10 - samples/sec: 2690.18 - lr: 0.100000 - momentum: 0.000000 2024-03-13 18:01:51,430 epoch 46 - iter 2776/6941 - loss 0.19994100 - time (sec): 577.57 - samples/sec: 2684.24 - lr: 0.100000 - momentum: 0.000000 2024-03-13 18:04:16,334 epoch 46 - iter 3470/6941 - loss 0.19990913 - time (sec): 722.47 - samples/sec: 2684.26 - lr: 0.100000 - momentum: 0.000000 2024-03-13 18:06:40,137 epoch 46 - iter 4164/6941 - loss 0.20017997 - time (sec): 866.27 - samples/sec: 2686.97 - lr: 0.100000 - momentum: 0.000000 2024-03-13 18:09:03,762 epoch 46 - iter 4858/6941 - loss 0.19991201 - time (sec): 1009.90 - samples/sec: 2688.20 - lr: 0.100000 - momentum: 0.000000 2024-03-13 18:11:26,875 epoch 46 - iter 5552/6941 - loss 0.19971652 - time (sec): 1153.01 - samples/sec: 2690.63 - lr: 0.100000 - momentum: 0.000000 2024-03-13 18:13:53,988 epoch 46 - iter 6246/6941 - loss 0.19970913 - time (sec): 1300.12 - samples/sec: 2686.62 - lr: 0.100000 - momentum: 0.000000 2024-03-13 18:16:20,759 epoch 46 - iter 6940/6941 - loss 0.19990053 - time (sec): 1446.89 - samples/sec: 2681.79 - lr: 0.100000 - momentum: 0.000000 2024-03-13 18:16:20,899 ---------------------------------------------------------------------------------------------------- 2024-03-13 18:16:20,899 EPOCH 46 done: loss 0.1999 - lr: 0.100000 2024-03-13 18:16:20,899 - 0 epochs without improvement 2024-03-13 18:16:20,899 ---------------------------------------------------------------------------------------------------- 2024-03-13 18:18:46,844 epoch 47 - iter 694/6941 - loss 0.19994439 - time (sec): 145.94 - samples/sec: 2676.49 - lr: 0.100000 - momentum: 0.000000 2024-03-13 18:21:13,541 epoch 47 - iter 1388/6941 - loss 0.19963961 - time (sec): 292.64 - samples/sec: 2666.84 - lr: 0.100000 - momentum: 0.000000 2024-03-13 18:23:36,683 epoch 47 - iter 2082/6941 - loss 0.19921324 - time (sec): 435.78 - samples/sec: 2682.58 - lr: 0.100000 - momentum: 0.000000 2024-03-13 18:26:01,639 epoch 47 - iter 2776/6941 - loss 0.19924267 - time (sec): 580.74 - samples/sec: 2683.05 - lr: 0.100000 - momentum: 0.000000 2024-03-13 18:28:24,122 epoch 47 - iter 3470/6941 - loss 0.19949625 - time (sec): 723.22 - samples/sec: 2687.01 - lr: 0.100000 - momentum: 0.000000 2024-03-13 18:30:49,846 epoch 47 - iter 4164/6941 - loss 0.19952402 - time (sec): 868.95 - samples/sec: 2686.36 - lr: 0.100000 - momentum: 0.000000 2024-03-13 18:33:14,260 epoch 47 - iter 4858/6941 - loss 0.19935417 - time (sec): 1013.36 - samples/sec: 2683.98 - lr: 0.100000 - momentum: 0.000000 2024-03-13 18:35:38,565 epoch 47 - iter 5552/6941 - loss 0.19959995 - time (sec): 1157.67 - samples/sec: 2683.35 - lr: 0.100000 - momentum: 0.000000 2024-03-13 18:38:02,410 epoch 47 - iter 6246/6941 - loss 0.19959296 - time (sec): 1301.51 - samples/sec: 2684.26 - lr: 0.100000 - momentum: 0.000000 2024-03-13 18:40:25,489 epoch 47 - iter 6940/6941 - loss 0.19957915 - time (sec): 1444.59 - samples/sec: 2686.08 - lr: 0.100000 - momentum: 0.000000 2024-03-13 18:40:25,542 ---------------------------------------------------------------------------------------------------- 2024-03-13 18:40:25,542 EPOCH 47 done: loss 0.1996 - lr: 0.100000 2024-03-13 18:40:25,542 - 0 epochs without improvement 2024-03-13 18:40:25,542 ---------------------------------------------------------------------------------------------------- 2024-03-13 18:42:49,664 epoch 48 - iter 694/6941 - loss 0.19825995 - time (sec): 144.12 - samples/sec: 2688.31 - lr: 0.100000 - momentum: 0.000000 2024-03-13 18:45:14,368 epoch 48 - iter 1388/6941 - loss 0.19919228 - time (sec): 288.83 - samples/sec: 2686.68 - lr: 0.100000 - momentum: 0.000000 2024-03-13 18:47:41,639 epoch 48 - iter 2082/6941 - loss 0.19921945 - time (sec): 436.10 - samples/sec: 2673.11 - lr: 0.100000 - momentum: 0.000000 2024-03-13 18:50:04,976 epoch 48 - iter 2776/6941 - loss 0.19873713 - time (sec): 579.43 - samples/sec: 2679.70 - lr: 0.100000 - momentum: 0.000000 2024-03-13 18:52:30,182 epoch 48 - iter 3470/6941 - loss 0.19877700 - time (sec): 724.64 - samples/sec: 2679.18 - lr: 0.100000 - momentum: 0.000000 2024-03-13 18:54:52,046 epoch 48 - iter 4164/6941 - loss 0.19867616 - time (sec): 866.50 - samples/sec: 2688.37 - lr: 0.100000 - momentum: 0.000000 2024-03-13 18:57:17,069 epoch 48 - iter 4858/6941 - loss 0.19916536 - time (sec): 1011.53 - samples/sec: 2685.70 - lr: 0.100000 - momentum: 0.000000 2024-03-13 18:59:42,539 epoch 48 - iter 5552/6941 - loss 0.19947750 - time (sec): 1157.00 - samples/sec: 2685.19 - lr: 0.100000 - momentum: 0.000000 2024-03-13 19:02:06,422 epoch 48 - iter 6246/6941 - loss 0.19940289 - time (sec): 1300.88 - samples/sec: 2687.59 - lr: 0.100000 - momentum: 0.000000 2024-03-13 19:04:30,731 epoch 48 - iter 6940/6941 - loss 0.19955795 - time (sec): 1445.19 - samples/sec: 2684.96 - lr: 0.100000 - momentum: 0.000000 2024-03-13 19:04:30,820 ---------------------------------------------------------------------------------------------------- 2024-03-13 19:04:30,820 EPOCH 48 done: loss 0.1996 - lr: 0.100000 2024-03-13 19:04:30,820 - 0 epochs without improvement 2024-03-13 19:04:30,821 ---------------------------------------------------------------------------------------------------- 2024-03-13 19:06:52,749 epoch 49 - iter 694/6941 - loss 0.19777983 - time (sec): 141.93 - samples/sec: 2723.12 - lr: 0.100000 - momentum: 0.000000 2024-03-13 19:09:18,872 epoch 49 - iter 1388/6941 - loss 0.19854935 - time (sec): 288.05 - samples/sec: 2694.36 - lr: 0.100000 - momentum: 0.000000 2024-03-13 19:11:45,530 epoch 49 - iter 2082/6941 - loss 0.19842324 - time (sec): 434.71 - samples/sec: 2681.01 - lr: 0.100000 - momentum: 0.000000 2024-03-13 19:14:12,321 epoch 49 - iter 2776/6941 - loss 0.19811878 - time (sec): 581.50 - samples/sec: 2675.49 - lr: 0.100000 - momentum: 0.000000 2024-03-13 19:16:35,032 epoch 49 - iter 3470/6941 - loss 0.19816341 - time (sec): 724.21 - samples/sec: 2680.75 - lr: 0.100000 - momentum: 0.000000 2024-03-13 19:18:58,574 epoch 49 - iter 4164/6941 - loss 0.19817032 - time (sec): 867.75 - samples/sec: 2682.37 - lr: 0.100000 - momentum: 0.000000 2024-03-13 19:21:21,591 epoch 49 - iter 4858/6941 - loss 0.19832173 - time (sec): 1010.77 - samples/sec: 2686.15 - lr: 0.100000 - momentum: 0.000000 2024-03-13 19:23:45,064 epoch 49 - iter 5552/6941 - loss 0.19849190 - time (sec): 1154.24 - samples/sec: 2686.68 - lr: 0.100000 - momentum: 0.000000 2024-03-13 19:26:11,464 epoch 49 - iter 6246/6941 - loss 0.19860910 - time (sec): 1300.64 - samples/sec: 2685.68 - lr: 0.100000 - momentum: 0.000000 2024-03-13 19:28:33,760 epoch 49 - iter 6940/6941 - loss 0.19862707 - time (sec): 1442.94 - samples/sec: 2689.15 - lr: 0.100000 - momentum: 0.000000 2024-03-13 19:28:33,840 ---------------------------------------------------------------------------------------------------- 2024-03-13 19:28:33,840 EPOCH 49 done: loss 0.1986 - lr: 0.100000 2024-03-13 19:28:33,840 - 0 epochs without improvement 2024-03-13 19:28:33,841 ---------------------------------------------------------------------------------------------------- 2024-03-13 19:30:56,074 epoch 50 - iter 694/6941 - loss 0.19703360 - time (sec): 142.23 - samples/sec: 2706.00 - lr: 0.100000 - momentum: 0.000000 2024-03-13 19:33:22,513 epoch 50 - iter 1388/6941 - loss 0.19838898 - time (sec): 288.67 - samples/sec: 2682.37 - lr: 0.100000 - momentum: 0.000000 2024-03-13 19:35:44,714 epoch 50 - iter 2082/6941 - loss 0.19870145 - time (sec): 430.87 - samples/sec: 2693.87 - lr: 0.100000 - momentum: 0.000000 2024-03-13 19:38:09,780 epoch 50 - iter 2776/6941 - loss 0.19893594 - time (sec): 575.94 - samples/sec: 2687.88 - lr: 0.100000 - momentum: 0.000000 2024-03-13 19:40:33,483 epoch 50 - iter 3470/6941 - loss 0.19881896 - time (sec): 719.64 - samples/sec: 2691.48 - lr: 0.100000 - momentum: 0.000000 2024-03-13 19:42:59,599 epoch 50 - iter 4164/6941 - loss 0.19899056 - time (sec): 865.76 - samples/sec: 2689.72 - lr: 0.100000 - momentum: 0.000000 2024-03-13 19:45:23,313 epoch 50 - iter 4858/6941 - loss 0.19902189 - time (sec): 1009.47 - samples/sec: 2689.61 - lr: 0.100000 - momentum: 0.000000 2024-03-13 19:47:49,147 epoch 50 - iter 5552/6941 - loss 0.19889019 - time (sec): 1155.31 - samples/sec: 2686.79 - lr: 0.100000 - momentum: 0.000000 2024-03-13 19:50:14,224 epoch 50 - iter 6246/6941 - loss 0.19900927 - time (sec): 1300.38 - samples/sec: 2687.78 - lr: 0.100000 - momentum: 0.000000 2024-03-13 19:52:39,800 epoch 50 - iter 6940/6941 - loss 0.19934958 - time (sec): 1445.96 - samples/sec: 2683.52 - lr: 0.100000 - momentum: 0.000000 2024-03-13 19:52:39,902 ---------------------------------------------------------------------------------------------------- 2024-03-13 19:52:39,902 EPOCH 50 done: loss 0.1994 - lr: 0.100000 2024-03-13 19:52:39,902 - 1 epochs without improvement 2024-03-13 19:52:39,902 ---------------------------------------------------------------------------------------------------- 2024-03-13 19:55:00,004 epoch 51 - iter 694/6941 - loss 0.19542018 - time (sec): 140.10 - samples/sec: 2759.65 - lr: 0.100000 - momentum: 0.000000 2024-03-13 19:57:24,990 epoch 51 - iter 1388/6941 - loss 0.19650343 - time (sec): 285.09 - samples/sec: 2717.52 - lr: 0.100000 - momentum: 0.000000 2024-03-13 19:59:47,298 epoch 51 - iter 2082/6941 - loss 0.19745089 - time (sec): 427.40 - samples/sec: 2721.06 - lr: 0.100000 - momentum: 0.000000 2024-03-13 20:02:10,548 epoch 51 - iter 2776/6941 - loss 0.19757321 - time (sec): 570.65 - samples/sec: 2717.74 - lr: 0.100000 - momentum: 0.000000 2024-03-13 20:04:37,112 epoch 51 - iter 3470/6941 - loss 0.19769593 - time (sec): 717.21 - samples/sec: 2702.96 - lr: 0.100000 - momentum: 0.000000 2024-03-13 20:07:02,649 epoch 51 - iter 4164/6941 - loss 0.19792805 - time (sec): 862.75 - samples/sec: 2696.34 - lr: 0.100000 - momentum: 0.000000 2024-03-13 20:09:30,076 epoch 51 - iter 4858/6941 - loss 0.19806250 - time (sec): 1010.17 - samples/sec: 2687.68 - lr: 0.100000 - momentum: 0.000000 2024-03-13 20:11:54,778 epoch 51 - iter 5552/6941 - loss 0.19844014 - time (sec): 1154.88 - samples/sec: 2686.75 - lr: 0.100000 - momentum: 0.000000 2024-03-13 20:14:22,091 epoch 51 - iter 6246/6941 - loss 0.19859685 - time (sec): 1302.19 - samples/sec: 2681.44 - lr: 0.100000 - momentum: 0.000000 2024-03-13 20:16:47,320 epoch 51 - iter 6940/6941 - loss 0.19849027 - time (sec): 1447.42 - samples/sec: 2680.81 - lr: 0.100000 - momentum: 0.000000 2024-03-13 20:16:47,404 ---------------------------------------------------------------------------------------------------- 2024-03-13 20:16:47,405 EPOCH 51 done: loss 0.1985 - lr: 0.100000 2024-03-13 20:16:47,405 - 0 epochs without improvement 2024-03-13 20:16:47,405 ---------------------------------------------------------------------------------------------------- 2024-03-13 20:19:11,854 epoch 52 - iter 694/6941 - loss 0.19664224 - time (sec): 144.45 - samples/sec: 2686.31 - lr: 0.100000 - momentum: 0.000000 2024-03-13 20:21:38,530 epoch 52 - iter 1388/6941 - loss 0.19666472 - time (sec): 291.12 - samples/sec: 2673.77 - lr: 0.100000 - momentum: 0.000000 2024-03-13 20:24:01,148 epoch 52 - iter 2082/6941 - loss 0.19754204 - time (sec): 433.74 - samples/sec: 2685.40 - lr: 0.100000 - momentum: 0.000000 2024-03-13 20:26:26,100 epoch 52 - iter 2776/6941 - loss 0.19805097 - time (sec): 578.69 - samples/sec: 2687.50 - lr: 0.100000 - momentum: 0.000000 2024-03-13 20:28:50,888 epoch 52 - iter 3470/6941 - loss 0.19803953 - time (sec): 723.48 - samples/sec: 2685.78 - lr: 0.100000 - momentum: 0.000000 2024-03-13 20:31:15,252 epoch 52 - iter 4164/6941 - loss 0.19817457 - time (sec): 867.85 - samples/sec: 2687.56 - lr: 0.100000 - momentum: 0.000000 2024-03-13 20:33:39,453 epoch 52 - iter 4858/6941 - loss 0.19807159 - time (sec): 1012.05 - samples/sec: 2687.93 - lr: 0.100000 - momentum: 0.000000 2024-03-13 20:36:03,357 epoch 52 - iter 5552/6941 - loss 0.19805895 - time (sec): 1155.95 - samples/sec: 2688.83 - lr: 0.100000 - momentum: 0.000000 2024-03-13 20:38:28,405 epoch 52 - iter 6246/6941 - loss 0.19804171 - time (sec): 1301.00 - samples/sec: 2685.80 - lr: 0.100000 - momentum: 0.000000 2024-03-13 20:40:52,734 epoch 52 - iter 6940/6941 - loss 0.19801360 - time (sec): 1445.33 - samples/sec: 2684.71 - lr: 0.100000 - momentum: 0.000000 2024-03-13 20:40:52,785 ---------------------------------------------------------------------------------------------------- 2024-03-13 20:40:52,785 EPOCH 52 done: loss 0.1980 - lr: 0.100000 2024-03-13 20:40:52,785 - 0 epochs without improvement 2024-03-13 20:40:52,785 ---------------------------------------------------------------------------------------------------- 2024-03-13 20:43:15,008 epoch 53 - iter 694/6941 - loss 0.19556162 - time (sec): 142.22 - samples/sec: 2729.69 - lr: 0.100000 - momentum: 0.000000 2024-03-13 20:45:40,137 epoch 53 - iter 1388/6941 - loss 0.19689635 - time (sec): 287.35 - samples/sec: 2692.97 - lr: 0.100000 - momentum: 0.000000 2024-03-13 20:48:06,332 epoch 53 - iter 2082/6941 - loss 0.19687569 - time (sec): 433.55 - samples/sec: 2679.85 - lr: 0.100000 - momentum: 0.000000 2024-03-13 20:50:32,560 epoch 53 - iter 2776/6941 - loss 0.19740422 - time (sec): 579.77 - samples/sec: 2674.41 - lr: 0.100000 - momentum: 0.000000 2024-03-13 20:52:57,419 epoch 53 - iter 3470/6941 - loss 0.19730197 - time (sec): 724.63 - samples/sec: 2676.65 - lr: 0.100000 - momentum: 0.000000 2024-03-13 20:55:22,368 epoch 53 - iter 4164/6941 - loss 0.19735881 - time (sec): 869.58 - samples/sec: 2677.03 - lr: 0.100000 - momentum: 0.000000 2024-03-13 20:57:48,570 epoch 53 - iter 4858/6941 - loss 0.19760942 - time (sec): 1015.78 - samples/sec: 2674.34 - lr: 0.100000 - momentum: 0.000000 2024-03-13 21:00:11,903 epoch 53 - iter 5552/6941 - loss 0.19741160 - time (sec): 1159.12 - samples/sec: 2680.21 - lr: 0.100000 - momentum: 0.000000 2024-03-13 21:02:36,218 epoch 53 - iter 6246/6941 - loss 0.19751569 - time (sec): 1303.43 - samples/sec: 2680.90 - lr: 0.100000 - momentum: 0.000000 2024-03-13 21:05:00,156 epoch 53 - iter 6940/6941 - loss 0.19765809 - time (sec): 1447.37 - samples/sec: 2680.92 - lr: 0.100000 - momentum: 0.000000 2024-03-13 21:05:00,211 ---------------------------------------------------------------------------------------------------- 2024-03-13 21:05:00,211 EPOCH 53 done: loss 0.1977 - lr: 0.100000 2024-03-13 21:05:00,211 - 0 epochs without improvement 2024-03-13 21:05:00,211 ---------------------------------------------------------------------------------------------------- 2024-03-13 21:07:24,247 epoch 54 - iter 694/6941 - loss 0.19646336 - time (sec): 144.04 - samples/sec: 2693.38 - lr: 0.100000 - momentum: 0.000000 2024-03-13 21:09:49,691 epoch 54 - iter 1388/6941 - loss 0.19650240 - time (sec): 289.48 - samples/sec: 2680.94 - lr: 0.100000 - momentum: 0.000000 2024-03-13 21:12:15,065 epoch 54 - iter 2082/6941 - loss 0.19704218 - time (sec): 434.85 - samples/sec: 2683.39 - lr: 0.100000 - momentum: 0.000000 2024-03-13 21:14:39,822 epoch 54 - iter 2776/6941 - loss 0.19757224 - time (sec): 579.61 - samples/sec: 2680.56 - lr: 0.100000 - momentum: 0.000000 2024-03-13 21:17:02,401 epoch 54 - iter 3470/6941 - loss 0.19721162 - time (sec): 722.19 - samples/sec: 2685.32 - lr: 0.100000 - momentum: 0.000000 2024-03-13 21:19:26,232 epoch 54 - iter 4164/6941 - loss 0.19760971 - time (sec): 866.02 - samples/sec: 2687.09 - lr: 0.100000 - momentum: 0.000000 2024-03-13 21:21:48,165 epoch 54 - iter 4858/6941 - loss 0.19794055 - time (sec): 1007.95 - samples/sec: 2693.87 - lr: 0.100000 - momentum: 0.000000 2024-03-13 21:24:12,529 epoch 54 - iter 5552/6941 - loss 0.19807032 - time (sec): 1152.32 - samples/sec: 2692.08 - lr: 0.100000 - momentum: 0.000000 2024-03-13 21:26:38,026 epoch 54 - iter 6246/6941 - loss 0.19805114 - time (sec): 1297.81 - samples/sec: 2689.96 - lr: 0.100000 - momentum: 0.000000 2024-03-13 21:29:04,516 epoch 54 - iter 6940/6941 - loss 0.19797202 - time (sec): 1444.30 - samples/sec: 2686.57 - lr: 0.100000 - momentum: 0.000000 2024-03-13 21:29:04,659 ---------------------------------------------------------------------------------------------------- 2024-03-13 21:29:04,659 EPOCH 54 done: loss 0.1980 - lr: 0.100000 2024-03-13 21:29:04,659 - 1 epochs without improvement 2024-03-13 21:29:04,659 ---------------------------------------------------------------------------------------------------- 2024-03-13 21:31:26,961 epoch 55 - iter 694/6941 - loss 0.19495693 - time (sec): 142.30 - samples/sec: 2714.44 - lr: 0.100000 - momentum: 0.000000 2024-03-13 21:33:52,857 epoch 55 - iter 1388/6941 - loss 0.19632047 - time (sec): 288.20 - samples/sec: 2692.85 - lr: 0.100000 - momentum: 0.000000 2024-03-13 21:36:17,032 epoch 55 - iter 2082/6941 - loss 0.19682994 - time (sec): 432.37 - samples/sec: 2690.15 - lr: 0.100000 - momentum: 0.000000 2024-03-13 21:38:40,029 epoch 55 - iter 2776/6941 - loss 0.19716239 - time (sec): 575.37 - samples/sec: 2697.19 - lr: 0.100000 - momentum: 0.000000 2024-03-13 21:41:06,120 epoch 55 - iter 3470/6941 - loss 0.19696507 - time (sec): 721.46 - samples/sec: 2687.98 - lr: 0.100000 - momentum: 0.000000 2024-03-13 21:43:32,639 epoch 55 - iter 4164/6941 - loss 0.19697708 - time (sec): 867.98 - samples/sec: 2681.44 - lr: 0.100000 - momentum: 0.000000 2024-03-13 21:45:58,051 epoch 55 - iter 4858/6941 - loss 0.19670182 - time (sec): 1013.39 - samples/sec: 2681.32 - lr: 0.100000 - momentum: 0.000000 2024-03-13 21:48:23,346 epoch 55 - iter 5552/6941 - loss 0.19678284 - time (sec): 1158.69 - samples/sec: 2683.30 - lr: 0.100000 - momentum: 0.000000 2024-03-13 21:50:43,488 epoch 55 - iter 6246/6941 - loss 0.19683577 - time (sec): 1298.83 - samples/sec: 2689.14 - lr: 0.100000 - momentum: 0.000000 2024-03-13 21:53:10,262 epoch 55 - iter 6940/6941 - loss 0.19712900 - time (sec): 1445.60 - samples/sec: 2684.19 - lr: 0.100000 - momentum: 0.000000 2024-03-13 21:53:10,325 ---------------------------------------------------------------------------------------------------- 2024-03-13 21:53:10,325 EPOCH 55 done: loss 0.1971 - lr: 0.100000 2024-03-13 21:53:10,325 - 0 epochs without improvement 2024-03-13 21:53:10,325 ---------------------------------------------------------------------------------------------------- 2024-03-13 21:55:36,116 epoch 56 - iter 694/6941 - loss 0.19850282 - time (sec): 145.79 - samples/sec: 2659.30 - lr: 0.100000 - momentum: 0.000000 2024-03-13 21:58:01,741 epoch 56 - iter 1388/6941 - loss 0.19877710 - time (sec): 291.42 - samples/sec: 2656.27 - lr: 0.100000 - momentum: 0.000000 2024-03-13 22:00:26,447 epoch 56 - iter 2082/6941 - loss 0.19824018 - time (sec): 436.12 - samples/sec: 2672.25 - lr: 0.100000 - momentum: 0.000000 2024-03-13 22:02:46,393 epoch 56 - iter 2776/6941 - loss 0.19849562 - time (sec): 576.07 - samples/sec: 2691.65 - lr: 0.100000 - momentum: 0.000000 2024-03-13 22:05:11,333 epoch 56 - iter 3470/6941 - loss 0.19797014 - time (sec): 721.01 - samples/sec: 2690.91 - lr: 0.100000 - momentum: 0.000000 2024-03-13 22:07:35,039 epoch 56 - iter 4164/6941 - loss 0.19780777 - time (sec): 864.71 - samples/sec: 2690.01 - lr: 0.100000 - momentum: 0.000000 2024-03-13 22:09:58,286 epoch 56 - iter 4858/6941 - loss 0.19747092 - time (sec): 1007.96 - samples/sec: 2693.34 - lr: 0.100000 - momentum: 0.000000 2024-03-13 22:12:24,431 epoch 56 - iter 5552/6941 - loss 0.19731155 - time (sec): 1154.11 - samples/sec: 2688.97 - lr: 0.100000 - momentum: 0.000000 2024-03-13 22:14:50,144 epoch 56 - iter 6246/6941 - loss 0.19724470 - time (sec): 1299.82 - samples/sec: 2685.88 - lr: 0.100000 - momentum: 0.000000 2024-03-13 22:17:14,836 epoch 56 - iter 6940/6941 - loss 0.19712775 - time (sec): 1444.51 - samples/sec: 2686.22 - lr: 0.100000 - momentum: 0.000000 2024-03-13 22:17:14,940 ---------------------------------------------------------------------------------------------------- 2024-03-13 22:17:14,940 EPOCH 56 done: loss 0.1971 - lr: 0.100000 2024-03-13 22:17:14,940 - 0 epochs without improvement 2024-03-13 22:17:14,940 ---------------------------------------------------------------------------------------------------- 2024-03-13 22:19:35,928 epoch 57 - iter 694/6941 - loss 0.19652685 - time (sec): 140.99 - samples/sec: 2743.12 - lr: 0.100000 - momentum: 0.000000 2024-03-13 22:21:59,610 epoch 57 - iter 1388/6941 - loss 0.19654327 - time (sec): 284.67 - samples/sec: 2721.04 - lr: 0.100000 - momentum: 0.000000 2024-03-13 22:24:24,372 epoch 57 - iter 2082/6941 - loss 0.19653315 - time (sec): 429.43 - samples/sec: 2715.59 - lr: 0.100000 - momentum: 0.000000 2024-03-13 22:26:47,639 epoch 57 - iter 2776/6941 - loss 0.19605545 - time (sec): 572.70 - samples/sec: 2712.70 - lr: 0.100000 - momentum: 0.000000 2024-03-13 22:29:13,945 epoch 57 - iter 3470/6941 - loss 0.19653966 - time (sec): 719.00 - samples/sec: 2703.73 - lr: 0.100000 - momentum: 0.000000 2024-03-13 22:31:37,079 epoch 57 - iter 4164/6941 - loss 0.19665764 - time (sec): 862.14 - samples/sec: 2701.96 - lr: 0.100000 - momentum: 0.000000 2024-03-13 22:34:03,194 epoch 57 - iter 4858/6941 - loss 0.19695188 - time (sec): 1008.25 - samples/sec: 2697.49 - lr: 0.100000 - momentum: 0.000000 2024-03-13 22:36:27,085 epoch 57 - iter 5552/6941 - loss 0.19685999 - time (sec): 1152.14 - samples/sec: 2695.17 - lr: 0.100000 - momentum: 0.000000 2024-03-13 22:38:52,373 epoch 57 - iter 6246/6941 - loss 0.19688983 - time (sec): 1297.43 - samples/sec: 2692.18 - lr: 0.100000 - momentum: 0.000000 2024-03-13 22:41:19,038 epoch 57 - iter 6940/6941 - loss 0.19714844 - time (sec): 1444.10 - samples/sec: 2686.99 - lr: 0.100000 - momentum: 0.000000 2024-03-13 22:41:19,093 ---------------------------------------------------------------------------------------------------- 2024-03-13 22:41:19,093 EPOCH 57 done: loss 0.1971 - lr: 0.100000 2024-03-13 22:41:19,093 - 1 epochs without improvement 2024-03-13 22:41:19,094 ---------------------------------------------------------------------------------------------------- 2024-03-13 22:43:46,104 epoch 58 - iter 694/6941 - loss 0.19325446 - time (sec): 147.01 - samples/sec: 2643.97 - lr: 0.100000 - momentum: 0.000000 2024-03-13 22:46:10,835 epoch 58 - iter 1388/6941 - loss 0.19436966 - time (sec): 291.74 - samples/sec: 2663.29 - lr: 0.100000 - momentum: 0.000000 2024-03-13 22:48:34,512 epoch 58 - iter 2082/6941 - loss 0.19557429 - time (sec): 435.42 - samples/sec: 2670.47 - lr: 0.100000 - momentum: 0.000000 2024-03-13 22:51:00,252 epoch 58 - iter 2776/6941 - loss 0.19502300 - time (sec): 581.16 - samples/sec: 2675.82 - lr: 0.100000 - momentum: 0.000000 2024-03-13 22:53:27,065 epoch 58 - iter 3470/6941 - loss 0.19533579 - time (sec): 727.97 - samples/sec: 2670.81 - lr: 0.100000 - momentum: 0.000000 2024-03-13 22:55:51,679 epoch 58 - iter 4164/6941 - loss 0.19563346 - time (sec): 872.58 - samples/sec: 2674.08 - lr: 0.100000 - momentum: 0.000000 2024-03-13 22:58:13,819 epoch 58 - iter 4858/6941 - loss 0.19584928 - time (sec): 1014.73 - samples/sec: 2681.43 - lr: 0.100000 - momentum: 0.000000 2024-03-13 23:00:37,437 epoch 58 - iter 5552/6941 - loss 0.19613496 - time (sec): 1158.34 - samples/sec: 2680.79 - lr: 0.100000 - momentum: 0.000000 2024-03-13 23:03:01,725 epoch 58 - iter 6246/6941 - loss 0.19648580 - time (sec): 1302.63 - samples/sec: 2680.62 - lr: 0.100000 - momentum: 0.000000 2024-03-13 23:05:25,111 epoch 58 - iter 6940/6941 - loss 0.19667988 - time (sec): 1446.02 - samples/sec: 2683.43 - lr: 0.100000 - momentum: 0.000000 2024-03-13 23:05:25,168 ---------------------------------------------------------------------------------------------------- 2024-03-13 23:05:25,168 EPOCH 58 done: loss 0.1967 - lr: 0.100000 2024-03-13 23:05:25,168 - 0 epochs without improvement 2024-03-13 23:05:25,169 ---------------------------------------------------------------------------------------------------- 2024-03-13 23:07:47,973 epoch 59 - iter 694/6941 - loss 0.19614968 - time (sec): 142.80 - samples/sec: 2702.69 - lr: 0.100000 - momentum: 0.000000 2024-03-13 23:10:11,163 epoch 59 - iter 1388/6941 - loss 0.19595595 - time (sec): 285.99 - samples/sec: 2705.71 - lr: 0.100000 - momentum: 0.000000 2024-03-13 23:12:34,474 epoch 59 - iter 2082/6941 - loss 0.19605214 - time (sec): 429.31 - samples/sec: 2710.19 - lr: 0.100000 - momentum: 0.000000 2024-03-13 23:14:57,138 epoch 59 - iter 2776/6941 - loss 0.19575417 - time (sec): 571.97 - samples/sec: 2711.73 - lr: 0.100000 - momentum: 0.000000 2024-03-13 23:17:23,798 epoch 59 - iter 3470/6941 - loss 0.19595483 - time (sec): 718.63 - samples/sec: 2702.44 - lr: 0.100000 - momentum: 0.000000 2024-03-13 23:19:46,657 epoch 59 - iter 4164/6941 - loss 0.19592658 - time (sec): 861.49 - samples/sec: 2704.24 - lr: 0.100000 - momentum: 0.000000 2024-03-13 23:22:12,173 epoch 59 - iter 4858/6941 - loss 0.19617301 - time (sec): 1007.00 - samples/sec: 2697.39 - lr: 0.100000 - momentum: 0.000000 2024-03-13 23:24:36,602 epoch 59 - iter 5552/6941 - loss 0.19598527 - time (sec): 1151.43 - samples/sec: 2694.41 - lr: 0.100000 - momentum: 0.000000 2024-03-13 23:27:00,846 epoch 59 - iter 6246/6941 - loss 0.19612303 - time (sec): 1295.68 - samples/sec: 2693.90 - lr: 0.100000 - momentum: 0.000000 2024-03-13 23:29:26,779 epoch 59 - iter 6940/6941 - loss 0.19631575 - time (sec): 1441.61 - samples/sec: 2691.59 - lr: 0.100000 - momentum: 0.000000 2024-03-13 23:29:26,902 ---------------------------------------------------------------------------------------------------- 2024-03-13 23:29:26,902 EPOCH 59 done: loss 0.1963 - lr: 0.100000 2024-03-13 23:29:26,902 - 0 epochs without improvement 2024-03-13 23:29:26,902 ---------------------------------------------------------------------------------------------------- 2024-03-13 23:31:50,940 epoch 60 - iter 694/6941 - loss 0.19707590 - time (sec): 144.04 - samples/sec: 2690.38 - lr: 0.100000 - momentum: 0.000000 2024-03-13 23:34:14,614 epoch 60 - iter 1388/6941 - loss 0.19620993 - time (sec): 287.71 - samples/sec: 2696.03 - lr: 0.100000 - momentum: 0.000000 2024-03-13 23:36:38,719 epoch 60 - iter 2082/6941 - loss 0.19648868 - time (sec): 431.82 - samples/sec: 2689.83 - lr: 0.100000 - momentum: 0.000000 2024-03-13 23:39:05,030 epoch 60 - iter 2776/6941 - loss 0.19616429 - time (sec): 578.13 - samples/sec: 2682.22 - lr: 0.100000 - momentum: 0.000000 2024-03-13 23:41:29,962 epoch 60 - iter 3470/6941 - loss 0.19598176 - time (sec): 723.06 - samples/sec: 2684.34 - lr: 0.100000 - momentum: 0.000000 2024-03-13 23:43:54,998 epoch 60 - iter 4164/6941 - loss 0.19611846 - time (sec): 868.10 - samples/sec: 2684.32 - lr: 0.100000 - momentum: 0.000000 2024-03-13 23:46:20,216 epoch 60 - iter 4858/6941 - loss 0.19612782 - time (sec): 1013.31 - samples/sec: 2681.72 - lr: 0.100000 - momentum: 0.000000 2024-03-13 23:48:43,701 epoch 60 - iter 5552/6941 - loss 0.19632657 - time (sec): 1156.80 - samples/sec: 2684.76 - lr: 0.100000 - momentum: 0.000000 2024-03-13 23:51:05,266 epoch 60 - iter 6246/6941 - loss 0.19630732 - time (sec): 1298.36 - samples/sec: 2687.77 - lr: 0.100000 - momentum: 0.000000 2024-03-13 23:53:31,547 epoch 60 - iter 6940/6941 - loss 0.19624750 - time (sec): 1444.64 - samples/sec: 2685.96 - lr: 0.100000 - momentum: 0.000000 2024-03-13 23:53:31,679 ---------------------------------------------------------------------------------------------------- 2024-03-13 23:53:31,679 EPOCH 60 done: loss 0.1962 - lr: 0.100000 2024-03-13 23:53:31,680 - 0 epochs without improvement 2024-03-13 23:53:31,680 ---------------------------------------------------------------------------------------------------- 2024-03-13 23:55:57,429 epoch 61 - iter 694/6941 - loss 0.19384996 - time (sec): 145.75 - samples/sec: 2663.14 - lr: 0.100000 - momentum: 0.000000 2024-03-13 23:58:21,848 epoch 61 - iter 1388/6941 - loss 0.19447064 - time (sec): 290.17 - samples/sec: 2681.62 - lr: 0.100000 - momentum: 0.000000 2024-03-14 00:00:46,413 epoch 61 - iter 2082/6941 - loss 0.19555496 - time (sec): 434.73 - samples/sec: 2680.89 - lr: 0.100000 - momentum: 0.000000 2024-03-14 00:03:07,127 epoch 61 - iter 2776/6941 - loss 0.19517692 - time (sec): 575.45 - samples/sec: 2698.04 - lr: 0.100000 - momentum: 0.000000 2024-03-14 00:05:28,798 epoch 61 - iter 3470/6941 - loss 0.19551339 - time (sec): 717.12 - samples/sec: 2701.89 - lr: 0.100000 - momentum: 0.000000 2024-03-14 00:07:56,190 epoch 61 - iter 4164/6941 - loss 0.19543978 - time (sec): 864.51 - samples/sec: 2690.09 - lr: 0.100000 - momentum: 0.000000 2024-03-14 00:10:20,299 epoch 61 - iter 4858/6941 - loss 0.19554207 - time (sec): 1008.62 - samples/sec: 2690.57 - lr: 0.100000 - momentum: 0.000000 2024-03-14 00:12:45,276 epoch 61 - iter 5552/6941 - loss 0.19590491 - time (sec): 1153.60 - samples/sec: 2690.63 - lr: 0.100000 - momentum: 0.000000 2024-03-14 00:15:08,662 epoch 61 - iter 6246/6941 - loss 0.19577374 - time (sec): 1296.98 - samples/sec: 2692.33 - lr: 0.100000 - momentum: 0.000000 2024-03-14 00:17:34,349 epoch 61 - iter 6940/6941 - loss 0.19578343 - time (sec): 1442.67 - samples/sec: 2689.62 - lr: 0.100000 - momentum: 0.000000 2024-03-14 00:17:34,476 ---------------------------------------------------------------------------------------------------- 2024-03-14 00:17:34,476 EPOCH 61 done: loss 0.1958 - lr: 0.100000 2024-03-14 00:17:34,476 - 0 epochs without improvement 2024-03-14 00:17:34,476 ---------------------------------------------------------------------------------------------------- 2024-03-14 00:19:56,179 epoch 62 - iter 694/6941 - loss 0.19565849 - time (sec): 141.70 - samples/sec: 2728.30 - lr: 0.100000 - momentum: 0.000000 2024-03-14 00:22:19,830 epoch 62 - iter 1388/6941 - loss 0.19471351 - time (sec): 285.35 - samples/sec: 2712.82 - lr: 0.100000 - momentum: 0.000000 2024-03-14 00:24:43,032 epoch 62 - iter 2082/6941 - loss 0.19433907 - time (sec): 428.56 - samples/sec: 2707.32 - lr: 0.100000 - momentum: 0.000000 2024-03-14 00:27:07,201 epoch 62 - iter 2776/6941 - loss 0.19442956 - time (sec): 572.72 - samples/sec: 2702.65 - lr: 0.100000 - momentum: 0.000000 2024-03-14 00:29:28,708 epoch 62 - iter 3470/6941 - loss 0.19480573 - time (sec): 714.23 - samples/sec: 2708.49 - lr: 0.100000 - momentum: 0.000000 2024-03-14 00:31:54,872 epoch 62 - iter 4164/6941 - loss 0.19497488 - time (sec): 860.40 - samples/sec: 2701.94 - lr: 0.100000 - momentum: 0.000000 2024-03-14 00:34:20,890 epoch 62 - iter 4858/6941 - loss 0.19495870 - time (sec): 1006.41 - samples/sec: 2695.78 - lr: 0.100000 - momentum: 0.000000 2024-03-14 00:36:47,422 epoch 62 - iter 5552/6941 - loss 0.19504616 - time (sec): 1152.95 - samples/sec: 2691.13 - lr: 0.100000 - momentum: 0.000000 2024-03-14 00:39:11,644 epoch 62 - iter 6246/6941 - loss 0.19540337 - time (sec): 1297.17 - samples/sec: 2690.98 - lr: 0.100000 - momentum: 0.000000 2024-03-14 00:41:38,300 epoch 62 - iter 6940/6941 - loss 0.19564193 - time (sec): 1443.82 - samples/sec: 2687.50 - lr: 0.100000 - momentum: 0.000000 2024-03-14 00:41:38,354 ---------------------------------------------------------------------------------------------------- 2024-03-14 00:41:38,354 EPOCH 62 done: loss 0.1956 - lr: 0.100000 2024-03-14 00:41:38,354 - 0 epochs without improvement 2024-03-14 00:41:38,354 ---------------------------------------------------------------------------------------------------- 2024-03-14 00:44:01,792 epoch 63 - iter 694/6941 - loss 0.19687947 - time (sec): 143.44 - samples/sec: 2714.39 - lr: 0.100000 - momentum: 0.000000 2024-03-14 00:46:27,018 epoch 63 - iter 1388/6941 - loss 0.19692129 - time (sec): 288.66 - samples/sec: 2689.15 - lr: 0.100000 - momentum: 0.000000 2024-03-14 00:48:50,522 epoch 63 - iter 2082/6941 - loss 0.19634181 - time (sec): 432.17 - samples/sec: 2699.62 - lr: 0.100000 - momentum: 0.000000 2024-03-14 00:51:09,861 epoch 63 - iter 2776/6941 - loss 0.19610247 - time (sec): 571.51 - samples/sec: 2713.10 - lr: 0.100000 - momentum: 0.000000 2024-03-14 00:53:35,211 epoch 63 - iter 3470/6941 - loss 0.19584758 - time (sec): 716.86 - samples/sec: 2703.00 - lr: 0.100000 - momentum: 0.000000 2024-03-14 00:55:59,393 epoch 63 - iter 4164/6941 - loss 0.19576210 - time (sec): 861.04 - samples/sec: 2701.82 - lr: 0.100000 - momentum: 0.000000 2024-03-14 00:58:23,031 epoch 63 - iter 4858/6941 - loss 0.19585802 - time (sec): 1004.68 - samples/sec: 2700.43 - lr: 0.100000 - momentum: 0.000000 2024-03-14 01:00:51,331 epoch 63 - iter 5552/6941 - loss 0.19584814 - time (sec): 1152.98 - samples/sec: 2691.77 - lr: 0.100000 - momentum: 0.000000 2024-03-14 01:03:18,023 epoch 63 - iter 6246/6941 - loss 0.19571467 - time (sec): 1299.67 - samples/sec: 2685.85 - lr: 0.100000 - momentum: 0.000000 2024-03-14 01:05:45,180 epoch 63 - iter 6940/6941 - loss 0.19579495 - time (sec): 1446.83 - samples/sec: 2681.92 - lr: 0.100000 - momentum: 0.000000 2024-03-14 01:05:45,302 ---------------------------------------------------------------------------------------------------- 2024-03-14 01:05:45,302 EPOCH 63 done: loss 0.1958 - lr: 0.100000 2024-03-14 01:05:45,303 - 1 epochs without improvement 2024-03-14 01:05:45,303 ---------------------------------------------------------------------------------------------------- 2024-03-14 01:08:10,335 epoch 64 - iter 694/6941 - loss 0.19366031 - time (sec): 145.03 - samples/sec: 2693.20 - lr: 0.100000 - momentum: 0.000000 2024-03-14 01:10:31,766 epoch 64 - iter 1388/6941 - loss 0.19524047 - time (sec): 286.46 - samples/sec: 2710.52 - lr: 0.100000 - momentum: 0.000000 2024-03-14 01:12:59,867 epoch 64 - iter 2082/6941 - loss 0.19470783 - time (sec): 434.56 - samples/sec: 2682.89 - lr: 0.100000 - momentum: 0.000000 2024-03-14 01:15:25,666 epoch 64 - iter 2776/6941 - loss 0.19534559 - time (sec): 580.36 - samples/sec: 2679.25 - lr: 0.100000 - momentum: 0.000000 2024-03-14 01:17:51,497 epoch 64 - iter 3470/6941 - loss 0.19519406 - time (sec): 726.19 - samples/sec: 2676.04 - lr: 0.100000 - momentum: 0.000000 2024-03-14 01:20:12,318 epoch 64 - iter 4164/6941 - loss 0.19470036 - time (sec): 867.01 - samples/sec: 2683.72 - lr: 0.100000 - momentum: 0.000000 2024-03-14 01:22:37,745 epoch 64 - iter 4858/6941 - loss 0.19491996 - time (sec): 1012.44 - samples/sec: 2682.65 - lr: 0.100000 - momentum: 0.000000 2024-03-14 01:25:01,062 epoch 64 - iter 5552/6941 - loss 0.19495872 - time (sec): 1155.76 - samples/sec: 2684.37 - lr: 0.100000 - momentum: 0.000000 2024-03-14 01:27:25,643 epoch 64 - iter 6246/6941 - loss 0.19516939 - time (sec): 1300.34 - samples/sec: 2682.69 - lr: 0.100000 - momentum: 0.000000 2024-03-14 01:29:52,636 epoch 64 - iter 6940/6941 - loss 0.19510180 - time (sec): 1447.33 - samples/sec: 2680.97 - lr: 0.100000 - momentum: 0.000000 2024-03-14 01:29:52,743 ---------------------------------------------------------------------------------------------------- 2024-03-14 01:29:52,743 EPOCH 64 done: loss 0.1951 - lr: 0.100000 2024-03-14 01:29:52,743 - 0 epochs without improvement 2024-03-14 01:29:52,743 ---------------------------------------------------------------------------------------------------- 2024-03-14 01:32:17,062 epoch 65 - iter 694/6941 - loss 0.19298636 - time (sec): 144.32 - samples/sec: 2684.17 - lr: 0.100000 - momentum: 0.000000 2024-03-14 01:34:41,340 epoch 65 - iter 1388/6941 - loss 0.19342904 - time (sec): 288.60 - samples/sec: 2687.72 - lr: 0.100000 - momentum: 0.000000 2024-03-14 01:37:03,688 epoch 65 - iter 2082/6941 - loss 0.19365765 - time (sec): 430.94 - samples/sec: 2698.61 - lr: 0.100000 - momentum: 0.000000 2024-03-14 01:39:27,706 epoch 65 - iter 2776/6941 - loss 0.19391131 - time (sec): 574.96 - samples/sec: 2694.92 - lr: 0.100000 - momentum: 0.000000 2024-03-14 01:41:51,588 epoch 65 - iter 3470/6941 - loss 0.19360963 - time (sec): 718.84 - samples/sec: 2692.61 - lr: 0.100000 - momentum: 0.000000 2024-03-14 01:44:13,028 epoch 65 - iter 4164/6941 - loss 0.19356617 - time (sec): 860.28 - samples/sec: 2698.50 - lr: 0.100000 - momentum: 0.000000 2024-03-14 01:46:41,776 epoch 65 - iter 4858/6941 - loss 0.19423429 - time (sec): 1009.03 - samples/sec: 2685.74 - lr: 0.100000 - momentum: 0.000000 2024-03-14 01:49:08,895 epoch 65 - iter 5552/6941 - loss 0.19452030 - time (sec): 1156.15 - samples/sec: 2682.29 - lr: 0.100000 - momentum: 0.000000 2024-03-14 01:51:36,307 epoch 65 - iter 6246/6941 - loss 0.19490086 - time (sec): 1303.56 - samples/sec: 2678.07 - lr: 0.100000 - momentum: 0.000000 2024-03-14 01:54:01,142 epoch 65 - iter 6940/6941 - loss 0.19493662 - time (sec): 1448.40 - samples/sec: 2678.99 - lr: 0.100000 - momentum: 0.000000 2024-03-14 01:54:01,309 ---------------------------------------------------------------------------------------------------- 2024-03-14 01:54:01,309 EPOCH 65 done: loss 0.1949 - lr: 0.100000 2024-03-14 01:54:01,309 - 0 epochs without improvement 2024-03-14 01:54:01,309 ---------------------------------------------------------------------------------------------------- 2024-03-14 01:56:25,971 epoch 66 - iter 694/6941 - loss 0.19623478 - time (sec): 144.66 - samples/sec: 2685.16 - lr: 0.100000 - momentum: 0.000000 2024-03-14 01:58:52,307 epoch 66 - iter 1388/6941 - loss 0.19436256 - time (sec): 291.00 - samples/sec: 2671.26 - lr: 0.100000 - momentum: 0.000000 2024-03-14 02:01:17,768 epoch 66 - iter 2082/6941 - loss 0.19494425 - time (sec): 436.46 - samples/sec: 2672.22 - lr: 0.100000 - momentum: 0.000000 2024-03-14 02:03:40,410 epoch 66 - iter 2776/6941 - loss 0.19482675 - time (sec): 579.10 - samples/sec: 2677.57 - lr: 0.100000 - momentum: 0.000000 2024-03-14 02:06:03,666 epoch 66 - iter 3470/6941 - loss 0.19513728 - time (sec): 722.36 - samples/sec: 2682.62 - lr: 0.100000 - momentum: 0.000000 2024-03-14 02:08:26,946 epoch 66 - iter 4164/6941 - loss 0.19537862 - time (sec): 865.64 - samples/sec: 2683.64 - lr: 0.100000 - momentum: 0.000000 2024-03-14 02:10:49,678 epoch 66 - iter 4858/6941 - loss 0.19520965 - time (sec): 1008.37 - samples/sec: 2689.09 - lr: 0.100000 - momentum: 0.000000 2024-03-14 02:13:16,431 epoch 66 - iter 5552/6941 - loss 0.19470734 - time (sec): 1155.12 - samples/sec: 2685.42 - lr: 0.100000 - momentum: 0.000000 2024-03-14 02:15:42,546 epoch 66 - iter 6246/6941 - loss 0.19479322 - time (sec): 1301.24 - samples/sec: 2683.16 - lr: 0.100000 - momentum: 0.000000 2024-03-14 02:18:05,390 epoch 66 - iter 6940/6941 - loss 0.19475643 - time (sec): 1444.08 - samples/sec: 2687.02 - lr: 0.100000 - momentum: 0.000000 2024-03-14 02:18:05,471 ---------------------------------------------------------------------------------------------------- 2024-03-14 02:18:05,471 EPOCH 66 done: loss 0.1948 - lr: 0.100000 2024-03-14 02:18:05,472 - 0 epochs without improvement 2024-03-14 02:18:05,472 ---------------------------------------------------------------------------------------------------- 2024-03-14 02:20:28,143 epoch 67 - iter 694/6941 - loss 0.19534488 - time (sec): 142.67 - samples/sec: 2687.20 - lr: 0.100000 - momentum: 0.000000 2024-03-14 02:22:52,382 epoch 67 - iter 1388/6941 - loss 0.19453070 - time (sec): 286.91 - samples/sec: 2685.74 - lr: 0.100000 - momentum: 0.000000 2024-03-14 02:25:20,553 epoch 67 - iter 2082/6941 - loss 0.19443919 - time (sec): 435.08 - samples/sec: 2665.24 - lr: 0.100000 - momentum: 0.000000 2024-03-14 02:27:43,478 epoch 67 - iter 2776/6941 - loss 0.19445572 - time (sec): 578.01 - samples/sec: 2679.96 - lr: 0.100000 - momentum: 0.000000 2024-03-14 02:30:07,373 epoch 67 - iter 3470/6941 - loss 0.19463687 - time (sec): 721.90 - samples/sec: 2683.70 - lr: 0.100000 - momentum: 0.000000 2024-03-14 02:32:31,862 epoch 67 - iter 4164/6941 - loss 0.19503969 - time (sec): 866.39 - samples/sec: 2684.78 - lr: 0.100000 - momentum: 0.000000 2024-03-14 02:34:55,362 epoch 67 - iter 4858/6941 - loss 0.19501291 - time (sec): 1009.89 - samples/sec: 2688.52 - lr: 0.100000 - momentum: 0.000000 2024-03-14 02:37:21,654 epoch 67 - iter 5552/6941 - loss 0.19461547 - time (sec): 1156.18 - samples/sec: 2685.36 - lr: 0.100000 - momentum: 0.000000 2024-03-14 02:39:46,284 epoch 67 - iter 6246/6941 - loss 0.19456000 - time (sec): 1300.81 - samples/sec: 2685.42 - lr: 0.100000 - momentum: 0.000000 2024-03-14 02:42:11,717 epoch 67 - iter 6940/6941 - loss 0.19460953 - time (sec): 1446.25 - samples/sec: 2683.00 - lr: 0.100000 - momentum: 0.000000 2024-03-14 02:42:11,797 ---------------------------------------------------------------------------------------------------- 2024-03-14 02:42:11,797 EPOCH 67 done: loss 0.1946 - lr: 0.100000 2024-03-14 02:42:11,798 - 0 epochs without improvement 2024-03-14 02:42:11,798 ---------------------------------------------------------------------------------------------------- 2024-03-14 02:44:36,079 epoch 68 - iter 694/6941 - loss 0.19427255 - time (sec): 144.28 - samples/sec: 2684.04 - lr: 0.100000 - momentum: 0.000000 2024-03-14 02:46:59,433 epoch 68 - iter 1388/6941 - loss 0.19290827 - time (sec): 287.64 - samples/sec: 2695.31 - lr: 0.100000 - momentum: 0.000000 2024-03-14 02:49:24,729 epoch 68 - iter 2082/6941 - loss 0.19325550 - time (sec): 432.93 - samples/sec: 2689.95 - lr: 0.100000 - momentum: 0.000000 2024-03-14 02:51:51,553 epoch 68 - iter 2776/6941 - loss 0.19359804 - time (sec): 579.76 - samples/sec: 2678.69 - lr: 0.100000 - momentum: 0.000000 2024-03-14 02:54:15,680 epoch 68 - iter 3470/6941 - loss 0.19390613 - time (sec): 723.88 - samples/sec: 2681.25 - lr: 0.100000 - momentum: 0.000000 2024-03-14 02:56:39,699 epoch 68 - iter 4164/6941 - loss 0.19419048 - time (sec): 867.90 - samples/sec: 2684.06 - lr: 0.100000 - momentum: 0.000000 2024-03-14 02:59:08,205 epoch 68 - iter 4858/6941 - loss 0.19435524 - time (sec): 1016.41 - samples/sec: 2674.16 - lr: 0.100000 - momentum: 0.000000 2024-03-14 03:01:33,751 epoch 68 - iter 5552/6941 - loss 0.19435157 - time (sec): 1161.95 - samples/sec: 2673.67 - lr: 0.100000 - momentum: 0.000000 2024-03-14 03:03:56,631 epoch 68 - iter 6246/6941 - loss 0.19444828 - time (sec): 1304.83 - samples/sec: 2677.51 - lr: 0.100000 - momentum: 0.000000 2024-03-14 03:06:20,780 epoch 68 - iter 6940/6941 - loss 0.19469002 - time (sec): 1448.98 - samples/sec: 2677.93 - lr: 0.100000 - momentum: 0.000000 2024-03-14 03:06:20,875 ---------------------------------------------------------------------------------------------------- 2024-03-14 03:06:20,875 EPOCH 68 done: loss 0.1947 - lr: 0.100000 2024-03-14 03:06:20,875 - 1 epochs without improvement 2024-03-14 03:06:20,875 ---------------------------------------------------------------------------------------------------- 2024-03-14 03:08:44,386 epoch 69 - iter 694/6941 - loss 0.19493667 - time (sec): 143.51 - samples/sec: 2696.89 - lr: 0.100000 - momentum: 0.000000 2024-03-14 03:11:08,780 epoch 69 - iter 1388/6941 - loss 0.19474660 - time (sec): 287.90 - samples/sec: 2683.01 - lr: 0.100000 - momentum: 0.000000 2024-03-14 03:13:36,510 epoch 69 - iter 2082/6941 - loss 0.19491815 - time (sec): 435.63 - samples/sec: 2666.66 - lr: 0.100000 - momentum: 0.000000 2024-03-14 03:15:58,389 epoch 69 - iter 2776/6941 - loss 0.19420187 - time (sec): 577.51 - samples/sec: 2679.86 - lr: 0.100000 - momentum: 0.000000 2024-03-14 03:18:21,574 epoch 69 - iter 3470/6941 - loss 0.19442051 - time (sec): 720.70 - samples/sec: 2685.90 - lr: 0.100000 - momentum: 0.000000 2024-03-14 03:20:45,487 epoch 69 - iter 4164/6941 - loss 0.19442346 - time (sec): 864.61 - samples/sec: 2687.67 - lr: 0.100000 - momentum: 0.000000 2024-03-14 03:23:10,823 epoch 69 - iter 4858/6941 - loss 0.19448926 - time (sec): 1009.95 - samples/sec: 2685.31 - lr: 0.100000 - momentum: 0.000000 2024-03-14 03:25:38,617 epoch 69 - iter 5552/6941 - loss 0.19467102 - time (sec): 1157.74 - samples/sec: 2679.76 - lr: 0.100000 - momentum: 0.000000 2024-03-14 03:28:00,734 epoch 69 - iter 6246/6941 - loss 0.19486018 - time (sec): 1299.86 - samples/sec: 2685.52 - lr: 0.100000 - momentum: 0.000000 2024-03-14 03:30:26,349 epoch 69 - iter 6940/6941 - loss 0.19472068 - time (sec): 1445.47 - samples/sec: 2684.40 - lr: 0.100000 - momentum: 0.000000 2024-03-14 03:30:26,484 ---------------------------------------------------------------------------------------------------- 2024-03-14 03:30:26,484 EPOCH 69 done: loss 0.1947 - lr: 0.100000 2024-03-14 03:30:26,484 - 2 epochs without improvement 2024-03-14 03:30:26,484 ---------------------------------------------------------------------------------------------------- 2024-03-14 03:32:50,915 epoch 70 - iter 694/6941 - loss 0.19191639 - time (sec): 144.43 - samples/sec: 2698.12 - lr: 0.100000 - momentum: 0.000000 2024-03-14 03:35:15,285 epoch 70 - iter 1388/6941 - loss 0.19365645 - time (sec): 288.80 - samples/sec: 2692.48 - lr: 0.100000 - momentum: 0.000000 2024-03-14 03:37:43,248 epoch 70 - iter 2082/6941 - loss 0.19410329 - time (sec): 436.76 - samples/sec: 2669.97 - lr: 0.100000 - momentum: 0.000000 2024-03-14 03:40:05,574 epoch 70 - iter 2776/6941 - loss 0.19403001 - time (sec): 579.09 - samples/sec: 2679.17 - lr: 0.100000 - momentum: 0.000000 2024-03-14 03:42:29,103 epoch 70 - iter 3470/6941 - loss 0.19347115 - time (sec): 722.62 - samples/sec: 2684.52 - lr: 0.100000 - momentum: 0.000000 2024-03-14 03:44:56,058 epoch 70 - iter 4164/6941 - loss 0.19378390 - time (sec): 869.57 - samples/sec: 2678.75 - lr: 0.100000 - momentum: 0.000000 2024-03-14 03:47:19,682 epoch 70 - iter 4858/6941 - loss 0.19391792 - time (sec): 1013.20 - samples/sec: 2681.77 - lr: 0.100000 - momentum: 0.000000 2024-03-14 03:49:42,418 epoch 70 - iter 5552/6941 - loss 0.19406311 - time (sec): 1155.93 - samples/sec: 2686.30 - lr: 0.100000 - momentum: 0.000000 2024-03-14 03:52:05,868 epoch 70 - iter 6246/6941 - loss 0.19422489 - time (sec): 1299.38 - samples/sec: 2688.90 - lr: 0.100000 - momentum: 0.000000 2024-03-14 03:54:29,690 epoch 70 - iter 6940/6941 - loss 0.19437643 - time (sec): 1443.21 - samples/sec: 2688.61 - lr: 0.100000 - momentum: 0.000000 2024-03-14 03:54:29,852 ---------------------------------------------------------------------------------------------------- 2024-03-14 03:54:29,852 EPOCH 70 done: loss 0.1944 - lr: 0.100000 2024-03-14 03:54:29,852 - 0 epochs without improvement 2024-03-14 03:54:29,852 ---------------------------------------------------------------------------------------------------- 2024-03-14 03:56:52,816 epoch 71 - iter 694/6941 - loss 0.19461132 - time (sec): 142.96 - samples/sec: 2702.18 - lr: 0.100000 - momentum: 0.000000 2024-03-14 03:59:17,134 epoch 71 - iter 1388/6941 - loss 0.19373115 - time (sec): 287.28 - samples/sec: 2683.39 - lr: 0.100000 - momentum: 0.000000 2024-03-14 04:01:42,675 epoch 71 - iter 2082/6941 - loss 0.19339066 - time (sec): 432.82 - samples/sec: 2678.85 - lr: 0.100000 - momentum: 0.000000 2024-03-14 04:04:07,435 epoch 71 - iter 2776/6941 - loss 0.19265491 - time (sec): 577.58 - samples/sec: 2682.13 - lr: 0.100000 - momentum: 0.000000 2024-03-14 04:06:31,366 epoch 71 - iter 3470/6941 - loss 0.19305873 - time (sec): 721.51 - samples/sec: 2683.68 - lr: 0.100000 - momentum: 0.000000 2024-03-14 04:08:55,896 epoch 71 - iter 4164/6941 - loss 0.19302760 - time (sec): 866.04 - samples/sec: 2683.77 - lr: 0.100000 - momentum: 0.000000 2024-03-14 04:11:22,536 epoch 71 - iter 4858/6941 - loss 0.19343833 - time (sec): 1012.68 - samples/sec: 2679.52 - lr: 0.100000 - momentum: 0.000000 2024-03-14 04:13:48,646 epoch 71 - iter 5552/6941 - loss 0.19378875 - time (sec): 1158.79 - samples/sec: 2677.68 - lr: 0.100000 - momentum: 0.000000 2024-03-14 04:16:12,148 epoch 71 - iter 6246/6941 - loss 0.19402022 - time (sec): 1302.30 - samples/sec: 2681.23 - lr: 0.100000 - momentum: 0.000000 2024-03-14 04:18:35,742 epoch 71 - iter 6940/6941 - loss 0.19405033 - time (sec): 1445.89 - samples/sec: 2683.66 - lr: 0.100000 - momentum: 0.000000 2024-03-14 04:18:35,842 ---------------------------------------------------------------------------------------------------- 2024-03-14 04:18:35,842 EPOCH 71 done: loss 0.1941 - lr: 0.100000 2024-03-14 04:18:35,842 - 0 epochs without improvement 2024-03-14 04:18:35,842 ---------------------------------------------------------------------------------------------------- 2024-03-14 04:21:02,931 epoch 72 - iter 694/6941 - loss 0.19397350 - time (sec): 147.09 - samples/sec: 2656.72 - lr: 0.100000 - momentum: 0.000000 2024-03-14 04:23:26,532 epoch 72 - iter 1388/6941 - loss 0.19302589 - time (sec): 290.69 - samples/sec: 2682.72 - lr: 0.100000 - momentum: 0.000000 2024-03-14 04:25:48,767 epoch 72 - iter 2082/6941 - loss 0.19460983 - time (sec): 432.93 - samples/sec: 2689.91 - lr: 0.100000 - momentum: 0.000000 2024-03-14 04:28:13,987 epoch 72 - iter 2776/6941 - loss 0.19395047 - time (sec): 578.14 - samples/sec: 2686.83 - lr: 0.100000 - momentum: 0.000000 2024-03-14 04:30:38,824 epoch 72 - iter 3470/6941 - loss 0.19382619 - time (sec): 722.98 - samples/sec: 2685.58 - lr: 0.100000 - momentum: 0.000000 2024-03-14 04:33:03,715 epoch 72 - iter 4164/6941 - loss 0.19392890 - time (sec): 867.87 - samples/sec: 2683.32 - lr: 0.100000 - momentum: 0.000000 2024-03-14 04:35:27,602 epoch 72 - iter 4858/6941 - loss 0.19379840 - time (sec): 1011.76 - samples/sec: 2684.30 - lr: 0.100000 - momentum: 0.000000 2024-03-14 04:37:52,386 epoch 72 - iter 5552/6941 - loss 0.19385586 - time (sec): 1156.54 - samples/sec: 2683.52 - lr: 0.100000 - momentum: 0.000000 2024-03-14 04:40:20,093 epoch 72 - iter 6246/6941 - loss 0.19383435 - time (sec): 1304.25 - samples/sec: 2678.36 - lr: 0.100000 - momentum: 0.000000 2024-03-14 04:42:43,540 epoch 72 - iter 6940/6941 - loss 0.19403701 - time (sec): 1447.70 - samples/sec: 2680.28 - lr: 0.100000 - momentum: 0.000000 2024-03-14 04:42:43,659 ---------------------------------------------------------------------------------------------------- 2024-03-14 04:42:43,659 EPOCH 72 done: loss 0.1940 - lr: 0.100000 2024-03-14 04:42:43,659 - 0 epochs without improvement 2024-03-14 04:42:43,659 ---------------------------------------------------------------------------------------------------- 2024-03-14 04:45:07,749 epoch 73 - iter 694/6941 - loss 0.19262458 - time (sec): 144.09 - samples/sec: 2696.12 - lr: 0.100000 - momentum: 0.000000 2024-03-14 04:47:29,856 epoch 73 - iter 1388/6941 - loss 0.19293817 - time (sec): 286.20 - samples/sec: 2704.11 - lr: 0.100000 - momentum: 0.000000 2024-03-14 04:49:52,622 epoch 73 - iter 2082/6941 - loss 0.19248104 - time (sec): 428.96 - samples/sec: 2707.99 - lr: 0.100000 - momentum: 0.000000 2024-03-14 04:52:20,582 epoch 73 - iter 2776/6941 - loss 0.19237606 - time (sec): 576.92 - samples/sec: 2688.08 - lr: 0.100000 - momentum: 0.000000 2024-03-14 04:54:44,829 epoch 73 - iter 3470/6941 - loss 0.19247360 - time (sec): 721.17 - samples/sec: 2689.53 - lr: 0.100000 - momentum: 0.000000 2024-03-14 04:57:08,874 epoch 73 - iter 4164/6941 - loss 0.19287788 - time (sec): 865.22 - samples/sec: 2690.93 - lr: 0.100000 - momentum: 0.000000 2024-03-14 04:59:32,624 epoch 73 - iter 4858/6941 - loss 0.19317933 - time (sec): 1008.97 - samples/sec: 2691.30 - lr: 0.100000 - momentum: 0.000000 2024-03-14 05:01:58,666 epoch 73 - iter 5552/6941 - loss 0.19357146 - time (sec): 1155.01 - samples/sec: 2687.81 - lr: 0.100000 - momentum: 0.000000 2024-03-14 05:04:25,276 epoch 73 - iter 6246/6941 - loss 0.19353631 - time (sec): 1301.62 - samples/sec: 2683.90 - lr: 0.100000 - momentum: 0.000000 2024-03-14 05:06:48,854 epoch 73 - iter 6940/6941 - loss 0.19354686 - time (sec): 1445.19 - samples/sec: 2684.96 - lr: 0.100000 - momentum: 0.000000 2024-03-14 05:06:48,908 ---------------------------------------------------------------------------------------------------- 2024-03-14 05:06:48,908 EPOCH 73 done: loss 0.1935 - lr: 0.100000 2024-03-14 05:06:48,908 - 0 epochs without improvement 2024-03-14 05:06:48,909 ---------------------------------------------------------------------------------------------------- 2024-03-14 05:09:13,966 epoch 74 - iter 694/6941 - loss 0.19359607 - time (sec): 145.06 - samples/sec: 2684.69 - lr: 0.100000 - momentum: 0.000000 2024-03-14 05:11:39,722 epoch 74 - iter 1388/6941 - loss 0.19351169 - time (sec): 290.81 - samples/sec: 2677.26 - lr: 0.100000 - momentum: 0.000000 2024-03-14 05:14:02,155 epoch 74 - iter 2082/6941 - loss 0.19264790 - time (sec): 433.25 - samples/sec: 2696.35 - lr: 0.100000 - momentum: 0.000000 2024-03-14 05:16:24,232 epoch 74 - iter 2776/6941 - loss 0.19304813 - time (sec): 575.32 - samples/sec: 2703.57 - lr: 0.100000 - momentum: 0.000000 2024-03-14 05:18:50,322 epoch 74 - iter 3470/6941 - loss 0.19346745 - time (sec): 721.41 - samples/sec: 2689.93 - lr: 0.100000 - momentum: 0.000000 2024-03-14 05:21:16,039 epoch 74 - iter 4164/6941 - loss 0.19343359 - time (sec): 867.13 - samples/sec: 2684.97 - lr: 0.100000 - momentum: 0.000000 2024-03-14 05:23:43,721 epoch 74 - iter 4858/6941 - loss 0.19367959 - time (sec): 1014.81 - samples/sec: 2678.92 - lr: 0.100000 - momentum: 0.000000 2024-03-14 05:26:07,362 epoch 74 - iter 5552/6941 - loss 0.19359046 - time (sec): 1158.45 - samples/sec: 2682.31 - lr: 0.100000 - momentum: 0.000000 2024-03-14 05:28:29,524 epoch 74 - iter 6246/6941 - loss 0.19372048 - time (sec): 1300.61 - samples/sec: 2685.79 - lr: 0.100000 - momentum: 0.000000 2024-03-14 05:30:52,952 epoch 74 - iter 6940/6941 - loss 0.19375272 - time (sec): 1444.04 - samples/sec: 2687.09 - lr: 0.100000 - momentum: 0.000000 2024-03-14 05:30:53,035 ---------------------------------------------------------------------------------------------------- 2024-03-14 05:30:53,035 EPOCH 74 done: loss 0.1938 - lr: 0.100000 2024-03-14 05:30:53,035 - 1 epochs without improvement 2024-03-14 05:30:53,035 ---------------------------------------------------------------------------------------------------- 2024-03-14 05:33:20,811 epoch 75 - iter 694/6941 - loss 0.19103159 - time (sec): 147.78 - samples/sec: 2630.28 - lr: 0.100000 - momentum: 0.000000 2024-03-14 05:35:46,289 epoch 75 - iter 1388/6941 - loss 0.19240548 - time (sec): 293.25 - samples/sec: 2644.04 - lr: 0.100000 - momentum: 0.000000 2024-03-14 05:38:12,345 epoch 75 - iter 2082/6941 - loss 0.19294477 - time (sec): 439.31 - samples/sec: 2649.35 - lr: 0.100000 - momentum: 0.000000 2024-03-14 05:40:35,771 epoch 75 - iter 2776/6941 - loss 0.19284860 - time (sec): 582.74 - samples/sec: 2663.29 - lr: 0.100000 - momentum: 0.000000 2024-03-14 05:42:57,885 epoch 75 - iter 3470/6941 - loss 0.19338058 - time (sec): 724.85 - samples/sec: 2676.28 - lr: 0.100000 - momentum: 0.000000 2024-03-14 05:45:17,727 epoch 75 - iter 4164/6941 - loss 0.19323068 - time (sec): 864.69 - samples/sec: 2692.51 - lr: 0.100000 - momentum: 0.000000 2024-03-14 05:47:42,463 epoch 75 - iter 4858/6941 - loss 0.19346575 - time (sec): 1009.43 - samples/sec: 2691.80 - lr: 0.100000 - momentum: 0.000000 2024-03-14 05:50:06,951 epoch 75 - iter 5552/6941 - loss 0.19365865 - time (sec): 1153.92 - samples/sec: 2689.82 - lr: 0.100000 - momentum: 0.000000 2024-03-14 05:52:31,048 epoch 75 - iter 6246/6941 - loss 0.19355756 - time (sec): 1298.01 - samples/sec: 2689.19 - lr: 0.100000 - momentum: 0.000000 2024-03-14 05:54:57,582 epoch 75 - iter 6940/6941 - loss 0.19390378 - time (sec): 1444.55 - samples/sec: 2686.14 - lr: 0.100000 - momentum: 0.000000 2024-03-14 05:54:57,685 ---------------------------------------------------------------------------------------------------- 2024-03-14 05:54:57,685 EPOCH 75 done: loss 0.1939 - lr: 0.100000 2024-03-14 05:54:57,686 - 2 epochs without improvement 2024-03-14 05:54:57,686 ---------------------------------------------------------------------------------------------------- 2024-03-14 05:57:21,368 epoch 76 - iter 694/6941 - loss 0.19196540 - time (sec): 143.68 - samples/sec: 2688.10 - lr: 0.100000 - momentum: 0.000000 2024-03-14 05:59:46,073 epoch 76 - iter 1388/6941 - loss 0.19226258 - time (sec): 288.39 - samples/sec: 2687.86 - lr: 0.100000 - momentum: 0.000000 2024-03-14 06:02:11,264 epoch 76 - iter 2082/6941 - loss 0.19043903 - time (sec): 433.58 - samples/sec: 2686.28 - lr: 0.100000 - momentum: 0.000000 2024-03-14 06:04:36,217 epoch 76 - iter 2776/6941 - loss 0.19144191 - time (sec): 578.53 - samples/sec: 2685.84 - lr: 0.100000 - momentum: 0.000000 2024-03-14 06:06:59,857 epoch 76 - iter 3470/6941 - loss 0.19204383 - time (sec): 722.17 - samples/sec: 2690.02 - lr: 0.100000 - momentum: 0.000000 2024-03-14 06:09:23,913 epoch 76 - iter 4164/6941 - loss 0.19243310 - time (sec): 866.23 - samples/sec: 2687.88 - lr: 0.100000 - momentum: 0.000000 2024-03-14 06:11:48,961 epoch 76 - iter 4858/6941 - loss 0.19245317 - time (sec): 1011.28 - samples/sec: 2685.26 - lr: 0.100000 - momentum: 0.000000 2024-03-14 06:14:15,245 epoch 76 - iter 5552/6941 - loss 0.19238666 - time (sec): 1157.56 - samples/sec: 2682.29 - lr: 0.100000 - momentum: 0.000000 2024-03-14 06:16:39,531 epoch 76 - iter 6246/6941 - loss 0.19292342 - time (sec): 1301.85 - samples/sec: 2681.23 - lr: 0.100000 - momentum: 0.000000 2024-03-14 06:19:06,341 epoch 76 - iter 6940/6941 - loss 0.19299754 - time (sec): 1448.66 - samples/sec: 2678.47 - lr: 0.100000 - momentum: 0.000000 2024-03-14 06:19:06,614 ---------------------------------------------------------------------------------------------------- 2024-03-14 06:19:06,614 EPOCH 76 done: loss 0.1930 - lr: 0.100000 2024-03-14 06:19:06,614 - 0 epochs without improvement 2024-03-14 06:19:06,614 ---------------------------------------------------------------------------------------------------- 2024-03-14 06:21:31,110 epoch 77 - iter 694/6941 - loss 0.19157713 - time (sec): 144.50 - samples/sec: 2703.48 - lr: 0.100000 - momentum: 0.000000 2024-03-14 06:23:54,451 epoch 77 - iter 1388/6941 - loss 0.19353104 - time (sec): 287.84 - samples/sec: 2704.74 - lr: 0.100000 - momentum: 0.000000 2024-03-14 06:26:17,381 epoch 77 - iter 2082/6941 - loss 0.19298590 - time (sec): 430.77 - samples/sec: 2702.57 - lr: 0.100000 - momentum: 0.000000 2024-03-14 06:28:45,246 epoch 77 - iter 2776/6941 - loss 0.19326075 - time (sec): 578.63 - samples/sec: 2682.89 - lr: 0.100000 - momentum: 0.000000 2024-03-14 06:31:09,006 epoch 77 - iter 3470/6941 - loss 0.19294466 - time (sec): 722.39 - samples/sec: 2687.50 - lr: 0.100000 - momentum: 0.000000 2024-03-14 06:33:34,698 epoch 77 - iter 4164/6941 - loss 0.19313882 - time (sec): 868.08 - samples/sec: 2685.12 - lr: 0.100000 - momentum: 0.000000 2024-03-14 06:35:59,358 epoch 77 - iter 4858/6941 - loss 0.19290717 - time (sec): 1012.74 - samples/sec: 2686.14 - lr: 0.100000 - momentum: 0.000000 2024-03-14 06:38:23,179 epoch 77 - iter 5552/6941 - loss 0.19271478 - time (sec): 1156.56 - samples/sec: 2684.95 - lr: 0.100000 - momentum: 0.000000 2024-03-14 06:40:46,351 epoch 77 - iter 6246/6941 - loss 0.19273314 - time (sec): 1299.74 - samples/sec: 2686.73 - lr: 0.100000 - momentum: 0.000000 2024-03-14 06:43:09,845 epoch 77 - iter 6940/6941 - loss 0.19297690 - time (sec): 1443.23 - samples/sec: 2688.59 - lr: 0.100000 - momentum: 0.000000 2024-03-14 06:43:09,952 ---------------------------------------------------------------------------------------------------- 2024-03-14 06:43:09,952 EPOCH 77 done: loss 0.1930 - lr: 0.100000 2024-03-14 06:43:09,952 - 0 epochs without improvement 2024-03-14 06:43:09,952 ---------------------------------------------------------------------------------------------------- 2024-03-14 06:45:34,035 epoch 78 - iter 694/6941 - loss 0.19214863 - time (sec): 144.08 - samples/sec: 2691.03 - lr: 0.100000 - momentum: 0.000000 2024-03-14 06:47:58,811 epoch 78 - iter 1388/6941 - loss 0.19235570 - time (sec): 288.86 - samples/sec: 2691.59 - lr: 0.100000 - momentum: 0.000000 2024-03-14 06:50:23,659 epoch 78 - iter 2082/6941 - loss 0.19254241 - time (sec): 433.71 - samples/sec: 2688.86 - lr: 0.100000 - momentum: 0.000000 2024-03-14 06:52:49,270 epoch 78 - iter 2776/6941 - loss 0.19253471 - time (sec): 579.32 - samples/sec: 2681.52 - lr: 0.100000 - momentum: 0.000000 2024-03-14 06:55:13,829 epoch 78 - iter 3470/6941 - loss 0.19318485 - time (sec): 723.88 - samples/sec: 2680.38 - lr: 0.100000 - momentum: 0.000000 2024-03-14 06:57:36,134 epoch 78 - iter 4164/6941 - loss 0.19280142 - time (sec): 866.18 - samples/sec: 2688.53 - lr: 0.100000 - momentum: 0.000000 2024-03-14 06:59:59,760 epoch 78 - iter 4858/6941 - loss 0.19308112 - time (sec): 1009.81 - samples/sec: 2689.75 - lr: 0.100000 - momentum: 0.000000 2024-03-14 07:02:26,068 epoch 78 - iter 5552/6941 - loss 0.19294085 - time (sec): 1156.12 - samples/sec: 2685.10 - lr: 0.100000 - momentum: 0.000000 2024-03-14 07:04:50,267 epoch 78 - iter 6246/6941 - loss 0.19289463 - time (sec): 1300.31 - samples/sec: 2686.04 - lr: 0.100000 - momentum: 0.000000 2024-03-14 07:07:16,916 epoch 78 - iter 6940/6941 - loss 0.19305274 - time (sec): 1446.96 - samples/sec: 2681.66 - lr: 0.100000 - momentum: 0.000000 2024-03-14 07:07:16,997 ---------------------------------------------------------------------------------------------------- 2024-03-14 07:07:16,997 EPOCH 78 done: loss 0.1931 - lr: 0.100000 2024-03-14 07:07:16,997 - 1 epochs without improvement 2024-03-14 07:07:16,997 ---------------------------------------------------------------------------------------------------- 2024-03-14 07:09:42,151 epoch 79 - iter 694/6941 - loss 0.19186962 - time (sec): 145.15 - samples/sec: 2695.06 - lr: 0.100000 - momentum: 0.000000 2024-03-14 07:12:04,321 epoch 79 - iter 1388/6941 - loss 0.19289341 - time (sec): 287.32 - samples/sec: 2706.18 - lr: 0.100000 - momentum: 0.000000 2024-03-14 07:14:28,024 epoch 79 - iter 2082/6941 - loss 0.19315035 - time (sec): 431.03 - samples/sec: 2702.24 - lr: 0.100000 - momentum: 0.000000 2024-03-14 07:16:53,113 epoch 79 - iter 2776/6941 - loss 0.19315135 - time (sec): 576.12 - samples/sec: 2698.04 - lr: 0.100000 - momentum: 0.000000 2024-03-14 07:19:17,154 epoch 79 - iter 3470/6941 - loss 0.19299075 - time (sec): 720.16 - samples/sec: 2694.52 - lr: 0.100000 - momentum: 0.000000 2024-03-14 07:21:40,594 epoch 79 - iter 4164/6941 - loss 0.19331700 - time (sec): 863.60 - samples/sec: 2694.61 - lr: 0.100000 - momentum: 0.000000 2024-03-14 07:24:06,040 epoch 79 - iter 4858/6941 - loss 0.19313840 - time (sec): 1009.04 - samples/sec: 2689.10 - lr: 0.100000 - momentum: 0.000000 2024-03-14 07:26:31,878 epoch 79 - iter 5552/6941 - loss 0.19332216 - time (sec): 1154.88 - samples/sec: 2685.16 - lr: 0.100000 - momentum: 0.000000 2024-03-14 07:28:58,281 epoch 79 - iter 6246/6941 - loss 0.19311313 - time (sec): 1301.28 - samples/sec: 2683.41 - lr: 0.100000 - momentum: 0.000000 2024-03-14 07:31:22,606 epoch 79 - iter 6940/6941 - loss 0.19304263 - time (sec): 1445.61 - samples/sec: 2684.17 - lr: 0.100000 - momentum: 0.000000 2024-03-14 07:31:22,693 ---------------------------------------------------------------------------------------------------- 2024-03-14 07:31:22,693 EPOCH 79 done: loss 0.1930 - lr: 0.100000 2024-03-14 07:31:22,693 - 2 epochs without improvement 2024-03-14 07:31:22,693 ---------------------------------------------------------------------------------------------------- 2024-03-14 07:33:47,727 epoch 80 - iter 694/6941 - loss 0.19355396 - time (sec): 145.03 - samples/sec: 2671.41 - lr: 0.100000 - momentum: 0.000000 2024-03-14 07:36:12,804 epoch 80 - iter 1388/6941 - loss 0.19336891 - time (sec): 290.11 - samples/sec: 2672.87 - lr: 0.100000 - momentum: 0.000000 2024-03-14 07:38:37,426 epoch 80 - iter 2082/6941 - loss 0.19289569 - time (sec): 434.73 - samples/sec: 2673.96 - lr: 0.100000 - momentum: 0.000000 2024-03-14 07:41:01,476 epoch 80 - iter 2776/6941 - loss 0.19282434 - time (sec): 578.78 - samples/sec: 2678.12 - lr: 0.100000 - momentum: 0.000000 2024-03-14 07:43:23,712 epoch 80 - iter 3470/6941 - loss 0.19272262 - time (sec): 721.02 - samples/sec: 2689.73 - lr: 0.100000 - momentum: 0.000000 2024-03-14 07:45:46,027 epoch 80 - iter 4164/6941 - loss 0.19287440 - time (sec): 863.33 - samples/sec: 2694.77 - lr: 0.100000 - momentum: 0.000000 2024-03-14 07:48:10,574 epoch 80 - iter 4858/6941 - loss 0.19279169 - time (sec): 1007.88 - samples/sec: 2695.36 - lr: 0.100000 - momentum: 0.000000 2024-03-14 07:50:35,018 epoch 80 - iter 5552/6941 - loss 0.19271580 - time (sec): 1152.32 - samples/sec: 2692.14 - lr: 0.100000 - momentum: 0.000000 2024-03-14 07:53:00,945 epoch 80 - iter 6246/6941 - loss 0.19264469 - time (sec): 1298.25 - samples/sec: 2688.03 - lr: 0.100000 - momentum: 0.000000 2024-03-14 07:55:27,329 epoch 80 - iter 6940/6941 - loss 0.19261955 - time (sec): 1444.64 - samples/sec: 2685.96 - lr: 0.100000 - momentum: 0.000000 2024-03-14 07:55:27,446 ---------------------------------------------------------------------------------------------------- 2024-03-14 07:55:27,446 EPOCH 80 done: loss 0.1926 - lr: 0.100000 2024-03-14 07:55:27,446 - 0 epochs without improvement 2024-03-14 07:55:27,447 ---------------------------------------------------------------------------------------------------- 2024-03-14 07:57:53,395 epoch 81 - iter 694/6941 - loss 0.19162785 - time (sec): 145.95 - samples/sec: 2692.77 - lr: 0.100000 - momentum: 0.000000 2024-03-14 08:00:19,828 epoch 81 - iter 1388/6941 - loss 0.19287184 - time (sec): 292.38 - samples/sec: 2676.38 - lr: 0.100000 - momentum: 0.000000 2024-03-14 08:02:42,782 epoch 81 - iter 2082/6941 - loss 0.19219844 - time (sec): 435.33 - samples/sec: 2686.68 - lr: 0.100000 - momentum: 0.000000 2024-03-14 08:05:06,112 epoch 81 - iter 2776/6941 - loss 0.19258375 - time (sec): 578.67 - samples/sec: 2688.45 - lr: 0.100000 - momentum: 0.000000 2024-03-14 08:07:29,345 epoch 81 - iter 3470/6941 - loss 0.19283844 - time (sec): 721.90 - samples/sec: 2692.72 - lr: 0.100000 - momentum: 0.000000 2024-03-14 08:09:53,869 epoch 81 - iter 4164/6941 - loss 0.19294420 - time (sec): 866.42 - samples/sec: 2690.86 - lr: 0.100000 - momentum: 0.000000 2024-03-14 08:12:19,116 epoch 81 - iter 4858/6941 - loss 0.19315570 - time (sec): 1011.67 - samples/sec: 2687.27 - lr: 0.100000 - momentum: 0.000000 2024-03-14 08:14:43,775 epoch 81 - iter 5552/6941 - loss 0.19306450 - time (sec): 1156.33 - samples/sec: 2687.33 - lr: 0.100000 - momentum: 0.000000 2024-03-14 08:17:07,878 epoch 81 - iter 6246/6941 - loss 0.19292116 - time (sec): 1300.43 - samples/sec: 2687.26 - lr: 0.100000 - momentum: 0.000000 2024-03-14 08:19:29,631 epoch 81 - iter 6940/6941 - loss 0.19285427 - time (sec): 1442.18 - samples/sec: 2690.53 - lr: 0.100000 - momentum: 0.000000 2024-03-14 08:19:29,754 ---------------------------------------------------------------------------------------------------- 2024-03-14 08:19:29,754 EPOCH 81 done: loss 0.1929 - lr: 0.100000 2024-03-14 08:19:29,754 - 1 epochs without improvement 2024-03-14 08:19:29,754 ---------------------------------------------------------------------------------------------------- 2024-03-14 08:21:51,126 epoch 82 - iter 694/6941 - loss 0.19193017 - time (sec): 141.37 - samples/sec: 2710.98 - lr: 0.100000 - momentum: 0.000000 2024-03-14 08:24:13,670 epoch 82 - iter 1388/6941 - loss 0.19239769 - time (sec): 283.92 - samples/sec: 2708.04 - lr: 0.100000 - momentum: 0.000000 2024-03-14 08:26:38,273 epoch 82 - iter 2082/6941 - loss 0.19181169 - time (sec): 428.52 - samples/sec: 2697.38 - lr: 0.100000 - momentum: 0.000000 2024-03-14 08:29:05,851 epoch 82 - iter 2776/6941 - loss 0.19175654 - time (sec): 576.10 - samples/sec: 2684.29 - lr: 0.100000 - momentum: 0.000000 2024-03-14 08:31:28,502 epoch 82 - iter 3470/6941 - loss 0.19180712 - time (sec): 718.75 - samples/sec: 2686.41 - lr: 0.100000 - momentum: 0.000000 2024-03-14 08:33:51,506 epoch 82 - iter 4164/6941 - loss 0.19174132 - time (sec): 861.75 - samples/sec: 2693.46 - lr: 0.100000 - momentum: 0.000000 2024-03-14 08:36:18,225 epoch 82 - iter 4858/6941 - loss 0.19196175 - time (sec): 1008.47 - samples/sec: 2687.92 - lr: 0.100000 - momentum: 0.000000 2024-03-14 08:38:43,493 epoch 82 - iter 5552/6941 - loss 0.19204097 - time (sec): 1153.74 - samples/sec: 2687.13 - lr: 0.100000 - momentum: 0.000000 2024-03-14 08:41:09,436 epoch 82 - iter 6246/6941 - loss 0.19199930 - time (sec): 1299.68 - samples/sec: 2687.26 - lr: 0.100000 - momentum: 0.000000 2024-03-14 08:43:34,428 epoch 82 - iter 6940/6941 - loss 0.19213201 - time (sec): 1444.67 - samples/sec: 2685.89 - lr: 0.100000 - momentum: 0.000000 2024-03-14 08:43:34,610 ---------------------------------------------------------------------------------------------------- 2024-03-14 08:43:34,610 EPOCH 82 done: loss 0.1921 - lr: 0.100000 2024-03-14 08:43:34,610 - 0 epochs without improvement 2024-03-14 08:43:34,610 ---------------------------------------------------------------------------------------------------- 2024-03-14 08:45:58,248 epoch 83 - iter 694/6941 - loss 0.19192891 - time (sec): 143.64 - samples/sec: 2692.63 - lr: 0.100000 - momentum: 0.000000 2024-03-14 08:48:23,347 epoch 83 - iter 1388/6941 - loss 0.19103129 - time (sec): 288.74 - samples/sec: 2683.32 - lr: 0.100000 - momentum: 0.000000 2024-03-14 08:50:47,501 epoch 83 - iter 2082/6941 - loss 0.19068333 - time (sec): 432.89 - samples/sec: 2691.92 - lr: 0.100000 - momentum: 0.000000 2024-03-14 08:53:10,575 epoch 83 - iter 2776/6941 - loss 0.19194637 - time (sec): 575.97 - samples/sec: 2695.06 - lr: 0.100000 - momentum: 0.000000 2024-03-14 08:55:36,640 epoch 83 - iter 3470/6941 - loss 0.19200342 - time (sec): 722.03 - samples/sec: 2690.51 - lr: 0.100000 - momentum: 0.000000 2024-03-14 08:57:59,995 epoch 83 - iter 4164/6941 - loss 0.19217467 - time (sec): 865.39 - samples/sec: 2690.64 - lr: 0.100000 - momentum: 0.000000 2024-03-14 09:00:25,403 epoch 83 - iter 4858/6941 - loss 0.19200470 - time (sec): 1010.79 - samples/sec: 2687.30 - lr: 0.100000 - momentum: 0.000000 2024-03-14 09:02:51,380 epoch 83 - iter 5552/6941 - loss 0.19215267 - time (sec): 1156.77 - samples/sec: 2684.04 - lr: 0.100000 - momentum: 0.000000 2024-03-14 09:05:17,494 epoch 83 - iter 6246/6941 - loss 0.19229851 - time (sec): 1302.88 - samples/sec: 2681.82 - lr: 0.100000 - momentum: 0.000000 2024-03-14 09:07:40,702 epoch 83 - iter 6940/6941 - loss 0.19250138 - time (sec): 1446.09 - samples/sec: 2683.28 - lr: 0.100000 - momentum: 0.000000 2024-03-14 09:07:40,757 ---------------------------------------------------------------------------------------------------- 2024-03-14 09:07:40,757 EPOCH 83 done: loss 0.1925 - lr: 0.100000 2024-03-14 09:07:40,757 - 1 epochs without improvement 2024-03-14 09:07:40,757 ---------------------------------------------------------------------------------------------------- 2024-03-14 09:10:05,372 epoch 84 - iter 694/6941 - loss 0.19379515 - time (sec): 144.62 - samples/sec: 2679.48 - lr: 0.100000 - momentum: 0.000000 2024-03-14 09:12:30,310 epoch 84 - iter 1388/6941 - loss 0.19303495 - time (sec): 289.55 - samples/sec: 2681.76 - lr: 0.100000 - momentum: 0.000000 2024-03-14 09:14:55,923 epoch 84 - iter 2082/6941 - loss 0.19288086 - time (sec): 435.17 - samples/sec: 2677.07 - lr: 0.100000 - momentum: 0.000000 2024-03-14 09:17:19,742 epoch 84 - iter 2776/6941 - loss 0.19261498 - time (sec): 578.99 - samples/sec: 2678.56 - lr: 0.100000 - momentum: 0.000000 2024-03-14 09:19:43,963 epoch 84 - iter 3470/6941 - loss 0.19261124 - time (sec): 723.21 - samples/sec: 2680.54 - lr: 0.100000 - momentum: 0.000000 2024-03-14 09:22:08,496 epoch 84 - iter 4164/6941 - loss 0.19225443 - time (sec): 867.74 - samples/sec: 2679.69 - lr: 0.100000 - momentum: 0.000000 2024-03-14 09:24:30,624 epoch 84 - iter 4858/6941 - loss 0.19269854 - time (sec): 1009.87 - samples/sec: 2688.17 - lr: 0.100000 - momentum: 0.000000 2024-03-14 09:26:54,367 epoch 84 - iter 5552/6941 - loss 0.19284889 - time (sec): 1153.61 - samples/sec: 2689.85 - lr: 0.100000 - momentum: 0.000000 2024-03-14 09:29:19,460 epoch 84 - iter 6246/6941 - loss 0.19291678 - time (sec): 1298.70 - samples/sec: 2688.52 - lr: 0.100000 - momentum: 0.000000 2024-03-14 09:31:42,204 epoch 84 - iter 6940/6941 - loss 0.19280948 - time (sec): 1441.45 - samples/sec: 2691.91 - lr: 0.100000 - momentum: 0.000000 2024-03-14 09:31:42,360 ---------------------------------------------------------------------------------------------------- 2024-03-14 09:31:42,360 EPOCH 84 done: loss 0.1928 - lr: 0.100000 2024-03-14 09:31:42,360 - 2 epochs without improvement 2024-03-14 09:31:42,361 ---------------------------------------------------------------------------------------------------- 2024-03-14 09:34:08,092 epoch 85 - iter 694/6941 - loss 0.19185802 - time (sec): 145.73 - samples/sec: 2679.49 - lr: 0.100000 - momentum: 0.000000 2024-03-14 09:36:34,775 epoch 85 - iter 1388/6941 - loss 0.19135337 - time (sec): 292.41 - samples/sec: 2667.91 - lr: 0.100000 - momentum: 0.000000 2024-03-14 09:38:59,521 epoch 85 - iter 2082/6941 - loss 0.19194014 - time (sec): 437.16 - samples/sec: 2666.01 - lr: 0.100000 - momentum: 0.000000 2024-03-14 09:41:22,299 epoch 85 - iter 2776/6941 - loss 0.19205877 - time (sec): 579.94 - samples/sec: 2677.99 - lr: 0.100000 - momentum: 0.000000 2024-03-14 09:43:47,031 epoch 85 - iter 3470/6941 - loss 0.19212129 - time (sec): 724.67 - samples/sec: 2675.33 - lr: 0.100000 - momentum: 0.000000 2024-03-14 09:46:13,411 epoch 85 - iter 4164/6941 - loss 0.19232096 - time (sec): 871.05 - samples/sec: 2671.33 - lr: 0.100000 - momentum: 0.000000 2024-03-14 09:48:35,282 epoch 85 - iter 4858/6941 - loss 0.19264189 - time (sec): 1012.92 - samples/sec: 2679.91 - lr: 0.100000 - momentum: 0.000000 2024-03-14 09:51:00,378 epoch 85 - iter 5552/6941 - loss 0.19220028 - time (sec): 1158.02 - samples/sec: 2679.79 - lr: 0.100000 - momentum: 0.000000 2024-03-14 09:53:24,022 epoch 85 - iter 6246/6941 - loss 0.19248166 - time (sec): 1301.66 - samples/sec: 2681.53 - lr: 0.100000 - momentum: 0.000000 2024-03-14 09:55:48,688 epoch 85 - iter 6940/6941 - loss 0.19247360 - time (sec): 1446.33 - samples/sec: 2682.83 - lr: 0.100000 - momentum: 0.000000 2024-03-14 09:55:48,766 ---------------------------------------------------------------------------------------------------- 2024-03-14 09:55:48,766 EPOCH 85 done: loss 0.1925 - lr: 0.100000 2024-03-14 09:55:48,767 - 3 epochs without improvement 2024-03-14 09:55:48,767 ---------------------------------------------------------------------------------------------------- 2024-03-14 09:58:12,808 epoch 86 - iter 694/6941 - loss 0.19326817 - time (sec): 144.04 - samples/sec: 2684.40 - lr: 0.100000 - momentum: 0.000000 2024-03-14 10:00:38,345 epoch 86 - iter 1388/6941 - loss 0.19177655 - time (sec): 289.58 - samples/sec: 2675.32 - lr: 0.100000 - momentum: 0.000000 2024-03-14 10:03:04,488 epoch 86 - iter 2082/6941 - loss 0.19095160 - time (sec): 435.72 - samples/sec: 2670.36 - lr: 0.100000 - momentum: 0.000000 2024-03-14 10:05:28,014 epoch 86 - iter 2776/6941 - loss 0.19171997 - time (sec): 579.25 - samples/sec: 2675.99 - lr: 0.100000 - momentum: 0.000000 2024-03-14 10:07:51,230 epoch 86 - iter 3470/6941 - loss 0.19136384 - time (sec): 722.46 - samples/sec: 2681.18 - lr: 0.100000 - momentum: 0.000000 2024-03-14 10:10:17,494 epoch 86 - iter 4164/6941 - loss 0.19175883 - time (sec): 868.73 - samples/sec: 2674.42 - lr: 0.100000 - momentum: 0.000000 2024-03-14 10:12:43,684 epoch 86 - iter 4858/6941 - loss 0.19196097 - time (sec): 1014.92 - samples/sec: 2672.15 - lr: 0.100000 - momentum: 0.000000 2024-03-14 10:15:06,752 epoch 86 - iter 5552/6941 - loss 0.19187149 - time (sec): 1157.99 - samples/sec: 2677.80 - lr: 0.100000 - momentum: 0.000000 2024-03-14 10:17:31,268 epoch 86 - iter 6246/6941 - loss 0.19203801 - time (sec): 1302.50 - samples/sec: 2681.85 - lr: 0.100000 - momentum: 0.000000 2024-03-14 10:19:54,184 epoch 86 - iter 6940/6941 - loss 0.19203412 - time (sec): 1445.42 - samples/sec: 2684.50 - lr: 0.100000 - momentum: 0.000000 2024-03-14 10:19:54,281 ---------------------------------------------------------------------------------------------------- 2024-03-14 10:19:54,281 EPOCH 86 done: loss 0.1920 - lr: 0.100000 2024-03-14 10:19:54,281 - 0 epochs without improvement 2024-03-14 10:19:54,281 ---------------------------------------------------------------------------------------------------- 2024-03-14 10:22:16,768 epoch 87 - iter 694/6941 - loss 0.19203623 - time (sec): 142.49 - samples/sec: 2709.12 - lr: 0.100000 - momentum: 0.000000 2024-03-14 10:24:40,134 epoch 87 - iter 1388/6941 - loss 0.19092300 - time (sec): 285.85 - samples/sec: 2706.97 - lr: 0.100000 - momentum: 0.000000 2024-03-14 10:27:02,855 epoch 87 - iter 2082/6941 - loss 0.19125790 - time (sec): 428.57 - samples/sec: 2706.73 - lr: 0.100000 - momentum: 0.000000 2024-03-14 10:29:27,966 epoch 87 - iter 2776/6941 - loss 0.19160282 - time (sec): 573.68 - samples/sec: 2701.05 - lr: 0.100000 - momentum: 0.000000 2024-03-14 10:31:53,125 epoch 87 - iter 3470/6941 - loss 0.19170737 - time (sec): 718.84 - samples/sec: 2698.18 - lr: 0.100000 - momentum: 0.000000 2024-03-14 10:34:18,196 epoch 87 - iter 4164/6941 - loss 0.19188743 - time (sec): 863.91 - samples/sec: 2695.71 - lr: 0.100000 - momentum: 0.000000 2024-03-14 10:36:44,544 epoch 87 - iter 4858/6941 - loss 0.19223904 - time (sec): 1010.26 - samples/sec: 2690.91 - lr: 0.100000 - momentum: 0.000000 2024-03-14 10:39:08,070 epoch 87 - iter 5552/6941 - loss 0.19239501 - time (sec): 1153.79 - samples/sec: 2688.88 - lr: 0.100000 - momentum: 0.000000 2024-03-14 10:41:31,099 epoch 87 - iter 6246/6941 - loss 0.19242164 - time (sec): 1296.82 - samples/sec: 2691.85 - lr: 0.100000 - momentum: 0.000000 2024-03-14 10:43:57,995 epoch 87 - iter 6940/6941 - loss 0.19221358 - time (sec): 1443.71 - samples/sec: 2687.70 - lr: 0.100000 - momentum: 0.000000 2024-03-14 10:43:58,080 ---------------------------------------------------------------------------------------------------- 2024-03-14 10:43:58,080 EPOCH 87 done: loss 0.1922 - lr: 0.100000 2024-03-14 10:43:58,080 - 1 epochs without improvement 2024-03-14 10:43:58,080 ---------------------------------------------------------------------------------------------------- 2024-03-14 10:46:20,810 epoch 88 - iter 694/6941 - loss 0.19243301 - time (sec): 142.73 - samples/sec: 2711.79 - lr: 0.100000 - momentum: 0.000000 2024-03-14 10:48:45,117 epoch 88 - iter 1388/6941 - loss 0.19245205 - time (sec): 287.04 - samples/sec: 2700.08 - lr: 0.100000 - momentum: 0.000000 2024-03-14 10:51:11,370 epoch 88 - iter 2082/6941 - loss 0.19207243 - time (sec): 433.29 - samples/sec: 2690.33 - lr: 0.100000 - momentum: 0.000000 2024-03-14 10:53:34,998 epoch 88 - iter 2776/6941 - loss 0.19221898 - time (sec): 576.92 - samples/sec: 2693.00 - lr: 0.100000 - momentum: 0.000000 2024-03-14 10:55:59,446 epoch 88 - iter 3470/6941 - loss 0.19235033 - time (sec): 721.37 - samples/sec: 2692.30 - lr: 0.100000 - momentum: 0.000000 2024-03-14 10:58:24,033 epoch 88 - iter 4164/6941 - loss 0.19205249 - time (sec): 865.95 - samples/sec: 2689.79 - lr: 0.100000 - momentum: 0.000000 2024-03-14 11:00:45,082 epoch 88 - iter 4858/6941 - loss 0.19212451 - time (sec): 1007.00 - samples/sec: 2697.79 - lr: 0.100000 - momentum: 0.000000 2024-03-14 11:03:09,815 epoch 88 - iter 5552/6941 - loss 0.19227776 - time (sec): 1151.73 - samples/sec: 2695.83 - lr: 0.100000 - momentum: 0.000000 2024-03-14 11:05:36,255 epoch 88 - iter 6246/6941 - loss 0.19218244 - time (sec): 1298.17 - samples/sec: 2690.16 - lr: 0.100000 - momentum: 0.000000 2024-03-14 11:08:01,506 epoch 88 - iter 6940/6941 - loss 0.19196519 - time (sec): 1443.43 - samples/sec: 2688.25 - lr: 0.100000 - momentum: 0.000000 2024-03-14 11:08:01,559 ---------------------------------------------------------------------------------------------------- 2024-03-14 11:08:01,559 EPOCH 88 done: loss 0.1920 - lr: 0.100000 2024-03-14 11:08:01,559 - 0 epochs without improvement 2024-03-14 11:08:01,560 ---------------------------------------------------------------------------------------------------- 2024-03-14 11:10:23,941 epoch 89 - iter 694/6941 - loss 0.19183056 - time (sec): 142.38 - samples/sec: 2705.49 - lr: 0.100000 - momentum: 0.000000 2024-03-14 11:12:51,870 epoch 89 - iter 1388/6941 - loss 0.19147074 - time (sec): 290.31 - samples/sec: 2661.35 - lr: 0.100000 - momentum: 0.000000 2024-03-14 11:15:14,220 epoch 89 - iter 2082/6941 - loss 0.19218098 - time (sec): 432.66 - samples/sec: 2678.71 - lr: 0.100000 - momentum: 0.000000 2024-03-14 11:17:39,416 epoch 89 - iter 2776/6941 - loss 0.19147178 - time (sec): 577.86 - samples/sec: 2674.54 - lr: 0.100000 - momentum: 0.000000 2024-03-14 11:20:04,512 epoch 89 - iter 3470/6941 - loss 0.19161130 - time (sec): 722.95 - samples/sec: 2673.55 - lr: 0.100000 - momentum: 0.000000 2024-03-14 11:22:30,268 epoch 89 - iter 4164/6941 - loss 0.19177542 - time (sec): 868.71 - samples/sec: 2673.44 - lr: 0.100000 - momentum: 0.000000 2024-03-14 11:24:56,186 epoch 89 - iter 4858/6941 - loss 0.19203700 - time (sec): 1014.63 - samples/sec: 2673.41 - lr: 0.100000 - momentum: 0.000000 2024-03-14 11:27:20,801 epoch 89 - iter 5552/6941 - loss 0.19169466 - time (sec): 1159.24 - samples/sec: 2675.07 - lr: 0.100000 - momentum: 0.000000 2024-03-14 11:29:46,294 epoch 89 - iter 6246/6941 - loss 0.19160162 - time (sec): 1304.73 - samples/sec: 2676.71 - lr: 0.100000 - momentum: 0.000000 2024-03-14 11:32:09,311 epoch 89 - iter 6940/6941 - loss 0.19155959 - time (sec): 1447.75 - samples/sec: 2680.19 - lr: 0.100000 - momentum: 0.000000 2024-03-14 11:32:09,419 ---------------------------------------------------------------------------------------------------- 2024-03-14 11:32:09,419 EPOCH 89 done: loss 0.1916 - lr: 0.100000 2024-03-14 11:32:09,419 - 0 epochs without improvement 2024-03-14 11:32:09,419 ---------------------------------------------------------------------------------------------------- 2024-03-14 11:34:33,749 epoch 90 - iter 694/6941 - loss 0.19266422 - time (sec): 144.33 - samples/sec: 2700.07 - lr: 0.100000 - momentum: 0.000000 2024-03-14 11:37:02,316 epoch 90 - iter 1388/6941 - loss 0.19181833 - time (sec): 292.90 - samples/sec: 2658.75 - lr: 0.100000 - momentum: 0.000000 2024-03-14 11:39:24,298 epoch 90 - iter 2082/6941 - loss 0.19158854 - time (sec): 434.88 - samples/sec: 2681.70 - lr: 0.100000 - momentum: 0.000000 2024-03-14 11:41:50,238 epoch 90 - iter 2776/6941 - loss 0.19089184 - time (sec): 580.82 - samples/sec: 2677.63 - lr: 0.100000 - momentum: 0.000000 2024-03-14 11:44:13,747 epoch 90 - iter 3470/6941 - loss 0.19135323 - time (sec): 724.33 - samples/sec: 2685.55 - lr: 0.100000 - momentum: 0.000000 2024-03-14 11:46:38,677 epoch 90 - iter 4164/6941 - loss 0.19130155 - time (sec): 869.26 - samples/sec: 2685.33 - lr: 0.100000 - momentum: 0.000000 2024-03-14 11:49:03,554 epoch 90 - iter 4858/6941 - loss 0.19133685 - time (sec): 1014.13 - samples/sec: 2682.61 - lr: 0.100000 - momentum: 0.000000 2024-03-14 11:51:28,192 epoch 90 - iter 5552/6941 - loss 0.19144847 - time (sec): 1158.77 - samples/sec: 2682.96 - lr: 0.100000 - momentum: 0.000000 2024-03-14 11:53:52,819 epoch 90 - iter 6246/6941 - loss 0.19146706 - time (sec): 1303.40 - samples/sec: 2681.38 - lr: 0.100000 - momentum: 0.000000 2024-03-14 11:56:13,788 epoch 90 - iter 6940/6941 - loss 0.19148065 - time (sec): 1444.37 - samples/sec: 2686.46 - lr: 0.100000 - momentum: 0.000000 2024-03-14 11:56:13,894 ---------------------------------------------------------------------------------------------------- 2024-03-14 11:56:13,894 EPOCH 90 done: loss 0.1915 - lr: 0.100000 2024-03-14 11:56:13,894 - 0 epochs without improvement 2024-03-14 11:56:13,894 ---------------------------------------------------------------------------------------------------- 2024-03-14 11:58:35,960 epoch 91 - iter 694/6941 - loss 0.18960919 - time (sec): 142.07 - samples/sec: 2714.30 - lr: 0.100000 - momentum: 0.000000 2024-03-14 12:00:59,066 epoch 91 - iter 1388/6941 - loss 0.19133429 - time (sec): 285.17 - samples/sec: 2715.84 - lr: 0.100000 - momentum: 0.000000 2024-03-14 12:03:24,690 epoch 91 - iter 2082/6941 - loss 0.19103003 - time (sec): 430.80 - samples/sec: 2699.10 - lr: 0.100000 - momentum: 0.000000 2024-03-14 12:05:48,407 epoch 91 - iter 2776/6941 - loss 0.19106305 - time (sec): 574.51 - samples/sec: 2701.67 - lr: 0.100000 - momentum: 0.000000 2024-03-14 12:08:14,266 epoch 91 - iter 3470/6941 - loss 0.19093601 - time (sec): 720.37 - samples/sec: 2693.12 - lr: 0.100000 - momentum: 0.000000 2024-03-14 12:10:37,493 epoch 91 - iter 4164/6941 - loss 0.19089153 - time (sec): 863.60 - samples/sec: 2696.64 - lr: 0.100000 - momentum: 0.000000 2024-03-14 12:13:02,902 epoch 91 - iter 4858/6941 - loss 0.19095260 - time (sec): 1009.01 - samples/sec: 2694.61 - lr: 0.100000 - momentum: 0.000000 2024-03-14 12:15:29,074 epoch 91 - iter 5552/6941 - loss 0.19141979 - time (sec): 1155.18 - samples/sec: 2690.24 - lr: 0.100000 - momentum: 0.000000 2024-03-14 12:17:52,800 epoch 91 - iter 6246/6941 - loss 0.19148923 - time (sec): 1298.91 - samples/sec: 2686.05 - lr: 0.100000 - momentum: 0.000000 2024-03-14 12:20:17,590 epoch 91 - iter 6940/6941 - loss 0.19162371 - time (sec): 1443.70 - samples/sec: 2687.73 - lr: 0.100000 - momentum: 0.000000 2024-03-14 12:20:17,721 ---------------------------------------------------------------------------------------------------- 2024-03-14 12:20:17,721 EPOCH 91 done: loss 0.1916 - lr: 0.100000 2024-03-14 12:20:17,722 - 1 epochs without improvement 2024-03-14 12:20:17,722 ---------------------------------------------------------------------------------------------------- 2024-03-14 12:22:41,212 epoch 92 - iter 694/6941 - loss 0.19021160 - time (sec): 143.49 - samples/sec: 2688.85 - lr: 0.100000 - momentum: 0.000000 2024-03-14 12:25:06,107 epoch 92 - iter 1388/6941 - loss 0.19051020 - time (sec): 288.39 - samples/sec: 2689.61 - lr: 0.100000 - momentum: 0.000000 2024-03-14 12:27:34,182 epoch 92 - iter 2082/6941 - loss 0.19144846 - time (sec): 436.46 - samples/sec: 2671.28 - lr: 0.100000 - momentum: 0.000000 2024-03-14 12:29:55,204 epoch 92 - iter 2776/6941 - loss 0.19181738 - time (sec): 577.48 - samples/sec: 2683.57 - lr: 0.100000 - momentum: 0.000000 2024-03-14 12:32:21,026 epoch 92 - iter 3470/6941 - loss 0.19141267 - time (sec): 723.30 - samples/sec: 2680.29 - lr: 0.100000 - momentum: 0.000000 2024-03-14 12:34:44,559 epoch 92 - iter 4164/6941 - loss 0.19127949 - time (sec): 866.84 - samples/sec: 2686.07 - lr: 0.100000 - momentum: 0.000000 2024-03-14 12:37:06,536 epoch 92 - iter 4858/6941 - loss 0.19132686 - time (sec): 1008.81 - samples/sec: 2690.09 - lr: 0.100000 - momentum: 0.000000 2024-03-14 12:39:31,978 epoch 92 - iter 5552/6941 - loss 0.19164547 - time (sec): 1154.26 - samples/sec: 2687.07 - lr: 0.100000 - momentum: 0.000000 2024-03-14 12:41:59,859 epoch 92 - iter 6246/6941 - loss 0.19151063 - time (sec): 1302.14 - samples/sec: 2681.77 - lr: 0.100000 - momentum: 0.000000 2024-03-14 12:44:24,090 epoch 92 - iter 6940/6941 - loss 0.19162853 - time (sec): 1446.37 - samples/sec: 2682.74 - lr: 0.100000 - momentum: 0.000000 2024-03-14 12:44:24,190 ---------------------------------------------------------------------------------------------------- 2024-03-14 12:44:24,191 EPOCH 92 done: loss 0.1916 - lr: 0.100000 2024-03-14 12:44:24,191 - 2 epochs without improvement 2024-03-14 12:44:24,191 ---------------------------------------------------------------------------------------------------- 2024-03-14 12:46:45,355 epoch 93 - iter 694/6941 - loss 0.19278328 - time (sec): 141.16 - samples/sec: 2723.50 - lr: 0.100000 - momentum: 0.000000 2024-03-14 12:49:12,821 epoch 93 - iter 1388/6941 - loss 0.19076509 - time (sec): 288.63 - samples/sec: 2676.19 - lr: 0.100000 - momentum: 0.000000 2024-03-14 12:51:34,789 epoch 93 - iter 2082/6941 - loss 0.19182907 - time (sec): 430.60 - samples/sec: 2689.05 - lr: 0.100000 - momentum: 0.000000 2024-03-14 12:54:00,641 epoch 93 - iter 2776/6941 - loss 0.19108041 - time (sec): 576.45 - samples/sec: 2687.34 - lr: 0.100000 - momentum: 0.000000 2024-03-14 12:56:26,243 epoch 93 - iter 3470/6941 - loss 0.19104853 - time (sec): 722.05 - samples/sec: 2682.70 - lr: 0.100000 - momentum: 0.000000 2024-03-14 12:58:49,612 epoch 93 - iter 4164/6941 - loss 0.19106506 - time (sec): 865.42 - samples/sec: 2685.48 - lr: 0.100000 - momentum: 0.000000 2024-03-14 13:01:12,075 epoch 93 - iter 4858/6941 - loss 0.19110222 - time (sec): 1007.88 - samples/sec: 2689.39 - lr: 0.100000 - momentum: 0.000000 2024-03-14 13:03:38,315 epoch 93 - iter 5552/6941 - loss 0.19131686 - time (sec): 1154.12 - samples/sec: 2687.68 - lr: 0.100000 - momentum: 0.000000 2024-03-14 13:06:04,322 epoch 93 - iter 6246/6941 - loss 0.19163408 - time (sec): 1300.13 - samples/sec: 2683.90 - lr: 0.100000 - momentum: 0.000000 2024-03-14 13:08:31,208 epoch 93 - iter 6940/6941 - loss 0.19169187 - time (sec): 1447.02 - samples/sec: 2681.56 - lr: 0.100000 - momentum: 0.000000 2024-03-14 13:08:31,333 ---------------------------------------------------------------------------------------------------- 2024-03-14 13:08:31,333 EPOCH 93 done: loss 0.1917 - lr: 0.100000 2024-03-14 13:08:31,333 - 3 epochs without improvement 2024-03-14 13:08:31,333 ---------------------------------------------------------------------------------------------------- 2024-03-14 13:10:57,575 epoch 94 - iter 694/6941 - loss 0.18972548 - time (sec): 146.24 - samples/sec: 2668.84 - lr: 0.100000 - momentum: 0.000000 2024-03-14 13:13:20,606 epoch 94 - iter 1388/6941 - loss 0.19082188 - time (sec): 289.27 - samples/sec: 2680.42 - lr: 0.100000 - momentum: 0.000000 2024-03-14 13:15:43,612 epoch 94 - iter 2082/6941 - loss 0.19068557 - time (sec): 432.28 - samples/sec: 2685.59 - lr: 0.100000 - momentum: 0.000000 2024-03-14 13:18:09,317 epoch 94 - iter 2776/6941 - loss 0.19061643 - time (sec): 577.98 - samples/sec: 2678.06 - lr: 0.100000 - momentum: 0.000000 2024-03-14 13:20:31,023 epoch 94 - iter 3470/6941 - loss 0.19070141 - time (sec): 719.69 - samples/sec: 2690.19 - lr: 0.100000 - momentum: 0.000000 2024-03-14 13:22:55,779 epoch 94 - iter 4164/6941 - loss 0.19102400 - time (sec): 864.45 - samples/sec: 2689.02 - lr: 0.100000 - momentum: 0.000000 2024-03-14 13:25:19,510 epoch 94 - iter 4858/6941 - loss 0.19137432 - time (sec): 1008.18 - samples/sec: 2691.02 - lr: 0.100000 - momentum: 0.000000 2024-03-14 13:27:41,349 epoch 94 - iter 5552/6941 - loss 0.19173133 - time (sec): 1150.02 - samples/sec: 2696.47 - lr: 0.100000 - momentum: 0.000000 2024-03-14 13:30:07,705 epoch 94 - iter 6246/6941 - loss 0.19185636 - time (sec): 1296.37 - samples/sec: 2692.31 - lr: 0.100000 - momentum: 0.000000 2024-03-14 13:32:34,771 epoch 94 - iter 6940/6941 - loss 0.19182516 - time (sec): 1443.44 - samples/sec: 2688.21 - lr: 0.100000 - momentum: 0.000000 2024-03-14 13:32:34,886 ---------------------------------------------------------------------------------------------------- 2024-03-14 13:32:34,886 EPOCH 94 done: loss 0.1918 - lr: 0.100000 2024-03-14 13:32:34,886 - 4 epochs without improvement (above 'patience')-> annealing learning_rate to [0.05] 2024-03-14 13:32:34,886 ---------------------------------------------------------------------------------------------------- 2024-03-14 13:34:59,586 epoch 95 - iter 694/6941 - loss 0.18256094 - time (sec): 144.70 - samples/sec: 2676.46 - lr: 0.050000 - momentum: 0.000000 2024-03-14 13:37:23,482 epoch 95 - iter 1388/6941 - loss 0.18267216 - time (sec): 288.60 - samples/sec: 2684.13 - lr: 0.050000 - momentum: 0.000000 2024-03-14 13:39:47,548 epoch 95 - iter 2082/6941 - loss 0.18198564 - time (sec): 432.66 - samples/sec: 2686.41 - lr: 0.050000 - momentum: 0.000000 2024-03-14 13:42:11,781 epoch 95 - iter 2776/6941 - loss 0.18198833 - time (sec): 576.89 - samples/sec: 2690.05 - lr: 0.050000 - momentum: 0.000000 2024-03-14 13:44:35,347 epoch 95 - iter 3470/6941 - loss 0.18125434 - time (sec): 720.46 - samples/sec: 2690.59 - lr: 0.050000 - momentum: 0.000000 2024-03-14 13:47:00,108 epoch 95 - iter 4164/6941 - loss 0.18077351 - time (sec): 865.22 - samples/sec: 2686.71 - lr: 0.050000 - momentum: 0.000000 2024-03-14 13:49:24,890 epoch 95 - iter 4858/6941 - loss 0.18094264 - time (sec): 1010.00 - samples/sec: 2686.56 - lr: 0.050000 - momentum: 0.000000 2024-03-14 13:51:46,653 epoch 95 - iter 5552/6941 - loss 0.18059231 - time (sec): 1151.77 - samples/sec: 2690.51 - lr: 0.050000 - momentum: 0.000000 2024-03-14 13:54:13,888 epoch 95 - iter 6246/6941 - loss 0.18042203 - time (sec): 1299.00 - samples/sec: 2686.98 - lr: 0.050000 - momentum: 0.000000 2024-03-14 13:56:40,122 epoch 95 - iter 6940/6941 - loss 0.18016860 - time (sec): 1445.24 - samples/sec: 2684.81 - lr: 0.050000 - momentum: 0.000000 2024-03-14 13:56:40,331 ---------------------------------------------------------------------------------------------------- 2024-03-14 13:56:40,331 EPOCH 95 done: loss 0.1802 - lr: 0.050000 2024-03-14 13:56:40,331 - 0 epochs without improvement 2024-03-14 13:56:40,332 ---------------------------------------------------------------------------------------------------- 2024-03-14 13:59:04,993 epoch 96 - iter 694/6941 - loss 0.17686192 - time (sec): 144.66 - samples/sec: 2682.80 - lr: 0.050000 - momentum: 0.000000 2024-03-14 14:01:26,980 epoch 96 - iter 1388/6941 - loss 0.17740354 - time (sec): 286.65 - samples/sec: 2701.06 - lr: 0.050000 - momentum: 0.000000 2024-03-14 14:03:52,163 epoch 96 - iter 2082/6941 - loss 0.17715191 - time (sec): 431.83 - samples/sec: 2689.57 - lr: 0.050000 - momentum: 0.000000 2024-03-14 14:06:16,652 epoch 96 - iter 2776/6941 - loss 0.17693057 - time (sec): 576.32 - samples/sec: 2691.40 - lr: 0.050000 - momentum: 0.000000 2024-03-14 14:08:39,969 epoch 96 - iter 3470/6941 - loss 0.17638004 - time (sec): 719.64 - samples/sec: 2690.69 - lr: 0.050000 - momentum: 0.000000 2024-03-14 14:11:07,612 epoch 96 - iter 4164/6941 - loss 0.17663582 - time (sec): 867.28 - samples/sec: 2680.00 - lr: 0.050000 - momentum: 0.000000 2024-03-14 14:13:31,096 epoch 96 - iter 4858/6941 - loss 0.17672430 - time (sec): 1010.76 - samples/sec: 2686.32 - lr: 0.050000 - momentum: 0.000000 2024-03-14 14:15:56,050 epoch 96 - iter 5552/6941 - loss 0.17649856 - time (sec): 1155.72 - samples/sec: 2686.24 - lr: 0.050000 - momentum: 0.000000 2024-03-14 14:18:21,616 epoch 96 - iter 6246/6941 - loss 0.17667943 - time (sec): 1301.28 - samples/sec: 2683.02 - lr: 0.050000 - momentum: 0.000000 2024-03-14 14:20:45,266 epoch 96 - iter 6940/6941 - loss 0.17677092 - time (sec): 1444.93 - samples/sec: 2685.42 - lr: 0.050000 - momentum: 0.000000 2024-03-14 14:20:45,369 ---------------------------------------------------------------------------------------------------- 2024-03-14 14:20:45,370 EPOCH 96 done: loss 0.1768 - lr: 0.050000 2024-03-14 14:20:45,370 - 0 epochs without improvement 2024-03-14 14:20:45,370 ---------------------------------------------------------------------------------------------------- 2024-03-14 14:23:10,125 epoch 97 - iter 694/6941 - loss 0.17573270 - time (sec): 144.76 - samples/sec: 2667.72 - lr: 0.050000 - momentum: 0.000000 2024-03-14 14:25:33,754 epoch 97 - iter 1388/6941 - loss 0.17603308 - time (sec): 288.38 - samples/sec: 2684.27 - lr: 0.050000 - momentum: 0.000000 2024-03-14 14:27:59,574 epoch 97 - iter 2082/6941 - loss 0.17579273 - time (sec): 434.20 - samples/sec: 2684.66 - lr: 0.050000 - momentum: 0.000000 2024-03-14 14:30:24,097 epoch 97 - iter 2776/6941 - loss 0.17522058 - time (sec): 578.73 - samples/sec: 2689.49 - lr: 0.050000 - momentum: 0.000000 2024-03-14 14:32:47,011 epoch 97 - iter 3470/6941 - loss 0.17542019 - time (sec): 721.64 - samples/sec: 2691.96 - lr: 0.050000 - momentum: 0.000000 2024-03-14 14:35:11,495 epoch 97 - iter 4164/6941 - loss 0.17541068 - time (sec): 866.13 - samples/sec: 2692.32 - lr: 0.050000 - momentum: 0.000000 2024-03-14 14:37:38,322 epoch 97 - iter 4858/6941 - loss 0.17549128 - time (sec): 1012.95 - samples/sec: 2686.21 - lr: 0.050000 - momentum: 0.000000 2024-03-14 14:40:03,771 epoch 97 - iter 5552/6941 - loss 0.17580169 - time (sec): 1158.40 - samples/sec: 2683.61 - lr: 0.050000 - momentum: 0.000000 2024-03-14 14:42:27,342 epoch 97 - iter 6246/6941 - loss 0.17555859 - time (sec): 1301.97 - samples/sec: 2684.86 - lr: 0.050000 - momentum: 0.000000 2024-03-14 14:44:50,991 epoch 97 - iter 6940/6941 - loss 0.17548350 - time (sec): 1445.62 - samples/sec: 2684.14 - lr: 0.050000 - momentum: 0.000000 2024-03-14 14:44:51,095 ---------------------------------------------------------------------------------------------------- 2024-03-14 14:44:51,095 EPOCH 97 done: loss 0.1755 - lr: 0.050000 2024-03-14 14:44:51,095 - 0 epochs without improvement 2024-03-14 14:44:51,096 ---------------------------------------------------------------------------------------------------- 2024-03-14 14:47:15,384 epoch 98 - iter 694/6941 - loss 0.17146471 - time (sec): 144.29 - samples/sec: 2706.53 - lr: 0.050000 - momentum: 0.000000 2024-03-14 14:49:40,872 epoch 98 - iter 1388/6941 - loss 0.17248619 - time (sec): 289.78 - samples/sec: 2698.63 - lr: 0.050000 - momentum: 0.000000 2024-03-14 14:52:06,503 epoch 98 - iter 2082/6941 - loss 0.17270379 - time (sec): 435.41 - samples/sec: 2685.28 - lr: 0.050000 - momentum: 0.000000 2024-03-14 14:54:32,178 epoch 98 - iter 2776/6941 - loss 0.17327999 - time (sec): 581.08 - samples/sec: 2681.09 - lr: 0.050000 - momentum: 0.000000 2024-03-14 14:56:55,762 epoch 98 - iter 3470/6941 - loss 0.17339161 - time (sec): 724.67 - samples/sec: 2682.59 - lr: 0.050000 - momentum: 0.000000 2024-03-14 14:59:19,150 epoch 98 - iter 4164/6941 - loss 0.17356921 - time (sec): 868.05 - samples/sec: 2685.60 - lr: 0.050000 - momentum: 0.000000 2024-03-14 15:01:42,615 epoch 98 - iter 4858/6941 - loss 0.17327095 - time (sec): 1011.52 - samples/sec: 2687.06 - lr: 0.050000 - momentum: 0.000000 2024-03-14 15:04:08,485 epoch 98 - iter 5552/6941 - loss 0.17335693 - time (sec): 1157.39 - samples/sec: 2681.70 - lr: 0.050000 - momentum: 0.000000 2024-03-14 15:06:33,233 epoch 98 - iter 6246/6941 - loss 0.17336967 - time (sec): 1302.14 - samples/sec: 2680.07 - lr: 0.050000 - momentum: 0.000000 2024-03-14 15:08:58,420 epoch 98 - iter 6940/6941 - loss 0.17354838 - time (sec): 1447.32 - samples/sec: 2680.98 - lr: 0.050000 - momentum: 0.000000 2024-03-14 15:08:58,573 ---------------------------------------------------------------------------------------------------- 2024-03-14 15:08:58,573 EPOCH 98 done: loss 0.1735 - lr: 0.050000 2024-03-14 15:08:58,573 - 0 epochs without improvement 2024-03-14 15:08:58,574 ---------------------------------------------------------------------------------------------------- 2024-03-14 15:11:22,747 epoch 99 - iter 694/6941 - loss 0.17295847 - time (sec): 144.17 - samples/sec: 2689.33 - lr: 0.050000 - momentum: 0.000000 2024-03-14 15:13:44,423 epoch 99 - iter 1388/6941 - loss 0.17222034 - time (sec): 285.85 - samples/sec: 2708.49 - lr: 0.050000 - momentum: 0.000000 2024-03-14 15:16:06,325 epoch 99 - iter 2082/6941 - loss 0.17266588 - time (sec): 427.75 - samples/sec: 2717.37 - lr: 0.050000 - momentum: 0.000000 2024-03-14 15:18:34,943 epoch 99 - iter 2776/6941 - loss 0.17240876 - time (sec): 576.37 - samples/sec: 2694.55 - lr: 0.050000 - momentum: 0.000000 2024-03-14 15:21:00,004 epoch 99 - iter 3470/6941 - loss 0.17266787 - time (sec): 721.43 - samples/sec: 2691.23 - lr: 0.050000 - momentum: 0.000000 2024-03-14 15:23:24,649 epoch 99 - iter 4164/6941 - loss 0.17264736 - time (sec): 866.08 - samples/sec: 2689.33 - lr: 0.050000 - momentum: 0.000000 2024-03-14 15:25:50,786 epoch 99 - iter 4858/6941 - loss 0.17267970 - time (sec): 1012.21 - samples/sec: 2685.37 - lr: 0.050000 - momentum: 0.000000 2024-03-14 15:28:17,738 epoch 99 - iter 5552/6941 - loss 0.17277467 - time (sec): 1159.16 - samples/sec: 2679.38 - lr: 0.050000 - momentum: 0.000000 2024-03-14 15:30:40,564 epoch 99 - iter 6246/6941 - loss 0.17297712 - time (sec): 1301.99 - samples/sec: 2681.39 - lr: 0.050000 - momentum: 0.000000 2024-03-14 15:33:05,843 epoch 99 - iter 6940/6941 - loss 0.17303516 - time (sec): 1447.27 - samples/sec: 2681.08 - lr: 0.050000 - momentum: 0.000000 2024-03-14 15:33:05,974 ---------------------------------------------------------------------------------------------------- 2024-03-14 15:33:05,974 EPOCH 99 done: loss 0.1730 - lr: 0.050000 2024-03-14 15:33:05,974 - 0 epochs without improvement 2024-03-14 15:33:05,974 ---------------------------------------------------------------------------------------------------- 2024-03-14 15:35:27,896 epoch 100 - iter 694/6941 - loss 0.17237498 - time (sec): 141.92 - samples/sec: 2710.96 - lr: 0.050000 - momentum: 0.000000 2024-03-14 15:37:51,641 epoch 100 - iter 1388/6941 - loss 0.17222129 - time (sec): 285.67 - samples/sec: 2705.89 - lr: 0.050000 - momentum: 0.000000 2024-03-14 15:40:17,978 epoch 100 - iter 2082/6941 - loss 0.17266131 - time (sec): 432.00 - samples/sec: 2685.77 - lr: 0.050000 - momentum: 0.000000 2024-03-14 15:42:42,904 epoch 100 - iter 2776/6941 - loss 0.17302437 - time (sec): 576.93 - samples/sec: 2681.45 - lr: 0.050000 - momentum: 0.000000 2024-03-14 15:45:07,239 epoch 100 - iter 3470/6941 - loss 0.17280073 - time (sec): 721.26 - samples/sec: 2682.19 - lr: 0.050000 - momentum: 0.000000 2024-03-14 15:47:31,634 epoch 100 - iter 4164/6941 - loss 0.17303429 - time (sec): 865.66 - samples/sec: 2683.14 - lr: 0.050000 - momentum: 0.000000 2024-03-14 15:49:57,701 epoch 100 - iter 4858/6941 - loss 0.17295767 - time (sec): 1011.73 - samples/sec: 2682.39 - lr: 0.050000 - momentum: 0.000000 2024-03-14 15:52:20,886 epoch 100 - iter 5552/6941 - loss 0.17264946 - time (sec): 1154.91 - samples/sec: 2685.14 - lr: 0.050000 - momentum: 0.000000 2024-03-14 15:54:44,511 epoch 100 - iter 6246/6941 - loss 0.17279478 - time (sec): 1298.54 - samples/sec: 2687.63 - lr: 0.050000 - momentum: 0.000000 2024-03-14 15:57:10,700 epoch 100 - iter 6940/6941 - loss 0.17262028 - time (sec): 1444.73 - samples/sec: 2685.81 - lr: 0.050000 - momentum: 0.000000 2024-03-14 15:57:10,810 ---------------------------------------------------------------------------------------------------- 2024-03-14 15:57:10,810 EPOCH 100 done: loss 0.1726 - lr: 0.050000 2024-03-14 15:57:10,810 - 0 epochs without improvement 2024-03-14 15:57:10,810 ---------------------------------------------------------------------------------------------------- 2024-03-14 15:59:35,741 epoch 101 - iter 694/6941 - loss 0.17177859 - time (sec): 144.93 - samples/sec: 2688.82 - lr: 0.050000 - momentum: 0.000000 2024-03-14 16:02:03,760 epoch 101 - iter 1388/6941 - loss 0.17280424 - time (sec): 292.95 - samples/sec: 2657.29 - lr: 0.050000 - momentum: 0.000000 2024-03-14 16:04:25,200 epoch 101 - iter 2082/6941 - loss 0.17222058 - time (sec): 434.39 - samples/sec: 2681.49 - lr: 0.050000 - momentum: 0.000000 2024-03-14 16:06:47,917 epoch 101 - iter 2776/6941 - loss 0.17211272 - time (sec): 577.11 - samples/sec: 2688.82 - lr: 0.050000 - momentum: 0.000000 2024-03-14 16:09:10,739 epoch 101 - iter 3470/6941 - loss 0.17154856 - time (sec): 719.93 - samples/sec: 2692.76 - lr: 0.050000 - momentum: 0.000000 2024-03-14 16:11:33,593 epoch 101 - iter 4164/6941 - loss 0.17137906 - time (sec): 862.78 - samples/sec: 2696.31 - lr: 0.050000 - momentum: 0.000000 2024-03-14 16:14:01,569 epoch 101 - iter 4858/6941 - loss 0.17135789 - time (sec): 1010.76 - samples/sec: 2688.05 - lr: 0.050000 - momentum: 0.000000 2024-03-14 16:16:25,570 epoch 101 - iter 5552/6941 - loss 0.17120334 - time (sec): 1154.76 - samples/sec: 2688.06 - lr: 0.050000 - momentum: 0.000000 2024-03-14 16:18:50,733 epoch 101 - iter 6246/6941 - loss 0.17122299 - time (sec): 1299.92 - samples/sec: 2685.92 - lr: 0.050000 - momentum: 0.000000 2024-03-14 16:21:15,156 epoch 101 - iter 6940/6941 - loss 0.17136699 - time (sec): 1444.35 - samples/sec: 2686.53 - lr: 0.050000 - momentum: 0.000000 2024-03-14 16:21:15,278 ---------------------------------------------------------------------------------------------------- 2024-03-14 16:21:15,278 EPOCH 101 done: loss 0.1714 - lr: 0.050000 2024-03-14 16:21:15,279 - 0 epochs without improvement 2024-03-14 16:21:15,279 ---------------------------------------------------------------------------------------------------- 2024-03-14 16:23:39,036 epoch 102 - iter 694/6941 - loss 0.16919131 - time (sec): 143.76 - samples/sec: 2684.75 - lr: 0.050000 - momentum: 0.000000 2024-03-14 16:26:05,756 epoch 102 - iter 1388/6941 - loss 0.17086345 - time (sec): 290.48 - samples/sec: 2665.33 - lr: 0.050000 - momentum: 0.000000 2024-03-14 16:28:31,083 epoch 102 - iter 2082/6941 - loss 0.17039328 - time (sec): 435.80 - samples/sec: 2667.81 - lr: 0.050000 - momentum: 0.000000 2024-03-14 16:30:53,719 epoch 102 - iter 2776/6941 - loss 0.17106312 - time (sec): 578.44 - samples/sec: 2679.93 - lr: 0.050000 - momentum: 0.000000 2024-03-14 16:33:18,281 epoch 102 - iter 3470/6941 - loss 0.17132556 - time (sec): 723.00 - samples/sec: 2684.22 - lr: 0.050000 - momentum: 0.000000 2024-03-14 16:35:43,297 epoch 102 - iter 4164/6941 - loss 0.17143453 - time (sec): 868.02 - samples/sec: 2680.78 - lr: 0.050000 - momentum: 0.000000 2024-03-14 16:38:08,826 epoch 102 - iter 4858/6941 - loss 0.17129375 - time (sec): 1013.55 - samples/sec: 2679.38 - lr: 0.050000 - momentum: 0.000000 2024-03-14 16:40:33,379 epoch 102 - iter 5552/6941 - loss 0.17121902 - time (sec): 1158.10 - samples/sec: 2680.98 - lr: 0.050000 - momentum: 0.000000 2024-03-14 16:42:57,302 epoch 102 - iter 6246/6941 - loss 0.17114470 - time (sec): 1302.02 - samples/sec: 2681.54 - lr: 0.050000 - momentum: 0.000000 2024-03-14 16:45:23,042 epoch 102 - iter 6940/6941 - loss 0.17112284 - time (sec): 1447.76 - samples/sec: 2680.18 - lr: 0.050000 - momentum: 0.000000 2024-03-14 16:45:23,142 ---------------------------------------------------------------------------------------------------- 2024-03-14 16:45:23,142 EPOCH 102 done: loss 0.1711 - lr: 0.050000 2024-03-14 16:45:23,142 - 0 epochs without improvement 2024-03-14 16:45:23,142 ---------------------------------------------------------------------------------------------------- 2024-03-14 16:47:48,763 epoch 103 - iter 694/6941 - loss 0.16874119 - time (sec): 145.62 - samples/sec: 2681.22 - lr: 0.050000 - momentum: 0.000000 2024-03-14 16:50:14,843 epoch 103 - iter 1388/6941 - loss 0.16919531 - time (sec): 291.70 - samples/sec: 2674.85 - lr: 0.050000 - momentum: 0.000000 2024-03-14 16:52:40,224 epoch 103 - iter 2082/6941 - loss 0.16947486 - time (sec): 437.08 - samples/sec: 2675.22 - lr: 0.050000 - momentum: 0.000000 2024-03-14 16:55:04,218 epoch 103 - iter 2776/6941 - loss 0.17029951 - time (sec): 581.08 - samples/sec: 2678.70 - lr: 0.050000 - momentum: 0.000000 2024-03-14 16:57:28,280 epoch 103 - iter 3470/6941 - loss 0.17023618 - time (sec): 725.14 - samples/sec: 2676.78 - lr: 0.050000 - momentum: 0.000000 2024-03-14 16:59:53,716 epoch 103 - iter 4164/6941 - loss 0.17047137 - time (sec): 870.57 - samples/sec: 2674.38 - lr: 0.050000 - momentum: 0.000000 2024-03-14 17:02:18,612 epoch 103 - iter 4858/6941 - loss 0.17070193 - time (sec): 1015.47 - samples/sec: 2674.56 - lr: 0.050000 - momentum: 0.000000 2024-03-14 17:04:44,940 epoch 103 - iter 5552/6941 - loss 0.17070214 - time (sec): 1161.80 - samples/sec: 2671.80 - lr: 0.050000 - momentum: 0.000000 2024-03-14 17:07:08,315 epoch 103 - iter 6246/6941 - loss 0.17048428 - time (sec): 1305.17 - samples/sec: 2675.66 - lr: 0.050000 - momentum: 0.000000 2024-03-14 17:09:30,889 epoch 103 - iter 6940/6941 - loss 0.17035562 - time (sec): 1447.75 - samples/sec: 2680.20 - lr: 0.050000 - momentum: 0.000000 2024-03-14 17:09:31,004 ---------------------------------------------------------------------------------------------------- 2024-03-14 17:09:31,004 EPOCH 103 done: loss 0.1704 - lr: 0.050000 2024-03-14 17:09:31,004 - 0 epochs without improvement 2024-03-14 17:09:31,004 ---------------------------------------------------------------------------------------------------- 2024-03-14 17:11:57,990 epoch 104 - iter 694/6941 - loss 0.16947575 - time (sec): 146.99 - samples/sec: 2640.88 - lr: 0.050000 - momentum: 0.000000 2024-03-14 17:14:23,111 epoch 104 - iter 1388/6941 - loss 0.16966181 - time (sec): 292.11 - samples/sec: 2657.65 - lr: 0.050000 - momentum: 0.000000 2024-03-14 17:16:47,225 epoch 104 - iter 2082/6941 - loss 0.17019835 - time (sec): 436.22 - samples/sec: 2667.47 - lr: 0.050000 - momentum: 0.000000 2024-03-14 17:19:09,039 epoch 104 - iter 2776/6941 - loss 0.17007552 - time (sec): 578.03 - samples/sec: 2679.03 - lr: 0.050000 - momentum: 0.000000 2024-03-14 17:21:32,307 epoch 104 - iter 3470/6941 - loss 0.16992978 - time (sec): 721.30 - samples/sec: 2681.17 - lr: 0.050000 - momentum: 0.000000 2024-03-14 17:23:58,429 epoch 104 - iter 4164/6941 - loss 0.16991485 - time (sec): 867.43 - samples/sec: 2680.37 - lr: 0.050000 - momentum: 0.000000 2024-03-14 17:26:21,474 epoch 104 - iter 4858/6941 - loss 0.16994907 - time (sec): 1010.47 - samples/sec: 2687.76 - lr: 0.050000 - momentum: 0.000000 2024-03-14 17:28:49,719 epoch 104 - iter 5552/6941 - loss 0.17013555 - time (sec): 1158.71 - samples/sec: 2680.05 - lr: 0.050000 - momentum: 0.000000 2024-03-14 17:31:13,548 epoch 104 - iter 6246/6941 - loss 0.17025978 - time (sec): 1302.54 - samples/sec: 2681.39 - lr: 0.050000 - momentum: 0.000000 2024-03-14 17:33:39,517 epoch 104 - iter 6940/6941 - loss 0.17015041 - time (sec): 1448.51 - samples/sec: 2678.81 - lr: 0.050000 - momentum: 0.000000 2024-03-14 17:33:39,574 ---------------------------------------------------------------------------------------------------- 2024-03-14 17:33:39,574 EPOCH 104 done: loss 0.1702 - lr: 0.050000 2024-03-14 17:33:39,574 - 0 epochs without improvement 2024-03-14 17:33:39,574 ---------------------------------------------------------------------------------------------------- 2024-03-14 17:36:04,087 epoch 105 - iter 694/6941 - loss 0.16941562 - time (sec): 144.51 - samples/sec: 2698.24 - lr: 0.050000 - momentum: 0.000000 2024-03-14 17:38:26,739 epoch 105 - iter 1388/6941 - loss 0.16942503 - time (sec): 287.16 - samples/sec: 2705.36 - lr: 0.050000 - momentum: 0.000000 2024-03-14 17:40:51,886 epoch 105 - iter 2082/6941 - loss 0.16995612 - time (sec): 432.31 - samples/sec: 2697.01 - lr: 0.050000 - momentum: 0.000000 2024-03-14 17:43:15,721 epoch 105 - iter 2776/6941 - loss 0.16977441 - time (sec): 576.15 - samples/sec: 2698.16 - lr: 0.050000 - momentum: 0.000000 2024-03-14 17:45:39,640 epoch 105 - iter 3470/6941 - loss 0.16982468 - time (sec): 720.07 - samples/sec: 2697.48 - lr: 0.050000 - momentum: 0.000000 2024-03-14 17:48:04,261 epoch 105 - iter 4164/6941 - loss 0.16986161 - time (sec): 864.69 - samples/sec: 2695.93 - lr: 0.050000 - momentum: 0.000000 2024-03-14 17:50:28,256 epoch 105 - iter 4858/6941 - loss 0.17000274 - time (sec): 1008.68 - samples/sec: 2694.22 - lr: 0.050000 - momentum: 0.000000 2024-03-14 17:52:54,291 epoch 105 - iter 5552/6941 - loss 0.17011726 - time (sec): 1154.72 - samples/sec: 2688.06 - lr: 0.050000 - momentum: 0.000000 2024-03-14 17:55:19,088 epoch 105 - iter 6246/6941 - loss 0.16995756 - time (sec): 1299.51 - samples/sec: 2687.53 - lr: 0.050000 - momentum: 0.000000 2024-03-14 17:57:44,251 epoch 105 - iter 6940/6941 - loss 0.17028798 - time (sec): 1444.68 - samples/sec: 2685.91 - lr: 0.050000 - momentum: 0.000000 2024-03-14 17:57:44,322 ---------------------------------------------------------------------------------------------------- 2024-03-14 17:57:44,322 EPOCH 105 done: loss 0.1703 - lr: 0.050000 2024-03-14 17:57:44,322 - 1 epochs without improvement 2024-03-14 17:57:44,323 ---------------------------------------------------------------------------------------------------- 2024-03-14 18:00:08,079 epoch 106 - iter 694/6941 - loss 0.16948537 - time (sec): 143.76 - samples/sec: 2699.57 - lr: 0.050000 - momentum: 0.000000 2024-03-14 18:02:31,992 epoch 106 - iter 1388/6941 - loss 0.16871125 - time (sec): 287.67 - samples/sec: 2695.21 - lr: 0.050000 - momentum: 0.000000 2024-03-14 18:04:58,510 epoch 106 - iter 2082/6941 - loss 0.16833019 - time (sec): 434.19 - samples/sec: 2681.50 - lr: 0.050000 - momentum: 0.000000 2024-03-14 18:07:23,490 epoch 106 - iter 2776/6941 - loss 0.16835026 - time (sec): 579.17 - samples/sec: 2680.26 - lr: 0.050000 - momentum: 0.000000 2024-03-14 18:09:46,087 epoch 106 - iter 3470/6941 - loss 0.16847027 - time (sec): 721.76 - samples/sec: 2687.86 - lr: 0.050000 - momentum: 0.000000 2024-03-14 18:12:10,414 epoch 106 - iter 4164/6941 - loss 0.16843325 - time (sec): 866.09 - samples/sec: 2689.79 - lr: 0.050000 - momentum: 0.000000 2024-03-14 18:14:34,914 epoch 106 - iter 4858/6941 - loss 0.16874402 - time (sec): 1010.59 - samples/sec: 2687.10 - lr: 0.050000 - momentum: 0.000000 2024-03-14 18:17:00,948 epoch 106 - iter 5552/6941 - loss 0.16884318 - time (sec): 1156.63 - samples/sec: 2681.23 - lr: 0.050000 - momentum: 0.000000 2024-03-14 18:19:23,979 epoch 106 - iter 6246/6941 - loss 0.16898368 - time (sec): 1299.66 - samples/sec: 2686.64 - lr: 0.050000 - momentum: 0.000000 2024-03-14 18:21:47,604 epoch 106 - iter 6940/6941 - loss 0.16908540 - time (sec): 1443.28 - samples/sec: 2688.52 - lr: 0.050000 - momentum: 0.000000 2024-03-14 18:21:47,682 ---------------------------------------------------------------------------------------------------- 2024-03-14 18:21:47,682 EPOCH 106 done: loss 0.1691 - lr: 0.050000 2024-03-14 18:21:47,682 - 0 epochs without improvement 2024-03-14 18:21:47,682 ---------------------------------------------------------------------------------------------------- 2024-03-14 18:24:14,094 epoch 107 - iter 694/6941 - loss 0.16880756 - time (sec): 146.41 - samples/sec: 2671.30 - lr: 0.050000 - momentum: 0.000000 2024-03-14 18:26:39,493 epoch 107 - iter 1388/6941 - loss 0.16879004 - time (sec): 291.81 - samples/sec: 2667.47 - lr: 0.050000 - momentum: 0.000000 2024-03-14 18:29:02,738 epoch 107 - iter 2082/6941 - loss 0.16869358 - time (sec): 435.06 - samples/sec: 2686.90 - lr: 0.050000 - momentum: 0.000000 2024-03-14 18:31:26,501 epoch 107 - iter 2776/6941 - loss 0.16932239 - time (sec): 578.82 - samples/sec: 2684.19 - lr: 0.050000 - momentum: 0.000000 2024-03-14 18:33:53,428 epoch 107 - iter 3470/6941 - loss 0.16947655 - time (sec): 725.75 - samples/sec: 2677.39 - lr: 0.050000 - momentum: 0.000000 2024-03-14 18:36:17,283 epoch 107 - iter 4164/6941 - loss 0.16952199 - time (sec): 869.60 - samples/sec: 2678.82 - lr: 0.050000 - momentum: 0.000000 2024-03-14 18:38:40,133 epoch 107 - iter 4858/6941 - loss 0.16945444 - time (sec): 1012.45 - samples/sec: 2680.41 - lr: 0.050000 - momentum: 0.000000 2024-03-14 18:41:03,502 epoch 107 - iter 5552/6941 - loss 0.16964931 - time (sec): 1155.82 - samples/sec: 2684.69 - lr: 0.050000 - momentum: 0.000000 2024-03-14 18:43:24,965 epoch 107 - iter 6246/6941 - loss 0.16947994 - time (sec): 1297.28 - samples/sec: 2689.68 - lr: 0.050000 - momentum: 0.000000 2024-03-14 18:45:51,703 epoch 107 - iter 6940/6941 - loss 0.16941275 - time (sec): 1444.02 - samples/sec: 2687.14 - lr: 0.050000 - momentum: 0.000000 2024-03-14 18:45:51,739 ---------------------------------------------------------------------------------------------------- 2024-03-14 18:45:51,739 EPOCH 107 done: loss 0.1694 - lr: 0.050000 2024-03-14 18:45:51,739 - 1 epochs without improvement 2024-03-14 18:45:51,739 ---------------------------------------------------------------------------------------------------- 2024-03-14 18:48:15,039 epoch 108 - iter 694/6941 - loss 0.16984946 - time (sec): 143.30 - samples/sec: 2699.88 - lr: 0.050000 - momentum: 0.000000 2024-03-14 18:50:36,884 epoch 108 - iter 1388/6941 - loss 0.16937297 - time (sec): 285.14 - samples/sec: 2714.72 - lr: 0.050000 - momentum: 0.000000 2024-03-14 18:53:00,998 epoch 108 - iter 2082/6941 - loss 0.16895630 - time (sec): 429.26 - samples/sec: 2709.25 - lr: 0.050000 - momentum: 0.000000 2024-03-14 18:55:24,661 epoch 108 - iter 2776/6941 - loss 0.16903920 - time (sec): 572.92 - samples/sec: 2700.59 - lr: 0.050000 - momentum: 0.000000 2024-03-14 18:57:48,862 epoch 108 - iter 3470/6941 - loss 0.16899612 - time (sec): 717.12 - samples/sec: 2698.50 - lr: 0.050000 - momentum: 0.000000 2024-03-14 19:00:13,750 epoch 108 - iter 4164/6941 - loss 0.16867948 - time (sec): 862.01 - samples/sec: 2696.08 - lr: 0.050000 - momentum: 0.000000 2024-03-14 19:02:39,725 epoch 108 - iter 4858/6941 - loss 0.16854218 - time (sec): 1007.99 - samples/sec: 2690.23 - lr: 0.050000 - momentum: 0.000000 2024-03-14 19:05:02,983 epoch 108 - iter 5552/6941 - loss 0.16839104 - time (sec): 1151.24 - samples/sec: 2691.02 - lr: 0.050000 - momentum: 0.000000 2024-03-14 19:07:31,260 epoch 108 - iter 6246/6941 - loss 0.16845369 - time (sec): 1299.52 - samples/sec: 2684.33 - lr: 0.050000 - momentum: 0.000000 2024-03-14 19:09:55,817 epoch 108 - iter 6940/6941 - loss 0.16867379 - time (sec): 1444.08 - samples/sec: 2687.03 - lr: 0.050000 - momentum: 0.000000 2024-03-14 19:09:55,888 ---------------------------------------------------------------------------------------------------- 2024-03-14 19:09:55,888 EPOCH 108 done: loss 0.1687 - lr: 0.050000 2024-03-14 19:09:55,888 - 0 epochs without improvement 2024-03-14 19:09:55,888 ---------------------------------------------------------------------------------------------------- 2024-03-14 19:12:20,328 epoch 109 - iter 694/6941 - loss 0.16952797 - time (sec): 144.44 - samples/sec: 2682.55 - lr: 0.050000 - momentum: 0.000000 2024-03-14 19:14:46,966 epoch 109 - iter 1388/6941 - loss 0.16947376 - time (sec): 291.08 - samples/sec: 2669.90 - lr: 0.050000 - momentum: 0.000000 2024-03-14 19:17:13,762 epoch 109 - iter 2082/6941 - loss 0.16837489 - time (sec): 437.87 - samples/sec: 2664.55 - lr: 0.050000 - momentum: 0.000000 2024-03-14 19:19:36,396 epoch 109 - iter 2776/6941 - loss 0.16835584 - time (sec): 580.51 - samples/sec: 2681.33 - lr: 0.050000 - momentum: 0.000000 2024-03-14 19:21:57,497 epoch 109 - iter 3470/6941 - loss 0.16844267 - time (sec): 721.61 - samples/sec: 2688.75 - lr: 0.050000 - momentum: 0.000000 2024-03-14 19:24:20,661 epoch 109 - iter 4164/6941 - loss 0.16837037 - time (sec): 864.77 - samples/sec: 2692.00 - lr: 0.050000 - momentum: 0.000000 2024-03-14 19:26:44,995 epoch 109 - iter 4858/6941 - loss 0.16850433 - time (sec): 1009.11 - samples/sec: 2691.57 - lr: 0.050000 - momentum: 0.000000 2024-03-14 19:29:12,713 epoch 109 - iter 5552/6941 - loss 0.16841112 - time (sec): 1156.82 - samples/sec: 2684.37 - lr: 0.050000 - momentum: 0.000000 2024-03-14 19:31:38,740 epoch 109 - iter 6246/6941 - loss 0.16845619 - time (sec): 1302.85 - samples/sec: 2681.16 - lr: 0.050000 - momentum: 0.000000 2024-03-14 19:34:01,427 epoch 109 - iter 6940/6941 - loss 0.16857927 - time (sec): 1445.54 - samples/sec: 2684.30 - lr: 0.050000 - momentum: 0.000000 2024-03-14 19:34:01,519 ---------------------------------------------------------------------------------------------------- 2024-03-14 19:34:01,519 EPOCH 109 done: loss 0.1686 - lr: 0.050000 2024-03-14 19:34:01,519 - 0 epochs without improvement 2024-03-14 19:34:01,519 ---------------------------------------------------------------------------------------------------- 2024-03-14 19:36:25,912 epoch 110 - iter 694/6941 - loss 0.16882650 - time (sec): 144.39 - samples/sec: 2700.18 - lr: 0.050000 - momentum: 0.000000 2024-03-14 19:38:52,351 epoch 110 - iter 1388/6941 - loss 0.16868478 - time (sec): 290.83 - samples/sec: 2674.26 - lr: 0.050000 - momentum: 0.000000 2024-03-14 19:41:18,194 epoch 110 - iter 2082/6941 - loss 0.16745285 - time (sec): 436.67 - samples/sec: 2672.83 - lr: 0.050000 - momentum: 0.000000 2024-03-14 19:43:41,266 epoch 110 - iter 2776/6941 - loss 0.16782565 - time (sec): 579.75 - samples/sec: 2674.55 - lr: 0.050000 - momentum: 0.000000 2024-03-14 19:46:05,405 epoch 110 - iter 3470/6941 - loss 0.16830701 - time (sec): 723.89 - samples/sec: 2680.93 - lr: 0.050000 - momentum: 0.000000 2024-03-14 19:48:28,812 epoch 110 - iter 4164/6941 - loss 0.16846278 - time (sec): 867.29 - samples/sec: 2685.13 - lr: 0.050000 - momentum: 0.000000 2024-03-14 19:50:53,626 epoch 110 - iter 4858/6941 - loss 0.16837531 - time (sec): 1012.11 - samples/sec: 2682.95 - lr: 0.050000 - momentum: 0.000000 2024-03-14 19:53:17,658 epoch 110 - iter 5552/6941 - loss 0.16812016 - time (sec): 1156.14 - samples/sec: 2684.16 - lr: 0.050000 - momentum: 0.000000 2024-03-14 19:55:42,763 epoch 110 - iter 6246/6941 - loss 0.16835639 - time (sec): 1301.24 - samples/sec: 2682.86 - lr: 0.050000 - momentum: 0.000000 2024-03-14 19:58:07,575 epoch 110 - iter 6940/6941 - loss 0.16816969 - time (sec): 1446.06 - samples/sec: 2683.33 - lr: 0.050000 - momentum: 0.000000 2024-03-14 19:58:07,696 ---------------------------------------------------------------------------------------------------- 2024-03-14 19:58:07,696 EPOCH 110 done: loss 0.1682 - lr: 0.050000 2024-03-14 19:58:07,696 - 0 epochs without improvement 2024-03-14 19:58:07,696 ---------------------------------------------------------------------------------------------------- 2024-03-14 20:00:33,638 epoch 111 - iter 694/6941 - loss 0.16765155 - time (sec): 145.94 - samples/sec: 2668.53 - lr: 0.050000 - momentum: 0.000000 2024-03-14 20:03:00,003 epoch 111 - iter 1388/6941 - loss 0.16798113 - time (sec): 292.31 - samples/sec: 2658.96 - lr: 0.050000 - momentum: 0.000000 2024-03-14 20:05:19,154 epoch 111 - iter 2082/6941 - loss 0.16767323 - time (sec): 431.46 - samples/sec: 2695.84 - lr: 0.050000 - momentum: 0.000000 2024-03-14 20:07:46,415 epoch 111 - iter 2776/6941 - loss 0.16781982 - time (sec): 578.72 - samples/sec: 2682.62 - lr: 0.050000 - momentum: 0.000000 2024-03-14 20:10:09,703 epoch 111 - iter 3470/6941 - loss 0.16772265 - time (sec): 722.01 - samples/sec: 2689.07 - lr: 0.050000 - momentum: 0.000000 2024-03-14 20:12:31,719 epoch 111 - iter 4164/6941 - loss 0.16811489 - time (sec): 864.02 - samples/sec: 2694.54 - lr: 0.050000 - momentum: 0.000000 2024-03-14 20:14:59,279 epoch 111 - iter 4858/6941 - loss 0.16819579 - time (sec): 1011.58 - samples/sec: 2684.62 - lr: 0.050000 - momentum: 0.000000 2024-03-14 20:17:26,153 epoch 111 - iter 5552/6941 - loss 0.16828829 - time (sec): 1158.46 - samples/sec: 2679.68 - lr: 0.050000 - momentum: 0.000000 2024-03-14 20:19:49,372 epoch 111 - iter 6246/6941 - loss 0.16818116 - time (sec): 1301.68 - samples/sec: 2682.72 - lr: 0.050000 - momentum: 0.000000 2024-03-14 20:22:12,886 epoch 111 - iter 6940/6941 - loss 0.16805810 - time (sec): 1445.19 - samples/sec: 2684.94 - lr: 0.050000 - momentum: 0.000000 2024-03-14 20:22:12,990 ---------------------------------------------------------------------------------------------------- 2024-03-14 20:22:12,990 EPOCH 111 done: loss 0.1681 - lr: 0.050000 2024-03-14 20:22:12,990 - 0 epochs without improvement 2024-03-14 20:22:12,990 ---------------------------------------------------------------------------------------------------- 2024-03-14 20:24:40,501 epoch 112 - iter 694/6941 - loss 0.16800622 - time (sec): 147.51 - samples/sec: 2650.27 - lr: 0.050000 - momentum: 0.000000 2024-03-14 20:27:04,038 epoch 112 - iter 1388/6941 - loss 0.16807277 - time (sec): 291.05 - samples/sec: 2675.73 - lr: 0.050000 - momentum: 0.000000 2024-03-14 20:29:27,527 epoch 112 - iter 2082/6941 - loss 0.16787640 - time (sec): 434.54 - samples/sec: 2683.79 - lr: 0.050000 - momentum: 0.000000 2024-03-14 20:31:51,300 epoch 112 - iter 2776/6941 - loss 0.16714163 - time (sec): 578.31 - samples/sec: 2686.49 - lr: 0.050000 - momentum: 0.000000 2024-03-14 20:34:15,038 epoch 112 - iter 3470/6941 - loss 0.16742696 - time (sec): 722.05 - samples/sec: 2688.27 - lr: 0.050000 - momentum: 0.000000 2024-03-14 20:36:38,891 epoch 112 - iter 4164/6941 - loss 0.16731590 - time (sec): 865.90 - samples/sec: 2690.31 - lr: 0.050000 - momentum: 0.000000 2024-03-14 20:39:05,541 epoch 112 - iter 4858/6941 - loss 0.16746203 - time (sec): 1012.55 - samples/sec: 2684.79 - lr: 0.050000 - momentum: 0.000000 2024-03-14 20:41:31,792 epoch 112 - iter 5552/6941 - loss 0.16743754 - time (sec): 1158.80 - samples/sec: 2680.87 - lr: 0.050000 - momentum: 0.000000 2024-03-14 20:43:55,871 epoch 112 - iter 6246/6941 - loss 0.16725742 - time (sec): 1302.88 - samples/sec: 2680.86 - lr: 0.050000 - momentum: 0.000000 2024-03-14 20:46:19,677 epoch 112 - iter 6940/6941 - loss 0.16727292 - time (sec): 1446.69 - samples/sec: 2682.17 - lr: 0.050000 - momentum: 0.000000 2024-03-14 20:46:19,798 ---------------------------------------------------------------------------------------------------- 2024-03-14 20:46:19,798 EPOCH 112 done: loss 0.1673 - lr: 0.050000 2024-03-14 20:46:19,798 - 0 epochs without improvement 2024-03-14 20:46:19,798 ---------------------------------------------------------------------------------------------------- 2024-03-14 20:48:41,388 epoch 113 - iter 694/6941 - loss 0.16469096 - time (sec): 141.59 - samples/sec: 2732.05 - lr: 0.050000 - momentum: 0.000000 2024-03-14 20:51:06,471 epoch 113 - iter 1388/6941 - loss 0.16619882 - time (sec): 286.67 - samples/sec: 2706.06 - lr: 0.050000 - momentum: 0.000000 2024-03-14 20:53:31,225 epoch 113 - iter 2082/6941 - loss 0.16613598 - time (sec): 431.43 - samples/sec: 2703.00 - lr: 0.050000 - momentum: 0.000000 2024-03-14 20:55:55,782 epoch 113 - iter 2776/6941 - loss 0.16604137 - time (sec): 575.98 - samples/sec: 2692.64 - lr: 0.050000 - momentum: 0.000000 2024-03-14 20:58:20,697 epoch 113 - iter 3470/6941 - loss 0.16618455 - time (sec): 720.90 - samples/sec: 2690.52 - lr: 0.050000 - momentum: 0.000000 2024-03-14 21:00:48,311 epoch 113 - iter 4164/6941 - loss 0.16671838 - time (sec): 868.51 - samples/sec: 2681.13 - lr: 0.050000 - momentum: 0.000000 2024-03-14 21:03:13,391 epoch 113 - iter 4858/6941 - loss 0.16674156 - time (sec): 1013.59 - samples/sec: 2680.70 - lr: 0.050000 - momentum: 0.000000 2024-03-14 21:05:40,940 epoch 113 - iter 5552/6941 - loss 0.16701451 - time (sec): 1161.14 - samples/sec: 2676.33 - lr: 0.050000 - momentum: 0.000000 2024-03-14 21:08:04,735 epoch 113 - iter 6246/6941 - loss 0.16706824 - time (sec): 1304.94 - samples/sec: 2679.76 - lr: 0.050000 - momentum: 0.000000 2024-03-14 21:10:26,599 epoch 113 - iter 6940/6941 - loss 0.16714449 - time (sec): 1446.80 - samples/sec: 2681.98 - lr: 0.050000 - momentum: 0.000000 2024-03-14 21:10:26,665 ---------------------------------------------------------------------------------------------------- 2024-03-14 21:10:26,665 EPOCH 113 done: loss 0.1671 - lr: 0.050000 2024-03-14 21:10:26,665 - 0 epochs without improvement 2024-03-14 21:10:26,665 ---------------------------------------------------------------------------------------------------- 2024-03-14 21:12:50,244 epoch 114 - iter 694/6941 - loss 0.16509629 - time (sec): 143.58 - samples/sec: 2690.19 - lr: 0.050000 - momentum: 0.000000 2024-03-14 21:15:17,218 epoch 114 - iter 1388/6941 - loss 0.16713114 - time (sec): 290.55 - samples/sec: 2669.27 - lr: 0.050000 - momentum: 0.000000 2024-03-14 21:17:41,596 epoch 114 - iter 2082/6941 - loss 0.16702260 - time (sec): 434.93 - samples/sec: 2672.59 - lr: 0.050000 - momentum: 0.000000 2024-03-14 21:20:06,865 epoch 114 - iter 2776/6941 - loss 0.16656795 - time (sec): 580.20 - samples/sec: 2675.38 - lr: 0.050000 - momentum: 0.000000 2024-03-14 21:22:30,525 epoch 114 - iter 3470/6941 - loss 0.16674081 - time (sec): 723.86 - samples/sec: 2681.11 - lr: 0.050000 - momentum: 0.000000 2024-03-14 21:24:54,389 epoch 114 - iter 4164/6941 - loss 0.16670023 - time (sec): 867.72 - samples/sec: 2683.87 - lr: 0.050000 - momentum: 0.000000 2024-03-14 21:27:20,034 epoch 114 - iter 4858/6941 - loss 0.16671606 - time (sec): 1013.37 - samples/sec: 2681.13 - lr: 0.050000 - momentum: 0.000000 2024-03-14 21:29:41,730 epoch 114 - iter 5552/6941 - loss 0.16674290 - time (sec): 1155.07 - samples/sec: 2688.95 - lr: 0.050000 - momentum: 0.000000 2024-03-14 21:32:07,368 epoch 114 - iter 6246/6941 - loss 0.16671467 - time (sec): 1300.70 - samples/sec: 2686.26 - lr: 0.050000 - momentum: 0.000000 2024-03-14 21:34:31,977 epoch 114 - iter 6940/6941 - loss 0.16684383 - time (sec): 1445.31 - samples/sec: 2684.74 - lr: 0.050000 - momentum: 0.000000 2024-03-14 21:34:32,037 ---------------------------------------------------------------------------------------------------- 2024-03-14 21:34:32,037 EPOCH 114 done: loss 0.1668 - lr: 0.050000 2024-03-14 21:34:32,037 - 0 epochs without improvement 2024-03-14 21:34:32,037 ---------------------------------------------------------------------------------------------------- 2024-03-14 21:36:56,629 epoch 115 - iter 694/6941 - loss 0.16616681 - time (sec): 144.59 - samples/sec: 2666.11 - lr: 0.050000 - momentum: 0.000000 2024-03-14 21:39:24,776 epoch 115 - iter 1388/6941 - loss 0.16573527 - time (sec): 292.74 - samples/sec: 2651.17 - lr: 0.050000 - momentum: 0.000000 2024-03-14 21:41:51,124 epoch 115 - iter 2082/6941 - loss 0.16617181 - time (sec): 439.09 - samples/sec: 2656.44 - lr: 0.050000 - momentum: 0.000000 2024-03-14 21:44:14,591 epoch 115 - iter 2776/6941 - loss 0.16572872 - time (sec): 582.55 - samples/sec: 2670.16 - lr: 0.050000 - momentum: 0.000000 2024-03-14 21:46:37,545 epoch 115 - iter 3470/6941 - loss 0.16587071 - time (sec): 725.51 - samples/sec: 2678.87 - lr: 0.050000 - momentum: 0.000000 2024-03-14 21:49:02,019 epoch 115 - iter 4164/6941 - loss 0.16627437 - time (sec): 869.98 - samples/sec: 2679.25 - lr: 0.050000 - momentum: 0.000000 2024-03-14 21:51:24,689 epoch 115 - iter 4858/6941 - loss 0.16622010 - time (sec): 1012.65 - samples/sec: 2683.36 - lr: 0.050000 - momentum: 0.000000 2024-03-14 21:53:51,044 epoch 115 - iter 5552/6941 - loss 0.16617268 - time (sec): 1159.01 - samples/sec: 2678.67 - lr: 0.050000 - momentum: 0.000000 2024-03-14 21:56:18,093 epoch 115 - iter 6246/6941 - loss 0.16653419 - time (sec): 1306.06 - samples/sec: 2674.05 - lr: 0.050000 - momentum: 0.000000 2024-03-14 21:58:40,549 epoch 115 - iter 6940/6941 - loss 0.16647578 - time (sec): 1448.51 - samples/sec: 2678.79 - lr: 0.050000 - momentum: 0.000000 2024-03-14 21:58:40,654 ---------------------------------------------------------------------------------------------------- 2024-03-14 21:58:40,654 EPOCH 115 done: loss 0.1665 - lr: 0.050000 2024-03-14 21:58:40,654 - 0 epochs without improvement 2024-03-14 21:58:40,654 ---------------------------------------------------------------------------------------------------- 2024-03-14 22:01:07,621 epoch 116 - iter 694/6941 - loss 0.16544435 - time (sec): 146.97 - samples/sec: 2647.72 - lr: 0.050000 - momentum: 0.000000 2024-03-14 22:03:31,002 epoch 116 - iter 1388/6941 - loss 0.16690440 - time (sec): 290.35 - samples/sec: 2671.50 - lr: 0.050000 - momentum: 0.000000 2024-03-14 22:05:55,524 epoch 116 - iter 2082/6941 - loss 0.16628826 - time (sec): 434.87 - samples/sec: 2675.51 - lr: 0.050000 - momentum: 0.000000 2024-03-14 22:08:18,048 epoch 116 - iter 2776/6941 - loss 0.16645537 - time (sec): 577.39 - samples/sec: 2680.49 - lr: 0.050000 - momentum: 0.000000 2024-03-14 22:10:41,133 epoch 116 - iter 3470/6941 - loss 0.16662896 - time (sec): 720.48 - samples/sec: 2683.59 - lr: 0.050000 - momentum: 0.000000 2024-03-14 22:13:04,136 epoch 116 - iter 4164/6941 - loss 0.16660759 - time (sec): 863.48 - samples/sec: 2687.97 - lr: 0.050000 - momentum: 0.000000 2024-03-14 22:15:29,185 epoch 116 - iter 4858/6941 - loss 0.16679272 - time (sec): 1008.53 - samples/sec: 2689.25 - lr: 0.050000 - momentum: 0.000000 2024-03-14 22:17:58,747 epoch 116 - iter 5552/6941 - loss 0.16652890 - time (sec): 1158.09 - samples/sec: 2680.52 - lr: 0.050000 - momentum: 0.000000 2024-03-14 22:20:22,636 epoch 116 - iter 6246/6941 - loss 0.16656254 - time (sec): 1301.98 - samples/sec: 2681.93 - lr: 0.050000 - momentum: 0.000000 2024-03-14 22:22:46,575 epoch 116 - iter 6940/6941 - loss 0.16666069 - time (sec): 1445.92 - samples/sec: 2683.61 - lr: 0.050000 - momentum: 0.000000 2024-03-14 22:22:46,628 ---------------------------------------------------------------------------------------------------- 2024-03-14 22:22:46,628 EPOCH 116 done: loss 0.1667 - lr: 0.050000 2024-03-14 22:22:46,628 - 1 epochs without improvement 2024-03-14 22:22:46,628 ---------------------------------------------------------------------------------------------------- 2024-03-14 22:25:16,478 epoch 117 - iter 694/6941 - loss 0.16666541 - time (sec): 149.85 - samples/sec: 2611.12 - lr: 0.050000 - momentum: 0.000000 2024-03-14 22:27:40,890 epoch 117 - iter 1388/6941 - loss 0.16664279 - time (sec): 294.26 - samples/sec: 2645.92 - lr: 0.050000 - momentum: 0.000000 2024-03-14 22:30:06,791 epoch 117 - iter 2082/6941 - loss 0.16708794 - time (sec): 440.16 - samples/sec: 2646.94 - lr: 0.050000 - momentum: 0.000000 2024-03-14 22:32:28,022 epoch 117 - iter 2776/6941 - loss 0.16706425 - time (sec): 581.39 - samples/sec: 2666.73 - lr: 0.050000 - momentum: 0.000000 2024-03-14 22:34:51,343 epoch 117 - iter 3470/6941 - loss 0.16653097 - time (sec): 724.71 - samples/sec: 2673.55 - lr: 0.050000 - momentum: 0.000000 2024-03-14 22:37:15,163 epoch 117 - iter 4164/6941 - loss 0.16625629 - time (sec): 868.54 - samples/sec: 2676.74 - lr: 0.050000 - momentum: 0.000000 2024-03-14 22:39:37,858 epoch 117 - iter 4858/6941 - loss 0.16618109 - time (sec): 1011.23 - samples/sec: 2681.52 - lr: 0.050000 - momentum: 0.000000 2024-03-14 22:42:04,149 epoch 117 - iter 5552/6941 - loss 0.16625092 - time (sec): 1157.52 - samples/sec: 2678.21 - lr: 0.050000 - momentum: 0.000000 2024-03-14 22:44:29,936 epoch 117 - iter 6246/6941 - loss 0.16612373 - time (sec): 1303.31 - samples/sec: 2677.53 - lr: 0.050000 - momentum: 0.000000 2024-03-14 22:46:55,501 epoch 117 - iter 6940/6941 - loss 0.16618987 - time (sec): 1448.87 - samples/sec: 2678.11 - lr: 0.050000 - momentum: 0.000000 2024-03-14 22:46:55,654 ---------------------------------------------------------------------------------------------------- 2024-03-14 22:46:55,654 EPOCH 117 done: loss 0.1662 - lr: 0.050000 2024-03-14 22:46:55,654 - 0 epochs without improvement 2024-03-14 22:46:55,655 ---------------------------------------------------------------------------------------------------- 2024-03-14 22:49:19,471 epoch 118 - iter 694/6941 - loss 0.16496507 - time (sec): 143.82 - samples/sec: 2698.46 - lr: 0.050000 - momentum: 0.000000 2024-03-14 22:51:42,817 epoch 118 - iter 1388/6941 - loss 0.16439603 - time (sec): 287.16 - samples/sec: 2700.95 - lr: 0.050000 - momentum: 0.000000 2024-03-14 22:54:09,116 epoch 118 - iter 2082/6941 - loss 0.16446426 - time (sec): 433.46 - samples/sec: 2689.39 - lr: 0.050000 - momentum: 0.000000 2024-03-14 22:56:32,578 epoch 118 - iter 2776/6941 - loss 0.16472374 - time (sec): 576.92 - samples/sec: 2691.25 - lr: 0.050000 - momentum: 0.000000 2024-03-14 22:58:57,662 epoch 118 - iter 3470/6941 - loss 0.16473830 - time (sec): 722.01 - samples/sec: 2690.65 - lr: 0.050000 - momentum: 0.000000 2024-03-14 23:01:23,031 epoch 118 - iter 4164/6941 - loss 0.16537387 - time (sec): 867.38 - samples/sec: 2689.07 - lr: 0.050000 - momentum: 0.000000 2024-03-14 23:03:47,417 epoch 118 - iter 4858/6941 - loss 0.16518330 - time (sec): 1011.76 - samples/sec: 2690.09 - lr: 0.050000 - momentum: 0.000000 2024-03-14 23:06:10,510 epoch 118 - iter 5552/6941 - loss 0.16555033 - time (sec): 1154.86 - samples/sec: 2691.60 - lr: 0.050000 - momentum: 0.000000 2024-03-14 23:08:34,294 epoch 118 - iter 6246/6941 - loss 0.16569964 - time (sec): 1298.64 - samples/sec: 2691.26 - lr: 0.050000 - momentum: 0.000000 2024-03-14 23:11:00,624 epoch 118 - iter 6940/6941 - loss 0.16577107 - time (sec): 1444.97 - samples/sec: 2685.34 - lr: 0.050000 - momentum: 0.000000 2024-03-14 23:11:00,744 ---------------------------------------------------------------------------------------------------- 2024-03-14 23:11:00,744 EPOCH 118 done: loss 0.1658 - lr: 0.050000 2024-03-14 23:11:00,744 - 0 epochs without improvement 2024-03-14 23:11:00,744 ---------------------------------------------------------------------------------------------------- 2024-03-14 23:13:24,115 epoch 119 - iter 694/6941 - loss 0.16697346 - time (sec): 143.37 - samples/sec: 2700.78 - lr: 0.050000 - momentum: 0.000000 2024-03-14 23:15:51,383 epoch 119 - iter 1388/6941 - loss 0.16557305 - time (sec): 290.64 - samples/sec: 2676.70 - lr: 0.050000 - momentum: 0.000000 2024-03-14 23:18:16,032 epoch 119 - iter 2082/6941 - loss 0.16557603 - time (sec): 435.29 - samples/sec: 2686.46 - lr: 0.050000 - momentum: 0.000000 2024-03-14 23:20:39,936 epoch 119 - iter 2776/6941 - loss 0.16568990 - time (sec): 579.19 - samples/sec: 2686.67 - lr: 0.050000 - momentum: 0.000000 2024-03-14 23:23:06,300 epoch 119 - iter 3470/6941 - loss 0.16587406 - time (sec): 725.56 - samples/sec: 2681.28 - lr: 0.050000 - momentum: 0.000000 2024-03-14 23:25:29,111 epoch 119 - iter 4164/6941 - loss 0.16565891 - time (sec): 868.37 - samples/sec: 2687.17 - lr: 0.050000 - momentum: 0.000000 2024-03-14 23:27:52,069 epoch 119 - iter 4858/6941 - loss 0.16572111 - time (sec): 1011.33 - samples/sec: 2688.94 - lr: 0.050000 - momentum: 0.000000 2024-03-14 23:30:14,956 epoch 119 - iter 5552/6941 - loss 0.16568969 - time (sec): 1154.21 - samples/sec: 2692.36 - lr: 0.050000 - momentum: 0.000000 2024-03-14 23:32:39,255 epoch 119 - iter 6246/6941 - loss 0.16584649 - time (sec): 1298.51 - samples/sec: 2688.18 - lr: 0.050000 - momentum: 0.000000 2024-03-14 23:35:04,322 epoch 119 - iter 6940/6941 - loss 0.16595434 - time (sec): 1443.58 - samples/sec: 2687.97 - lr: 0.050000 - momentum: 0.000000 2024-03-14 23:35:04,365 ---------------------------------------------------------------------------------------------------- 2024-03-14 23:35:04,365 EPOCH 119 done: loss 0.1660 - lr: 0.050000 2024-03-14 23:35:04,365 - 1 epochs without improvement 2024-03-14 23:35:04,365 ---------------------------------------------------------------------------------------------------- 2024-03-14 23:37:26,935 epoch 120 - iter 694/6941 - loss 0.16443765 - time (sec): 142.57 - samples/sec: 2703.92 - lr: 0.050000 - momentum: 0.000000 2024-03-14 23:39:50,666 epoch 120 - iter 1388/6941 - loss 0.16459048 - time (sec): 286.30 - samples/sec: 2697.57 - lr: 0.050000 - momentum: 0.000000 2024-03-14 23:42:15,769 epoch 120 - iter 2082/6941 - loss 0.16403610 - time (sec): 431.40 - samples/sec: 2688.97 - lr: 0.050000 - momentum: 0.000000 2024-03-14 23:44:39,708 epoch 120 - iter 2776/6941 - loss 0.16526908 - time (sec): 575.34 - samples/sec: 2687.55 - lr: 0.050000 - momentum: 0.000000 2024-03-14 23:47:04,127 epoch 120 - iter 3470/6941 - loss 0.16537137 - time (sec): 719.76 - samples/sec: 2686.22 - lr: 0.050000 - momentum: 0.000000 2024-03-14 23:49:29,672 epoch 120 - iter 4164/6941 - loss 0.16533450 - time (sec): 865.31 - samples/sec: 2685.38 - lr: 0.050000 - momentum: 0.000000 2024-03-14 23:51:56,525 epoch 120 - iter 4858/6941 - loss 0.16514051 - time (sec): 1012.16 - samples/sec: 2680.93 - lr: 0.050000 - momentum: 0.000000 2024-03-14 23:54:21,449 epoch 120 - iter 5552/6941 - loss 0.16539244 - time (sec): 1157.08 - samples/sec: 2680.82 - lr: 0.050000 - momentum: 0.000000 2024-03-14 23:56:45,667 epoch 120 - iter 6246/6941 - loss 0.16541521 - time (sec): 1301.30 - samples/sec: 2683.36 - lr: 0.050000 - momentum: 0.000000 2024-03-14 23:59:12,426 epoch 120 - iter 6940/6941 - loss 0.16574110 - time (sec): 1448.06 - samples/sec: 2679.64 - lr: 0.050000 - momentum: 0.000000 2024-03-14 23:59:12,496 ---------------------------------------------------------------------------------------------------- 2024-03-14 23:59:12,496 EPOCH 120 done: loss 0.1657 - lr: 0.050000 2024-03-14 23:59:12,496 - 0 epochs without improvement 2024-03-14 23:59:12,496 ---------------------------------------------------------------------------------------------------- 2024-03-15 00:01:39,342 epoch 121 - iter 694/6941 - loss 0.16495162 - time (sec): 146.85 - samples/sec: 2647.11 - lr: 0.050000 - momentum: 0.000000 2024-03-15 00:04:06,079 epoch 121 - iter 1388/6941 - loss 0.16579141 - time (sec): 293.58 - samples/sec: 2651.71 - lr: 0.050000 - momentum: 0.000000 2024-03-15 00:06:28,224 epoch 121 - iter 2082/6941 - loss 0.16531672 - time (sec): 435.73 - samples/sec: 2668.85 - lr: 0.050000 - momentum: 0.000000 2024-03-15 00:08:51,410 epoch 121 - iter 2776/6941 - loss 0.16558343 - time (sec): 578.91 - samples/sec: 2680.52 - lr: 0.050000 - momentum: 0.000000 2024-03-15 00:11:12,657 epoch 121 - iter 3470/6941 - loss 0.16556142 - time (sec): 720.16 - samples/sec: 2692.26 - lr: 0.050000 - momentum: 0.000000 2024-03-15 00:13:36,641 epoch 121 - iter 4164/6941 - loss 0.16552580 - time (sec): 864.15 - samples/sec: 2691.96 - lr: 0.050000 - momentum: 0.000000 2024-03-15 00:16:02,128 epoch 121 - iter 4858/6941 - loss 0.16518862 - time (sec): 1009.63 - samples/sec: 2691.13 - lr: 0.050000 - momentum: 0.000000 2024-03-15 00:18:27,762 epoch 121 - iter 5552/6941 - loss 0.16569570 - time (sec): 1155.27 - samples/sec: 2688.15 - lr: 0.050000 - momentum: 0.000000 2024-03-15 00:20:52,541 epoch 121 - iter 6246/6941 - loss 0.16566471 - time (sec): 1300.04 - samples/sec: 2688.56 - lr: 0.050000 - momentum: 0.000000 2024-03-15 00:23:14,831 epoch 121 - iter 6940/6941 - loss 0.16585396 - time (sec): 1442.33 - samples/sec: 2690.28 - lr: 0.050000 - momentum: 0.000000 2024-03-15 00:23:14,875 ---------------------------------------------------------------------------------------------------- 2024-03-15 00:23:14,875 EPOCH 121 done: loss 0.1659 - lr: 0.050000 2024-03-15 00:23:14,875 - 1 epochs without improvement 2024-03-15 00:23:14,875 ---------------------------------------------------------------------------------------------------- 2024-03-15 00:25:39,584 epoch 122 - iter 694/6941 - loss 0.16435076 - time (sec): 144.71 - samples/sec: 2698.07 - lr: 0.050000 - momentum: 0.000000 2024-03-15 00:28:03,654 epoch 122 - iter 1388/6941 - loss 0.16475948 - time (sec): 288.78 - samples/sec: 2693.32 - lr: 0.050000 - momentum: 0.000000 2024-03-15 00:30:27,526 epoch 122 - iter 2082/6941 - loss 0.16481434 - time (sec): 432.65 - samples/sec: 2691.96 - lr: 0.050000 - momentum: 0.000000 2024-03-15 00:32:51,245 epoch 122 - iter 2776/6941 - loss 0.16488320 - time (sec): 576.37 - samples/sec: 2692.55 - lr: 0.050000 - momentum: 0.000000 2024-03-15 00:35:17,522 epoch 122 - iter 3470/6941 - loss 0.16508331 - time (sec): 722.65 - samples/sec: 2687.33 - lr: 0.050000 - momentum: 0.000000 2024-03-15 00:37:41,180 epoch 122 - iter 4164/6941 - loss 0.16503417 - time (sec): 866.30 - samples/sec: 2687.91 - lr: 0.050000 - momentum: 0.000000 2024-03-15 00:40:06,018 epoch 122 - iter 4858/6941 - loss 0.16509133 - time (sec): 1011.14 - samples/sec: 2686.51 - lr: 0.050000 - momentum: 0.000000 2024-03-15 00:42:31,881 epoch 122 - iter 5552/6941 - loss 0.16521240 - time (sec): 1157.01 - samples/sec: 2683.29 - lr: 0.050000 - momentum: 0.000000 2024-03-15 00:44:55,171 epoch 122 - iter 6246/6941 - loss 0.16522926 - time (sec): 1300.30 - samples/sec: 2685.30 - lr: 0.050000 - momentum: 0.000000 2024-03-15 00:47:20,417 epoch 122 - iter 6940/6941 - loss 0.16541068 - time (sec): 1445.54 - samples/sec: 2684.28 - lr: 0.050000 - momentum: 0.000000 2024-03-15 00:47:20,558 ---------------------------------------------------------------------------------------------------- 2024-03-15 00:47:20,558 EPOCH 122 done: loss 0.1654 - lr: 0.050000 2024-03-15 00:47:20,558 - 0 epochs without improvement 2024-03-15 00:47:20,559 ---------------------------------------------------------------------------------------------------- 2024-03-15 00:49:44,510 epoch 123 - iter 694/6941 - loss 0.16543951 - time (sec): 143.95 - samples/sec: 2693.82 - lr: 0.050000 - momentum: 0.000000 2024-03-15 00:52:09,103 epoch 123 - iter 1388/6941 - loss 0.16525473 - time (sec): 288.54 - samples/sec: 2694.79 - lr: 0.050000 - momentum: 0.000000 2024-03-15 00:54:35,320 epoch 123 - iter 2082/6941 - loss 0.16564383 - time (sec): 434.76 - samples/sec: 2681.41 - lr: 0.050000 - momentum: 0.000000 2024-03-15 00:56:59,113 epoch 123 - iter 2776/6941 - loss 0.16582131 - time (sec): 578.55 - samples/sec: 2684.74 - lr: 0.050000 - momentum: 0.000000 2024-03-15 00:59:24,045 epoch 123 - iter 3470/6941 - loss 0.16543842 - time (sec): 723.49 - samples/sec: 2681.79 - lr: 0.050000 - momentum: 0.000000 2024-03-15 01:01:50,156 epoch 123 - iter 4164/6941 - loss 0.16529247 - time (sec): 869.60 - samples/sec: 2677.53 - lr: 0.050000 - momentum: 0.000000 2024-03-15 01:04:15,919 epoch 123 - iter 4858/6941 - loss 0.16531018 - time (sec): 1015.36 - samples/sec: 2675.31 - lr: 0.050000 - momentum: 0.000000 2024-03-15 01:06:37,991 epoch 123 - iter 5552/6941 - loss 0.16534396 - time (sec): 1157.43 - samples/sec: 2682.19 - lr: 0.050000 - momentum: 0.000000 2024-03-15 01:09:01,398 epoch 123 - iter 6246/6941 - loss 0.16532232 - time (sec): 1300.84 - samples/sec: 2684.63 - lr: 0.050000 - momentum: 0.000000 2024-03-15 01:11:23,626 epoch 123 - iter 6940/6941 - loss 0.16517602 - time (sec): 1443.07 - samples/sec: 2688.91 - lr: 0.050000 - momentum: 0.000000 2024-03-15 01:11:23,700 ---------------------------------------------------------------------------------------------------- 2024-03-15 01:11:23,700 EPOCH 123 done: loss 0.1652 - lr: 0.050000 2024-03-15 01:11:23,700 - 0 epochs without improvement 2024-03-15 01:11:23,700 ---------------------------------------------------------------------------------------------------- 2024-03-15 01:13:48,939 epoch 124 - iter 694/6941 - loss 0.16485632 - time (sec): 145.24 - samples/sec: 2681.40 - lr: 0.050000 - momentum: 0.000000 2024-03-15 01:16:13,284 epoch 124 - iter 1388/6941 - loss 0.16511984 - time (sec): 289.58 - samples/sec: 2684.79 - lr: 0.050000 - momentum: 0.000000 2024-03-15 01:18:37,099 epoch 124 - iter 2082/6941 - loss 0.16473241 - time (sec): 433.40 - samples/sec: 2685.58 - lr: 0.050000 - momentum: 0.000000 2024-03-15 01:20:59,174 epoch 124 - iter 2776/6941 - loss 0.16473241 - time (sec): 575.47 - samples/sec: 2694.97 - lr: 0.050000 - momentum: 0.000000 2024-03-15 01:23:23,762 epoch 124 - iter 3470/6941 - loss 0.16492398 - time (sec): 720.06 - samples/sec: 2696.08 - lr: 0.050000 - momentum: 0.000000 2024-03-15 01:25:47,158 epoch 124 - iter 4164/6941 - loss 0.16527896 - time (sec): 863.46 - samples/sec: 2697.06 - lr: 0.050000 - momentum: 0.000000 2024-03-15 01:28:16,962 epoch 124 - iter 4858/6941 - loss 0.16511224 - time (sec): 1013.26 - samples/sec: 2683.11 - lr: 0.050000 - momentum: 0.000000 2024-03-15 01:30:41,273 epoch 124 - iter 5552/6941 - loss 0.16505066 - time (sec): 1157.57 - samples/sec: 2684.72 - lr: 0.050000 - momentum: 0.000000 2024-03-15 01:33:05,280 epoch 124 - iter 6246/6941 - loss 0.16515803 - time (sec): 1301.58 - samples/sec: 2684.00 - lr: 0.050000 - momentum: 0.000000 2024-03-15 01:35:31,787 epoch 124 - iter 6940/6941 - loss 0.16499454 - time (sec): 1448.09 - samples/sec: 2679.58 - lr: 0.050000 - momentum: 0.000000 2024-03-15 01:35:31,870 ---------------------------------------------------------------------------------------------------- 2024-03-15 01:35:31,870 EPOCH 124 done: loss 0.1650 - lr: 0.050000 2024-03-15 01:35:31,870 - 0 epochs without improvement 2024-03-15 01:35:31,870 ---------------------------------------------------------------------------------------------------- 2024-03-15 01:37:59,376 epoch 125 - iter 694/6941 - loss 0.16351808 - time (sec): 147.51 - samples/sec: 2644.19 - lr: 0.050000 - momentum: 0.000000 2024-03-15 01:40:24,850 epoch 125 - iter 1388/6941 - loss 0.16390119 - time (sec): 292.98 - samples/sec: 2660.19 - lr: 0.050000 - momentum: 0.000000 2024-03-15 01:42:48,625 epoch 125 - iter 2082/6941 - loss 0.16442780 - time (sec): 436.75 - samples/sec: 2677.97 - lr: 0.050000 - momentum: 0.000000 2024-03-15 01:45:11,974 epoch 125 - iter 2776/6941 - loss 0.16457003 - time (sec): 580.10 - samples/sec: 2684.94 - lr: 0.050000 - momentum: 0.000000 2024-03-15 01:47:33,865 epoch 125 - iter 3470/6941 - loss 0.16446940 - time (sec): 721.99 - samples/sec: 2690.77 - lr: 0.050000 - momentum: 0.000000 2024-03-15 01:49:58,567 epoch 125 - iter 4164/6941 - loss 0.16459547 - time (sec): 866.70 - samples/sec: 2689.43 - lr: 0.050000 - momentum: 0.000000 2024-03-15 01:52:24,914 epoch 125 - iter 4858/6941 - loss 0.16463886 - time (sec): 1013.04 - samples/sec: 2686.73 - lr: 0.050000 - momentum: 0.000000 2024-03-15 01:54:50,811 epoch 125 - iter 5552/6941 - loss 0.16450949 - time (sec): 1158.94 - samples/sec: 2681.87 - lr: 0.050000 - momentum: 0.000000 2024-03-15 01:57:14,486 epoch 125 - iter 6246/6941 - loss 0.16456253 - time (sec): 1302.62 - samples/sec: 2682.93 - lr: 0.050000 - momentum: 0.000000 2024-03-15 01:59:40,550 epoch 125 - iter 6940/6941 - loss 0.16471395 - time (sec): 1448.68 - samples/sec: 2678.49 - lr: 0.050000 - momentum: 0.000000 2024-03-15 01:59:40,634 ---------------------------------------------------------------------------------------------------- 2024-03-15 01:59:40,634 EPOCH 125 done: loss 0.1647 - lr: 0.050000 2024-03-15 01:59:40,634 - 0 epochs without improvement 2024-03-15 01:59:40,634 ---------------------------------------------------------------------------------------------------- 2024-03-15 02:02:05,326 epoch 126 - iter 694/6941 - loss 0.16383422 - time (sec): 144.69 - samples/sec: 2687.56 - lr: 0.050000 - momentum: 0.000000 2024-03-15 02:04:27,942 epoch 126 - iter 1388/6941 - loss 0.16373534 - time (sec): 287.31 - samples/sec: 2707.87 - lr: 0.050000 - momentum: 0.000000 2024-03-15 02:06:53,518 epoch 126 - iter 2082/6941 - loss 0.16461588 - time (sec): 432.88 - samples/sec: 2688.38 - lr: 0.050000 - momentum: 0.000000 2024-03-15 02:09:18,092 epoch 126 - iter 2776/6941 - loss 0.16417211 - time (sec): 577.46 - samples/sec: 2683.21 - lr: 0.050000 - momentum: 0.000000 2024-03-15 02:11:45,377 epoch 126 - iter 3470/6941 - loss 0.16402918 - time (sec): 724.74 - samples/sec: 2677.26 - lr: 0.050000 - momentum: 0.000000 2024-03-15 02:14:10,399 epoch 126 - iter 4164/6941 - loss 0.16417620 - time (sec): 869.77 - samples/sec: 2677.98 - lr: 0.050000 - momentum: 0.000000 2024-03-15 02:16:33,467 epoch 126 - iter 4858/6941 - loss 0.16413876 - time (sec): 1012.83 - samples/sec: 2682.47 - lr: 0.050000 - momentum: 0.000000 2024-03-15 02:18:57,837 epoch 126 - iter 5552/6941 - loss 0.16429158 - time (sec): 1157.20 - samples/sec: 2683.01 - lr: 0.050000 - momentum: 0.000000 2024-03-15 02:21:24,833 epoch 126 - iter 6246/6941 - loss 0.16431915 - time (sec): 1304.20 - samples/sec: 2679.32 - lr: 0.050000 - momentum: 0.000000 2024-03-15 02:23:48,572 epoch 126 - iter 6940/6941 - loss 0.16460710 - time (sec): 1447.94 - samples/sec: 2679.85 - lr: 0.050000 - momentum: 0.000000 2024-03-15 02:23:48,681 ---------------------------------------------------------------------------------------------------- 2024-03-15 02:23:48,682 EPOCH 126 done: loss 0.1646 - lr: 0.050000 2024-03-15 02:23:48,682 - 0 epochs without improvement 2024-03-15 02:23:48,682 ---------------------------------------------------------------------------------------------------- 2024-03-15 02:26:14,613 epoch 127 - iter 694/6941 - loss 0.16343734 - time (sec): 145.93 - samples/sec: 2658.21 - lr: 0.050000 - momentum: 0.000000 2024-03-15 02:28:36,216 epoch 127 - iter 1388/6941 - loss 0.16402386 - time (sec): 287.53 - samples/sec: 2700.08 - lr: 0.050000 - momentum: 0.000000 2024-03-15 02:31:01,783 epoch 127 - iter 2082/6941 - loss 0.16445012 - time (sec): 433.10 - samples/sec: 2690.47 - lr: 0.050000 - momentum: 0.000000 2024-03-15 02:33:25,909 epoch 127 - iter 2776/6941 - loss 0.16398137 - time (sec): 577.23 - samples/sec: 2692.68 - lr: 0.050000 - momentum: 0.000000 2024-03-15 02:35:50,649 epoch 127 - iter 3470/6941 - loss 0.16399634 - time (sec): 721.97 - samples/sec: 2688.16 - lr: 0.050000 - momentum: 0.000000 2024-03-15 02:38:12,208 epoch 127 - iter 4164/6941 - loss 0.16380036 - time (sec): 863.53 - samples/sec: 2694.44 - lr: 0.050000 - momentum: 0.000000 2024-03-15 02:40:36,720 epoch 127 - iter 4858/6941 - loss 0.16386430 - time (sec): 1008.04 - samples/sec: 2689.59 - lr: 0.050000 - momentum: 0.000000 2024-03-15 02:43:01,804 epoch 127 - iter 5552/6941 - loss 0.16405479 - time (sec): 1153.12 - samples/sec: 2687.40 - lr: 0.050000 - momentum: 0.000000 2024-03-15 02:45:29,249 epoch 127 - iter 6246/6941 - loss 0.16412766 - time (sec): 1300.57 - samples/sec: 2685.80 - lr: 0.050000 - momentum: 0.000000 2024-03-15 02:47:53,128 epoch 127 - iter 6940/6941 - loss 0.16410483 - time (sec): 1444.45 - samples/sec: 2686.34 - lr: 0.050000 - momentum: 0.000000 2024-03-15 02:47:53,214 ---------------------------------------------------------------------------------------------------- 2024-03-15 02:47:53,214 EPOCH 127 done: loss 0.1641 - lr: 0.050000 2024-03-15 02:47:53,214 - 0 epochs without improvement 2024-03-15 02:47:53,214 ---------------------------------------------------------------------------------------------------- 2024-03-15 02:50:19,089 epoch 128 - iter 694/6941 - loss 0.16337680 - time (sec): 145.87 - samples/sec: 2679.63 - lr: 0.050000 - momentum: 0.000000 2024-03-15 02:52:45,042 epoch 128 - iter 1388/6941 - loss 0.16303627 - time (sec): 291.83 - samples/sec: 2671.77 - lr: 0.050000 - momentum: 0.000000 2024-03-15 02:55:09,078 epoch 128 - iter 2082/6941 - loss 0.16338572 - time (sec): 435.86 - samples/sec: 2680.67 - lr: 0.050000 - momentum: 0.000000 2024-03-15 02:57:32,407 epoch 128 - iter 2776/6941 - loss 0.16391054 - time (sec): 579.19 - samples/sec: 2683.95 - lr: 0.050000 - momentum: 0.000000 2024-03-15 02:59:57,933 epoch 128 - iter 3470/6941 - loss 0.16425552 - time (sec): 724.72 - samples/sec: 2682.13 - lr: 0.050000 - momentum: 0.000000 2024-03-15 03:02:24,273 epoch 128 - iter 4164/6941 - loss 0.16417097 - time (sec): 871.06 - samples/sec: 2676.08 - lr: 0.050000 - momentum: 0.000000 2024-03-15 03:04:49,153 epoch 128 - iter 4858/6941 - loss 0.16403001 - time (sec): 1015.94 - samples/sec: 2677.51 - lr: 0.050000 - momentum: 0.000000 2024-03-15 03:07:10,303 epoch 128 - iter 5552/6941 - loss 0.16403993 - time (sec): 1157.09 - samples/sec: 2683.56 - lr: 0.050000 - momentum: 0.000000 2024-03-15 03:09:36,246 epoch 128 - iter 6246/6941 - loss 0.16417229 - time (sec): 1303.03 - samples/sec: 2680.75 - lr: 0.050000 - momentum: 0.000000 2024-03-15 03:11:58,658 epoch 128 - iter 6940/6941 - loss 0.16408630 - time (sec): 1445.44 - samples/sec: 2684.50 - lr: 0.050000 - momentum: 0.000000 2024-03-15 03:11:58,720 ---------------------------------------------------------------------------------------------------- 2024-03-15 03:11:58,720 EPOCH 128 done: loss 0.1641 - lr: 0.050000 2024-03-15 03:11:58,720 - 0 epochs without improvement 2024-03-15 03:11:58,720 ---------------------------------------------------------------------------------------------------- 2024-03-15 03:14:23,200 epoch 129 - iter 694/6941 - loss 0.16505233 - time (sec): 144.48 - samples/sec: 2687.16 - lr: 0.050000 - momentum: 0.000000 2024-03-15 03:16:46,913 epoch 129 - iter 1388/6941 - loss 0.16471956 - time (sec): 288.19 - samples/sec: 2691.43 - lr: 0.050000 - momentum: 0.000000 2024-03-15 03:19:12,893 epoch 129 - iter 2082/6941 - loss 0.16411101 - time (sec): 434.17 - samples/sec: 2676.19 - lr: 0.050000 - momentum: 0.000000 2024-03-15 03:21:36,167 epoch 129 - iter 2776/6941 - loss 0.16404563 - time (sec): 577.45 - samples/sec: 2683.24 - lr: 0.050000 - momentum: 0.000000 2024-03-15 03:24:01,499 epoch 129 - iter 3470/6941 - loss 0.16378253 - time (sec): 722.78 - samples/sec: 2679.28 - lr: 0.050000 - momentum: 0.000000 2024-03-15 03:26:26,231 epoch 129 - iter 4164/6941 - loss 0.16375753 - time (sec): 867.51 - samples/sec: 2680.21 - lr: 0.050000 - momentum: 0.000000 2024-03-15 03:28:50,513 epoch 129 - iter 4858/6941 - loss 0.16400821 - time (sec): 1011.79 - samples/sec: 2682.40 - lr: 0.050000 - momentum: 0.000000 2024-03-15 03:31:16,581 epoch 129 - iter 5552/6941 - loss 0.16391348 - time (sec): 1157.86 - samples/sec: 2680.14 - lr: 0.050000 - momentum: 0.000000 2024-03-15 03:33:41,936 epoch 129 - iter 6246/6941 - loss 0.16399604 - time (sec): 1303.22 - samples/sec: 2678.09 - lr: 0.050000 - momentum: 0.000000 2024-03-15 03:36:06,336 epoch 129 - iter 6940/6941 - loss 0.16423129 - time (sec): 1447.62 - samples/sec: 2680.45 - lr: 0.050000 - momentum: 0.000000 2024-03-15 03:36:06,422 ---------------------------------------------------------------------------------------------------- 2024-03-15 03:36:06,422 EPOCH 129 done: loss 0.1642 - lr: 0.050000 2024-03-15 03:36:06,422 - 1 epochs without improvement 2024-03-15 03:36:06,422 ---------------------------------------------------------------------------------------------------- 2024-03-15 03:38:30,665 epoch 130 - iter 694/6941 - loss 0.16425213 - time (sec): 144.24 - samples/sec: 2695.89 - lr: 0.050000 - momentum: 0.000000 2024-03-15 03:40:52,052 epoch 130 - iter 1388/6941 - loss 0.16359325 - time (sec): 285.63 - samples/sec: 2714.52 - lr: 0.050000 - momentum: 0.000000 2024-03-15 03:43:15,468 epoch 130 - iter 2082/6941 - loss 0.16364825 - time (sec): 429.05 - samples/sec: 2706.55 - lr: 0.050000 - momentum: 0.000000 2024-03-15 03:45:43,921 epoch 130 - iter 2776/6941 - loss 0.16312923 - time (sec): 577.50 - samples/sec: 2686.08 - lr: 0.050000 - momentum: 0.000000 2024-03-15 03:48:07,501 epoch 130 - iter 3470/6941 - loss 0.16322771 - time (sec): 721.08 - samples/sec: 2687.87 - lr: 0.050000 - momentum: 0.000000 2024-03-15 03:50:33,906 epoch 130 - iter 4164/6941 - loss 0.16312754 - time (sec): 867.48 - samples/sec: 2682.18 - lr: 0.050000 - momentum: 0.000000 2024-03-15 03:52:57,475 epoch 130 - iter 4858/6941 - loss 0.16318639 - time (sec): 1011.05 - samples/sec: 2683.43 - lr: 0.050000 - momentum: 0.000000 2024-03-15 03:55:25,167 epoch 130 - iter 5552/6941 - loss 0.16325617 - time (sec): 1158.75 - samples/sec: 2677.47 - lr: 0.050000 - momentum: 0.000000 2024-03-15 03:57:47,400 epoch 130 - iter 6246/6941 - loss 0.16354538 - time (sec): 1300.98 - samples/sec: 2682.98 - lr: 0.050000 - momentum: 0.000000 2024-03-15 04:00:12,828 epoch 130 - iter 6940/6941 - loss 0.16373190 - time (sec): 1446.41 - samples/sec: 2682.67 - lr: 0.050000 - momentum: 0.000000 2024-03-15 04:00:12,938 ---------------------------------------------------------------------------------------------------- 2024-03-15 04:00:12,938 EPOCH 130 done: loss 0.1637 - lr: 0.050000 2024-03-15 04:00:12,939 - 0 epochs without improvement 2024-03-15 04:00:12,939 ---------------------------------------------------------------------------------------------------- 2024-03-15 04:02:38,844 epoch 131 - iter 694/6941 - loss 0.16310838 - time (sec): 145.90 - samples/sec: 2675.57 - lr: 0.050000 - momentum: 0.000000 2024-03-15 04:05:02,878 epoch 131 - iter 1388/6941 - loss 0.16410433 - time (sec): 289.94 - samples/sec: 2676.25 - lr: 0.050000 - momentum: 0.000000 2024-03-15 04:07:25,824 epoch 131 - iter 2082/6941 - loss 0.16353488 - time (sec): 432.89 - samples/sec: 2687.69 - lr: 0.050000 - momentum: 0.000000 2024-03-15 04:09:50,703 epoch 131 - iter 2776/6941 - loss 0.16344433 - time (sec): 577.76 - samples/sec: 2682.75 - lr: 0.050000 - momentum: 0.000000 2024-03-15 04:12:12,607 epoch 131 - iter 3470/6941 - loss 0.16365111 - time (sec): 719.67 - samples/sec: 2691.35 - lr: 0.050000 - momentum: 0.000000 2024-03-15 04:14:38,004 epoch 131 - iter 4164/6941 - loss 0.16336456 - time (sec): 865.07 - samples/sec: 2686.82 - lr: 0.050000 - momentum: 0.000000 2024-03-15 04:17:02,403 epoch 131 - iter 4858/6941 - loss 0.16351547 - time (sec): 1009.46 - samples/sec: 2688.82 - lr: 0.050000 - momentum: 0.000000 2024-03-15 04:19:25,686 epoch 131 - iter 5552/6941 - loss 0.16350661 - time (sec): 1152.75 - samples/sec: 2690.53 - lr: 0.050000 - momentum: 0.000000 2024-03-15 04:21:50,233 epoch 131 - iter 6246/6941 - loss 0.16349827 - time (sec): 1297.29 - samples/sec: 2690.54 - lr: 0.050000 - momentum: 0.000000 2024-03-15 04:24:17,511 epoch 131 - iter 6940/6941 - loss 0.16366242 - time (sec): 1444.57 - samples/sec: 2686.09 - lr: 0.050000 - momentum: 0.000000 2024-03-15 04:24:17,600 ---------------------------------------------------------------------------------------------------- 2024-03-15 04:24:17,600 EPOCH 131 done: loss 0.1637 - lr: 0.050000 2024-03-15 04:24:17,600 - 0 epochs without improvement 2024-03-15 04:24:17,600 ---------------------------------------------------------------------------------------------------- 2024-03-15 04:26:41,572 epoch 132 - iter 694/6941 - loss 0.16298342 - time (sec): 143.97 - samples/sec: 2675.67 - lr: 0.050000 - momentum: 0.000000 2024-03-15 04:29:05,654 epoch 132 - iter 1388/6941 - loss 0.16401148 - time (sec): 288.05 - samples/sec: 2681.70 - lr: 0.050000 - momentum: 0.000000 2024-03-15 04:31:32,920 epoch 132 - iter 2082/6941 - loss 0.16369769 - time (sec): 435.32 - samples/sec: 2667.34 - lr: 0.050000 - momentum: 0.000000 2024-03-15 04:33:56,983 epoch 132 - iter 2776/6941 - loss 0.16270711 - time (sec): 579.38 - samples/sec: 2675.34 - lr: 0.050000 - momentum: 0.000000 2024-03-15 04:36:22,703 epoch 132 - iter 3470/6941 - loss 0.16290439 - time (sec): 725.10 - samples/sec: 2671.29 - lr: 0.050000 - momentum: 0.000000 2024-03-15 04:38:47,522 epoch 132 - iter 4164/6941 - loss 0.16299469 - time (sec): 869.92 - samples/sec: 2671.41 - lr: 0.050000 - momentum: 0.000000 2024-03-15 04:41:11,932 epoch 132 - iter 4858/6941 - loss 0.16334002 - time (sec): 1014.33 - samples/sec: 2673.53 - lr: 0.050000 - momentum: 0.000000 2024-03-15 04:43:38,060 epoch 132 - iter 5552/6941 - loss 0.16338467 - time (sec): 1160.46 - samples/sec: 2674.70 - lr: 0.050000 - momentum: 0.000000 2024-03-15 04:46:00,381 epoch 132 - iter 6246/6941 - loss 0.16317001 - time (sec): 1302.78 - samples/sec: 2680.92 - lr: 0.050000 - momentum: 0.000000 2024-03-15 04:48:23,235 epoch 132 - iter 6940/6941 - loss 0.16321481 - time (sec): 1445.64 - samples/sec: 2684.12 - lr: 0.050000 - momentum: 0.000000 2024-03-15 04:48:23,344 ---------------------------------------------------------------------------------------------------- 2024-03-15 04:48:23,344 EPOCH 132 done: loss 0.1632 - lr: 0.050000 2024-03-15 04:48:23,344 - 0 epochs without improvement 2024-03-15 04:48:23,344 ---------------------------------------------------------------------------------------------------- 2024-03-15 04:50:46,349 epoch 133 - iter 694/6941 - loss 0.16333033 - time (sec): 143.00 - samples/sec: 2711.76 - lr: 0.050000 - momentum: 0.000000 2024-03-15 04:53:11,961 epoch 133 - iter 1388/6941 - loss 0.16347984 - time (sec): 288.62 - samples/sec: 2692.40 - lr: 0.050000 - momentum: 0.000000 2024-03-15 04:55:35,509 epoch 133 - iter 2082/6941 - loss 0.16332833 - time (sec): 432.16 - samples/sec: 2697.99 - lr: 0.050000 - momentum: 0.000000 2024-03-15 04:58:00,609 epoch 133 - iter 2776/6941 - loss 0.16345583 - time (sec): 577.26 - samples/sec: 2692.47 - lr: 0.050000 - momentum: 0.000000 2024-03-15 05:00:26,557 epoch 133 - iter 3470/6941 - loss 0.16308048 - time (sec): 723.21 - samples/sec: 2686.08 - lr: 0.050000 - momentum: 0.000000 2024-03-15 05:02:53,308 epoch 133 - iter 4164/6941 - loss 0.16289460 - time (sec): 869.96 - samples/sec: 2679.37 - lr: 0.050000 - momentum: 0.000000 2024-03-15 05:05:19,143 epoch 133 - iter 4858/6941 - loss 0.16318005 - time (sec): 1015.80 - samples/sec: 2676.29 - lr: 0.050000 - momentum: 0.000000 2024-03-15 05:07:42,822 epoch 133 - iter 5552/6941 - loss 0.16339968 - time (sec): 1159.48 - samples/sec: 2677.55 - lr: 0.050000 - momentum: 0.000000 2024-03-15 05:10:06,136 epoch 133 - iter 6246/6941 - loss 0.16325279 - time (sec): 1302.79 - samples/sec: 2681.18 - lr: 0.050000 - momentum: 0.000000 2024-03-15 05:12:29,486 epoch 133 - iter 6940/6941 - loss 0.16325858 - time (sec): 1446.14 - samples/sec: 2683.18 - lr: 0.050000 - momentum: 0.000000 2024-03-15 05:12:29,606 ---------------------------------------------------------------------------------------------------- 2024-03-15 05:12:29,606 EPOCH 133 done: loss 0.1633 - lr: 0.050000 2024-03-15 05:12:29,606 - 1 epochs without improvement 2024-03-15 05:12:29,606 ---------------------------------------------------------------------------------------------------- 2024-03-15 05:14:54,753 epoch 134 - iter 694/6941 - loss 0.16516500 - time (sec): 145.15 - samples/sec: 2664.49 - lr: 0.050000 - momentum: 0.000000 2024-03-15 05:17:22,032 epoch 134 - iter 1388/6941 - loss 0.16335456 - time (sec): 292.43 - samples/sec: 2651.80 - lr: 0.050000 - momentum: 0.000000 2024-03-15 05:19:46,793 epoch 134 - iter 2082/6941 - loss 0.16326146 - time (sec): 437.19 - samples/sec: 2663.33 - lr: 0.050000 - momentum: 0.000000 2024-03-15 05:22:09,210 epoch 134 - iter 2776/6941 - loss 0.16288342 - time (sec): 579.60 - samples/sec: 2680.54 - lr: 0.050000 - momentum: 0.000000 2024-03-15 05:24:32,744 epoch 134 - iter 3470/6941 - loss 0.16245403 - time (sec): 723.14 - samples/sec: 2680.28 - lr: 0.050000 - momentum: 0.000000 2024-03-15 05:26:59,643 epoch 134 - iter 4164/6941 - loss 0.16244367 - time (sec): 870.04 - samples/sec: 2674.71 - lr: 0.050000 - momentum: 0.000000 2024-03-15 05:29:21,667 epoch 134 - iter 4858/6941 - loss 0.16252445 - time (sec): 1012.06 - samples/sec: 2681.81 - lr: 0.050000 - momentum: 0.000000 2024-03-15 05:31:46,549 epoch 134 - iter 5552/6941 - loss 0.16240165 - time (sec): 1156.94 - samples/sec: 2681.42 - lr: 0.050000 - momentum: 0.000000 2024-03-15 05:34:12,365 epoch 134 - iter 6246/6941 - loss 0.16264859 - time (sec): 1302.76 - samples/sec: 2680.35 - lr: 0.050000 - momentum: 0.000000 2024-03-15 05:36:36,727 epoch 134 - iter 6940/6941 - loss 0.16290934 - time (sec): 1447.12 - samples/sec: 2681.39 - lr: 0.050000 - momentum: 0.000000 2024-03-15 05:36:36,779 ---------------------------------------------------------------------------------------------------- 2024-03-15 05:36:36,779 EPOCH 134 done: loss 0.1629 - lr: 0.050000 2024-03-15 05:36:36,779 - 0 epochs without improvement 2024-03-15 05:36:36,779 ---------------------------------------------------------------------------------------------------- 2024-03-15 05:39:00,639 epoch 135 - iter 694/6941 - loss 0.16151276 - time (sec): 143.86 - samples/sec: 2693.35 - lr: 0.050000 - momentum: 0.000000 2024-03-15 05:41:26,754 epoch 135 - iter 1388/6941 - loss 0.16208236 - time (sec): 289.97 - samples/sec: 2684.34 - lr: 0.050000 - momentum: 0.000000 2024-03-15 05:43:50,323 epoch 135 - iter 2082/6941 - loss 0.16250126 - time (sec): 433.54 - samples/sec: 2689.48 - lr: 0.050000 - momentum: 0.000000 2024-03-15 05:46:17,035 epoch 135 - iter 2776/6941 - loss 0.16214349 - time (sec): 580.26 - samples/sec: 2682.14 - lr: 0.050000 - momentum: 0.000000 2024-03-15 05:48:40,250 epoch 135 - iter 3470/6941 - loss 0.16229291 - time (sec): 723.47 - samples/sec: 2685.59 - lr: 0.050000 - momentum: 0.000000 2024-03-15 05:51:04,495 epoch 135 - iter 4164/6941 - loss 0.16233153 - time (sec): 867.72 - samples/sec: 2683.75 - lr: 0.050000 - momentum: 0.000000 2024-03-15 05:53:27,773 epoch 135 - iter 4858/6941 - loss 0.16227808 - time (sec): 1010.99 - samples/sec: 2688.82 - lr: 0.050000 - momentum: 0.000000 2024-03-15 05:55:52,558 epoch 135 - iter 5552/6941 - loss 0.16275543 - time (sec): 1155.78 - samples/sec: 2687.58 - lr: 0.050000 - momentum: 0.000000 2024-03-15 05:58:16,484 epoch 135 - iter 6246/6941 - loss 0.16276769 - time (sec): 1299.70 - samples/sec: 2688.45 - lr: 0.050000 - momentum: 0.000000 2024-03-15 06:00:40,758 epoch 135 - iter 6940/6941 - loss 0.16288297 - time (sec): 1443.98 - samples/sec: 2687.21 - lr: 0.050000 - momentum: 0.000000 2024-03-15 06:00:40,824 ---------------------------------------------------------------------------------------------------- 2024-03-15 06:00:40,824 EPOCH 135 done: loss 0.1629 - lr: 0.050000 2024-03-15 06:00:40,824 - 0 epochs without improvement 2024-03-15 06:00:40,824 ---------------------------------------------------------------------------------------------------- 2024-03-15 06:03:03,553 epoch 136 - iter 694/6941 - loss 0.16078920 - time (sec): 142.73 - samples/sec: 2698.02 - lr: 0.050000 - momentum: 0.000000 2024-03-15 06:05:27,809 epoch 136 - iter 1388/6941 - loss 0.16302482 - time (sec): 286.98 - samples/sec: 2688.52 - lr: 0.050000 - momentum: 0.000000 2024-03-15 06:07:51,382 epoch 136 - iter 2082/6941 - loss 0.16431744 - time (sec): 430.56 - samples/sec: 2696.53 - lr: 0.050000 - momentum: 0.000000 2024-03-15 06:10:18,336 epoch 136 - iter 2776/6941 - loss 0.16392080 - time (sec): 577.51 - samples/sec: 2685.15 - lr: 0.050000 - momentum: 0.000000 2024-03-15 06:12:41,979 epoch 136 - iter 3470/6941 - loss 0.16318837 - time (sec): 721.16 - samples/sec: 2690.12 - lr: 0.050000 - momentum: 0.000000 2024-03-15 06:15:07,052 epoch 136 - iter 4164/6941 - loss 0.16286451 - time (sec): 866.23 - samples/sec: 2688.93 - lr: 0.050000 - momentum: 0.000000 2024-03-15 06:17:33,117 epoch 136 - iter 4858/6941 - loss 0.16304440 - time (sec): 1012.29 - samples/sec: 2683.34 - lr: 0.050000 - momentum: 0.000000 2024-03-15 06:19:55,655 epoch 136 - iter 5552/6941 - loss 0.16288617 - time (sec): 1154.83 - samples/sec: 2686.70 - lr: 0.050000 - momentum: 0.000000 2024-03-15 06:22:20,870 epoch 136 - iter 6246/6941 - loss 0.16242642 - time (sec): 1300.05 - samples/sec: 2686.49 - lr: 0.050000 - momentum: 0.000000 2024-03-15 06:24:46,425 epoch 136 - iter 6940/6941 - loss 0.16260926 - time (sec): 1445.60 - samples/sec: 2684.18 - lr: 0.050000 - momentum: 0.000000 2024-03-15 06:24:46,533 ---------------------------------------------------------------------------------------------------- 2024-03-15 06:24:46,533 EPOCH 136 done: loss 0.1626 - lr: 0.050000 2024-03-15 06:24:46,533 - 0 epochs without improvement 2024-03-15 06:24:46,533 ---------------------------------------------------------------------------------------------------- 2024-03-15 06:27:10,874 epoch 137 - iter 694/6941 - loss 0.16083950 - time (sec): 144.34 - samples/sec: 2686.30 - lr: 0.050000 - momentum: 0.000000 2024-03-15 06:29:35,551 epoch 137 - iter 1388/6941 - loss 0.16197132 - time (sec): 289.02 - samples/sec: 2681.77 - lr: 0.050000 - momentum: 0.000000 2024-03-15 06:32:00,492 epoch 137 - iter 2082/6941 - loss 0.16198010 - time (sec): 433.96 - samples/sec: 2675.03 - lr: 0.050000 - momentum: 0.000000 2024-03-15 06:34:23,260 epoch 137 - iter 2776/6941 - loss 0.16201472 - time (sec): 576.73 - samples/sec: 2682.25 - lr: 0.050000 - momentum: 0.000000 2024-03-15 06:36:49,005 epoch 137 - iter 3470/6941 - loss 0.16223480 - time (sec): 722.47 - samples/sec: 2680.86 - lr: 0.050000 - momentum: 0.000000 2024-03-15 06:39:14,273 epoch 137 - iter 4164/6941 - loss 0.16177839 - time (sec): 867.74 - samples/sec: 2683.52 - lr: 0.050000 - momentum: 0.000000 2024-03-15 06:41:39,377 epoch 137 - iter 4858/6941 - loss 0.16219549 - time (sec): 1012.84 - samples/sec: 2682.16 - lr: 0.050000 - momentum: 0.000000 2024-03-15 06:44:03,845 epoch 137 - iter 5552/6941 - loss 0.16234485 - time (sec): 1157.31 - samples/sec: 2683.46 - lr: 0.050000 - momentum: 0.000000 2024-03-15 06:46:28,274 epoch 137 - iter 6246/6941 - loss 0.16234603 - time (sec): 1301.74 - samples/sec: 2682.61 - lr: 0.050000 - momentum: 0.000000 2024-03-15 06:48:53,194 epoch 137 - iter 6940/6941 - loss 0.16255247 - time (sec): 1446.66 - samples/sec: 2682.20 - lr: 0.050000 - momentum: 0.000000 2024-03-15 06:48:53,330 ---------------------------------------------------------------------------------------------------- 2024-03-15 06:48:53,330 EPOCH 137 done: loss 0.1626 - lr: 0.050000 2024-03-15 06:48:53,330 - 0 epochs without improvement 2024-03-15 06:48:53,331 ---------------------------------------------------------------------------------------------------- 2024-03-15 06:51:18,328 epoch 138 - iter 694/6941 - loss 0.16237530 - time (sec): 145.00 - samples/sec: 2671.53 - lr: 0.050000 - momentum: 0.000000 2024-03-15 06:53:42,005 epoch 138 - iter 1388/6941 - loss 0.16172020 - time (sec): 288.67 - samples/sec: 2676.84 - lr: 0.050000 - momentum: 0.000000 2024-03-15 06:56:06,240 epoch 138 - iter 2082/6941 - loss 0.16176467 - time (sec): 432.91 - samples/sec: 2687.42 - lr: 0.050000 - momentum: 0.000000 2024-03-15 06:58:30,858 epoch 138 - iter 2776/6941 - loss 0.16175038 - time (sec): 577.53 - samples/sec: 2688.77 - lr: 0.050000 - momentum: 0.000000 2024-03-15 07:00:57,220 epoch 138 - iter 3470/6941 - loss 0.16183681 - time (sec): 723.89 - samples/sec: 2682.82 - lr: 0.050000 - momentum: 0.000000 2024-03-15 07:03:24,081 epoch 138 - iter 4164/6941 - loss 0.16202457 - time (sec): 870.75 - samples/sec: 2678.75 - lr: 0.050000 - momentum: 0.000000 2024-03-15 07:05:47,311 epoch 138 - iter 4858/6941 - loss 0.16225423 - time (sec): 1013.98 - samples/sec: 2682.07 - lr: 0.050000 - momentum: 0.000000 2024-03-15 07:08:10,137 epoch 138 - iter 5552/6941 - loss 0.16248133 - time (sec): 1156.81 - samples/sec: 2683.89 - lr: 0.050000 - momentum: 0.000000 2024-03-15 07:10:34,346 epoch 138 - iter 6246/6941 - loss 0.16247455 - time (sec): 1301.02 - samples/sec: 2685.24 - lr: 0.050000 - momentum: 0.000000 2024-03-15 07:12:58,595 epoch 138 - iter 6940/6941 - loss 0.16245261 - time (sec): 1445.26 - samples/sec: 2684.82 - lr: 0.050000 - momentum: 0.000000 2024-03-15 07:12:58,695 ---------------------------------------------------------------------------------------------------- 2024-03-15 07:12:58,695 EPOCH 138 done: loss 0.1625 - lr: 0.050000 2024-03-15 07:12:58,695 - 0 epochs without improvement 2024-03-15 07:12:58,695 ---------------------------------------------------------------------------------------------------- 2024-03-15 07:15:20,574 epoch 139 - iter 694/6941 - loss 0.16133068 - time (sec): 141.88 - samples/sec: 2719.50 - lr: 0.050000 - momentum: 0.000000 2024-03-15 07:17:45,479 epoch 139 - iter 1388/6941 - loss 0.16151947 - time (sec): 286.78 - samples/sec: 2701.13 - lr: 0.050000 - momentum: 0.000000 2024-03-15 07:20:12,349 epoch 139 - iter 2082/6941 - loss 0.16205303 - time (sec): 433.65 - samples/sec: 2682.69 - lr: 0.050000 - momentum: 0.000000 2024-03-15 07:22:35,446 epoch 139 - iter 2776/6941 - loss 0.16165141 - time (sec): 576.75 - samples/sec: 2688.81 - lr: 0.050000 - momentum: 0.000000 2024-03-15 07:24:59,004 epoch 139 - iter 3470/6941 - loss 0.16195382 - time (sec): 720.31 - samples/sec: 2690.43 - lr: 0.050000 - momentum: 0.000000 2024-03-15 07:27:24,962 epoch 139 - iter 4164/6941 - loss 0.16194197 - time (sec): 866.27 - samples/sec: 2685.14 - lr: 0.050000 - momentum: 0.000000 2024-03-15 07:29:49,607 epoch 139 - iter 4858/6941 - loss 0.16181223 - time (sec): 1010.91 - samples/sec: 2685.82 - lr: 0.050000 - momentum: 0.000000 2024-03-15 07:32:14,079 epoch 139 - iter 5552/6941 - loss 0.16184570 - time (sec): 1155.38 - samples/sec: 2685.19 - lr: 0.050000 - momentum: 0.000000 2024-03-15 07:34:37,627 epoch 139 - iter 6246/6941 - loss 0.16193357 - time (sec): 1298.93 - samples/sec: 2688.11 - lr: 0.050000 - momentum: 0.000000 2024-03-15 07:37:01,867 epoch 139 - iter 6940/6941 - loss 0.16174011 - time (sec): 1443.17 - samples/sec: 2688.69 - lr: 0.050000 - momentum: 0.000000 2024-03-15 07:37:01,972 ---------------------------------------------------------------------------------------------------- 2024-03-15 07:37:01,972 EPOCH 139 done: loss 0.1617 - lr: 0.050000 2024-03-15 07:37:01,972 - 0 epochs without improvement 2024-03-15 07:37:01,972 ---------------------------------------------------------------------------------------------------- 2024-03-15 07:39:29,099 epoch 140 - iter 694/6941 - loss 0.16186698 - time (sec): 147.13 - samples/sec: 2653.08 - lr: 0.050000 - momentum: 0.000000 2024-03-15 07:41:55,472 epoch 140 - iter 1388/6941 - loss 0.16199560 - time (sec): 293.50 - samples/sec: 2654.55 - lr: 0.050000 - momentum: 0.000000 2024-03-15 07:44:18,792 epoch 140 - iter 2082/6941 - loss 0.16184070 - time (sec): 436.82 - samples/sec: 2669.12 - lr: 0.050000 - momentum: 0.000000 2024-03-15 07:46:42,502 epoch 140 - iter 2776/6941 - loss 0.16278117 - time (sec): 580.53 - samples/sec: 2675.14 - lr: 0.050000 - momentum: 0.000000 2024-03-15 07:49:05,627 epoch 140 - iter 3470/6941 - loss 0.16198883 - time (sec): 723.66 - samples/sec: 2678.79 - lr: 0.050000 - momentum: 0.000000 2024-03-15 07:51:30,179 epoch 140 - iter 4164/6941 - loss 0.16194440 - time (sec): 868.21 - samples/sec: 2683.85 - lr: 0.050000 - momentum: 0.000000 2024-03-15 07:53:54,519 epoch 140 - iter 4858/6941 - loss 0.16186213 - time (sec): 1012.55 - samples/sec: 2683.60 - lr: 0.050000 - momentum: 0.000000 2024-03-15 07:56:19,605 epoch 140 - iter 5552/6941 - loss 0.16182716 - time (sec): 1157.63 - samples/sec: 2681.67 - lr: 0.050000 - momentum: 0.000000 2024-03-15 07:58:44,205 epoch 140 - iter 6246/6941 - loss 0.16194326 - time (sec): 1302.23 - samples/sec: 2681.84 - lr: 0.050000 - momentum: 0.000000 2024-03-15 08:01:07,870 epoch 140 - iter 6940/6941 - loss 0.16198593 - time (sec): 1445.90 - samples/sec: 2683.62 - lr: 0.050000 - momentum: 0.000000 2024-03-15 08:01:07,983 ---------------------------------------------------------------------------------------------------- 2024-03-15 08:01:07,983 EPOCH 140 done: loss 0.1620 - lr: 0.050000 2024-03-15 08:01:07,983 - 1 epochs without improvement 2024-03-15 08:01:07,983 ---------------------------------------------------------------------------------------------------- 2024-03-15 08:03:33,224 epoch 141 - iter 694/6941 - loss 0.16095707 - time (sec): 145.24 - samples/sec: 2681.89 - lr: 0.050000 - momentum: 0.000000 2024-03-15 08:05:56,784 epoch 141 - iter 1388/6941 - loss 0.16013803 - time (sec): 288.80 - samples/sec: 2683.58 - lr: 0.050000 - momentum: 0.000000 2024-03-15 08:08:19,238 epoch 141 - iter 2082/6941 - loss 0.16069585 - time (sec): 431.25 - samples/sec: 2693.40 - lr: 0.050000 - momentum: 0.000000 2024-03-15 08:10:40,577 epoch 141 - iter 2776/6941 - loss 0.16108512 - time (sec): 572.59 - samples/sec: 2703.41 - lr: 0.050000 - momentum: 0.000000 2024-03-15 08:13:03,971 epoch 141 - iter 3470/6941 - loss 0.16115170 - time (sec): 715.99 - samples/sec: 2704.35 - lr: 0.050000 - momentum: 0.000000 2024-03-15 08:15:32,097 epoch 141 - iter 4164/6941 - loss 0.16157147 - time (sec): 864.11 - samples/sec: 2690.34 - lr: 0.050000 - momentum: 0.000000 2024-03-15 08:17:56,081 epoch 141 - iter 4858/6941 - loss 0.16178256 - time (sec): 1008.10 - samples/sec: 2689.01 - lr: 0.050000 - momentum: 0.000000 2024-03-15 08:20:20,706 epoch 141 - iter 5552/6941 - loss 0.16174668 - time (sec): 1152.72 - samples/sec: 2688.61 - lr: 0.050000 - momentum: 0.000000 2024-03-15 08:22:49,808 epoch 141 - iter 6246/6941 - loss 0.16170122 - time (sec): 1301.82 - samples/sec: 2681.46 - lr: 0.050000 - momentum: 0.000000 2024-03-15 08:25:13,715 epoch 141 - iter 6940/6941 - loss 0.16191522 - time (sec): 1445.73 - samples/sec: 2683.92 - lr: 0.050000 - momentum: 0.000000 2024-03-15 08:25:13,928 ---------------------------------------------------------------------------------------------------- 2024-03-15 08:25:13,928 EPOCH 141 done: loss 0.1619 - lr: 0.050000 2024-03-15 08:25:13,928 - 2 epochs without improvement 2024-03-15 08:25:13,928 ---------------------------------------------------------------------------------------------------- 2024-03-15 08:27:40,757 epoch 142 - iter 694/6941 - loss 0.16167104 - time (sec): 146.83 - samples/sec: 2644.29 - lr: 0.050000 - momentum: 0.000000 2024-03-15 08:30:06,068 epoch 142 - iter 1388/6941 - loss 0.16268315 - time (sec): 292.14 - samples/sec: 2663.28 - lr: 0.050000 - momentum: 0.000000 2024-03-15 08:32:32,033 epoch 142 - iter 2082/6941 - loss 0.16189423 - time (sec): 438.10 - samples/sec: 2666.56 - lr: 0.050000 - momentum: 0.000000 2024-03-15 08:34:57,587 epoch 142 - iter 2776/6941 - loss 0.16189286 - time (sec): 583.66 - samples/sec: 2666.71 - lr: 0.050000 - momentum: 0.000000 2024-03-15 08:37:20,240 epoch 142 - iter 3470/6941 - loss 0.16216937 - time (sec): 726.31 - samples/sec: 2676.79 - lr: 0.050000 - momentum: 0.000000 2024-03-15 08:39:43,750 epoch 142 - iter 4164/6941 - loss 0.16230561 - time (sec): 869.82 - samples/sec: 2680.24 - lr: 0.050000 - momentum: 0.000000 2024-03-15 08:42:09,779 epoch 142 - iter 4858/6941 - loss 0.16193226 - time (sec): 1015.85 - samples/sec: 2676.76 - lr: 0.050000 - momentum: 0.000000 2024-03-15 08:44:33,918 epoch 142 - iter 5552/6941 - loss 0.16170809 - time (sec): 1159.99 - samples/sec: 2679.57 - lr: 0.050000 - momentum: 0.000000 2024-03-15 08:46:55,931 epoch 142 - iter 6246/6941 - loss 0.16187232 - time (sec): 1302.00 - samples/sec: 2684.36 - lr: 0.050000 - momentum: 0.000000 2024-03-15 08:49:18,634 epoch 142 - iter 6940/6941 - loss 0.16171242 - time (sec): 1444.71 - samples/sec: 2685.85 - lr: 0.050000 - momentum: 0.000000 2024-03-15 08:49:18,730 ---------------------------------------------------------------------------------------------------- 2024-03-15 08:49:18,730 EPOCH 142 done: loss 0.1617 - lr: 0.050000 2024-03-15 08:49:18,730 - 0 epochs without improvement 2024-03-15 08:49:18,730 ---------------------------------------------------------------------------------------------------- 2024-03-15 08:51:40,193 epoch 143 - iter 694/6941 - loss 0.15836538 - time (sec): 141.46 - samples/sec: 2732.26 - lr: 0.050000 - momentum: 0.000000 2024-03-15 08:54:02,556 epoch 143 - iter 1388/6941 - loss 0.16054588 - time (sec): 283.83 - samples/sec: 2721.53 - lr: 0.050000 - momentum: 0.000000 2024-03-15 08:56:26,414 epoch 143 - iter 2082/6941 - loss 0.16052162 - time (sec): 427.68 - samples/sec: 2710.46 - lr: 0.050000 - momentum: 0.000000 2024-03-15 08:58:51,762 epoch 143 - iter 2776/6941 - loss 0.16079206 - time (sec): 573.03 - samples/sec: 2704.70 - lr: 0.050000 - momentum: 0.000000 2024-03-15 09:01:16,055 epoch 143 - iter 3470/6941 - loss 0.16125781 - time (sec): 717.33 - samples/sec: 2698.87 - lr: 0.050000 - momentum: 0.000000 2024-03-15 09:03:40,865 epoch 143 - iter 4164/6941 - loss 0.16124947 - time (sec): 862.13 - samples/sec: 2695.92 - lr: 0.050000 - momentum: 0.000000 2024-03-15 09:06:05,688 epoch 143 - iter 4858/6941 - loss 0.16110717 - time (sec): 1006.96 - samples/sec: 2692.36 - lr: 0.050000 - momentum: 0.000000 2024-03-15 09:08:30,167 epoch 143 - iter 5552/6941 - loss 0.16155701 - time (sec): 1151.44 - samples/sec: 2694.54 - lr: 0.050000 - momentum: 0.000000 2024-03-15 09:10:55,303 epoch 143 - iter 6246/6941 - loss 0.16167784 - time (sec): 1296.57 - samples/sec: 2691.71 - lr: 0.050000 - momentum: 0.000000 2024-03-15 09:13:22,115 epoch 143 - iter 6940/6941 - loss 0.16157951 - time (sec): 1443.38 - samples/sec: 2688.32 - lr: 0.050000 - momentum: 0.000000 2024-03-15 09:13:22,195 ---------------------------------------------------------------------------------------------------- 2024-03-15 09:13:22,195 EPOCH 143 done: loss 0.1616 - lr: 0.050000 2024-03-15 09:13:22,195 - 0 epochs without improvement 2024-03-15 09:13:22,195 ---------------------------------------------------------------------------------------------------- 2024-03-15 09:15:48,213 epoch 144 - iter 694/6941 - loss 0.16116662 - time (sec): 146.02 - samples/sec: 2654.32 - lr: 0.050000 - momentum: 0.000000 2024-03-15 09:18:12,232 epoch 144 - iter 1388/6941 - loss 0.16104223 - time (sec): 290.04 - samples/sec: 2673.04 - lr: 0.050000 - momentum: 0.000000 2024-03-15 09:20:34,457 epoch 144 - iter 2082/6941 - loss 0.16184660 - time (sec): 432.26 - samples/sec: 2684.25 - lr: 0.050000 - momentum: 0.000000 2024-03-15 09:23:00,488 epoch 144 - iter 2776/6941 - loss 0.16136202 - time (sec): 578.29 - samples/sec: 2678.47 - lr: 0.050000 - momentum: 0.000000 2024-03-15 09:25:25,744 epoch 144 - iter 3470/6941 - loss 0.16120679 - time (sec): 723.55 - samples/sec: 2675.51 - lr: 0.050000 - momentum: 0.000000 2024-03-15 09:27:49,742 epoch 144 - iter 4164/6941 - loss 0.16085356 - time (sec): 867.55 - samples/sec: 2679.58 - lr: 0.050000 - momentum: 0.000000 2024-03-15 09:30:15,309 epoch 144 - iter 4858/6941 - loss 0.16084307 - time (sec): 1013.11 - samples/sec: 2679.12 - lr: 0.050000 - momentum: 0.000000 2024-03-15 09:32:40,871 epoch 144 - iter 5552/6941 - loss 0.16086486 - time (sec): 1158.68 - samples/sec: 2678.39 - lr: 0.050000 - momentum: 0.000000 2024-03-15 09:35:02,933 epoch 144 - iter 6246/6941 - loss 0.16097361 - time (sec): 1300.74 - samples/sec: 2685.21 - lr: 0.050000 - momentum: 0.000000 2024-03-15 09:37:28,430 epoch 144 - iter 6940/6941 - loss 0.16126085 - time (sec): 1446.24 - samples/sec: 2682.98 - lr: 0.050000 - momentum: 0.000000 2024-03-15 09:37:28,580 ---------------------------------------------------------------------------------------------------- 2024-03-15 09:37:28,580 EPOCH 144 done: loss 0.1613 - lr: 0.050000 2024-03-15 09:37:28,581 - 0 epochs without improvement 2024-03-15 09:37:28,581 ---------------------------------------------------------------------------------------------------- 2024-03-15 09:39:53,433 epoch 145 - iter 694/6941 - loss 0.16044116 - time (sec): 144.85 - samples/sec: 2694.74 - lr: 0.050000 - momentum: 0.000000 2024-03-15 09:42:20,067 epoch 145 - iter 1388/6941 - loss 0.16060110 - time (sec): 291.49 - samples/sec: 2674.75 - lr: 0.050000 - momentum: 0.000000 2024-03-15 09:44:46,318 epoch 145 - iter 2082/6941 - loss 0.15998539 - time (sec): 437.74 - samples/sec: 2663.52 - lr: 0.050000 - momentum: 0.000000 2024-03-15 09:47:12,689 epoch 145 - iter 2776/6941 - loss 0.16029074 - time (sec): 584.11 - samples/sec: 2661.75 - lr: 0.050000 - momentum: 0.000000 2024-03-15 09:49:37,811 epoch 145 - iter 3470/6941 - loss 0.16031027 - time (sec): 729.23 - samples/sec: 2663.57 - lr: 0.050000 - momentum: 0.000000 2024-03-15 09:52:00,657 epoch 145 - iter 4164/6941 - loss 0.16053851 - time (sec): 872.08 - samples/sec: 2671.18 - lr: 0.050000 - momentum: 0.000000 2024-03-15 09:54:23,228 epoch 145 - iter 4858/6941 - loss 0.16033454 - time (sec): 1014.65 - samples/sec: 2678.39 - lr: 0.050000 - momentum: 0.000000 2024-03-15 09:56:45,031 epoch 145 - iter 5552/6941 - loss 0.16039123 - time (sec): 1156.45 - samples/sec: 2683.71 - lr: 0.050000 - momentum: 0.000000 2024-03-15 09:59:08,902 epoch 145 - iter 6246/6941 - loss 0.16062700 - time (sec): 1300.32 - samples/sec: 2684.89 - lr: 0.050000 - momentum: 0.000000 2024-03-15 10:01:34,430 epoch 145 - iter 6940/6941 - loss 0.16065099 - time (sec): 1445.85 - samples/sec: 2683.74 - lr: 0.050000 - momentum: 0.000000 2024-03-15 10:01:34,486 ---------------------------------------------------------------------------------------------------- 2024-03-15 10:01:34,486 EPOCH 145 done: loss 0.1606 - lr: 0.050000 2024-03-15 10:01:34,487 - 0 epochs without improvement 2024-03-15 10:01:34,487 ---------------------------------------------------------------------------------------------------- 2024-03-15 10:03:57,626 epoch 146 - iter 694/6941 - loss 0.16196572 - time (sec): 143.14 - samples/sec: 2701.62 - lr: 0.050000 - momentum: 0.000000 2024-03-15 10:06:19,963 epoch 146 - iter 1388/6941 - loss 0.16115636 - time (sec): 285.48 - samples/sec: 2714.33 - lr: 0.050000 - momentum: 0.000000 2024-03-15 10:08:47,538 epoch 146 - iter 2082/6941 - loss 0.16129289 - time (sec): 433.05 - samples/sec: 2696.04 - lr: 0.050000 - momentum: 0.000000 2024-03-15 10:11:11,138 epoch 146 - iter 2776/6941 - loss 0.16145645 - time (sec): 576.65 - samples/sec: 2696.55 - lr: 0.050000 - momentum: 0.000000 2024-03-15 10:13:33,369 epoch 146 - iter 3470/6941 - loss 0.16154913 - time (sec): 718.88 - samples/sec: 2702.73 - lr: 0.050000 - momentum: 0.000000 2024-03-15 10:15:58,157 epoch 146 - iter 4164/6941 - loss 0.16171283 - time (sec): 863.67 - samples/sec: 2695.64 - lr: 0.050000 - momentum: 0.000000 2024-03-15 10:18:26,187 epoch 146 - iter 4858/6941 - loss 0.16157180 - time (sec): 1011.70 - samples/sec: 2684.90 - lr: 0.050000 - momentum: 0.000000 2024-03-15 10:20:51,613 epoch 146 - iter 5552/6941 - loss 0.16151352 - time (sec): 1157.13 - samples/sec: 2682.17 - lr: 0.050000 - momentum: 0.000000 2024-03-15 10:23:16,033 epoch 146 - iter 6246/6941 - loss 0.16132409 - time (sec): 1301.55 - samples/sec: 2682.10 - lr: 0.050000 - momentum: 0.000000 2024-03-15 10:25:39,956 epoch 146 - iter 6940/6941 - loss 0.16121110 - time (sec): 1445.47 - samples/sec: 2684.44 - lr: 0.050000 - momentum: 0.000000 2024-03-15 10:25:40,034 ---------------------------------------------------------------------------------------------------- 2024-03-15 10:25:40,034 EPOCH 146 done: loss 0.1612 - lr: 0.050000 2024-03-15 10:25:40,034 - 1 epochs without improvement 2024-03-15 10:25:40,034 ---------------------------------------------------------------------------------------------------- 2024-03-15 10:28:04,123 epoch 147 - iter 694/6941 - loss 0.16016895 - time (sec): 144.09 - samples/sec: 2693.42 - lr: 0.050000 - momentum: 0.000000 2024-03-15 10:30:29,169 epoch 147 - iter 1388/6941 - loss 0.16098274 - time (sec): 289.13 - samples/sec: 2694.35 - lr: 0.050000 - momentum: 0.000000 2024-03-15 10:32:54,751 epoch 147 - iter 2082/6941 - loss 0.16099617 - time (sec): 434.72 - samples/sec: 2686.17 - lr: 0.050000 - momentum: 0.000000 2024-03-15 10:35:21,124 epoch 147 - iter 2776/6941 - loss 0.16105982 - time (sec): 581.09 - samples/sec: 2676.93 - lr: 0.050000 - momentum: 0.000000 2024-03-15 10:37:45,916 epoch 147 - iter 3470/6941 - loss 0.16133650 - time (sec): 725.88 - samples/sec: 2676.69 - lr: 0.050000 - momentum: 0.000000 2024-03-15 10:40:08,627 epoch 147 - iter 4164/6941 - loss 0.16128337 - time (sec): 868.59 - samples/sec: 2680.58 - lr: 0.050000 - momentum: 0.000000 2024-03-15 10:42:30,630 epoch 147 - iter 4858/6941 - loss 0.16105769 - time (sec): 1010.60 - samples/sec: 2684.61 - lr: 0.050000 - momentum: 0.000000 2024-03-15 10:44:56,442 epoch 147 - iter 5552/6941 - loss 0.16105859 - time (sec): 1156.41 - samples/sec: 2682.65 - lr: 0.050000 - momentum: 0.000000 2024-03-15 10:47:21,580 epoch 147 - iter 6246/6941 - loss 0.16089649 - time (sec): 1301.55 - samples/sec: 2682.26 - lr: 0.050000 - momentum: 0.000000 2024-03-15 10:49:46,124 epoch 147 - iter 6940/6941 - loss 0.16106036 - time (sec): 1446.09 - samples/sec: 2683.29 - lr: 0.050000 - momentum: 0.000000 2024-03-15 10:49:46,188 ---------------------------------------------------------------------------------------------------- 2024-03-15 10:49:46,188 EPOCH 147 done: loss 0.1611 - lr: 0.050000 2024-03-15 10:49:46,188 - 2 epochs without improvement 2024-03-15 10:49:46,188 ---------------------------------------------------------------------------------------------------- 2024-03-15 10:52:11,717 epoch 148 - iter 694/6941 - loss 0.16130483 - time (sec): 145.53 - samples/sec: 2671.07 - lr: 0.050000 - momentum: 0.000000 2024-03-15 10:54:34,586 epoch 148 - iter 1388/6941 - loss 0.16022024 - time (sec): 288.40 - samples/sec: 2692.41 - lr: 0.050000 - momentum: 0.000000 2024-03-15 10:56:59,849 epoch 148 - iter 2082/6941 - loss 0.16055695 - time (sec): 433.66 - samples/sec: 2683.99 - lr: 0.050000 - momentum: 0.000000 2024-03-15 10:59:23,522 epoch 148 - iter 2776/6941 - loss 0.16069553 - time (sec): 577.33 - samples/sec: 2689.26 - lr: 0.050000 - momentum: 0.000000 2024-03-15 11:01:46,837 epoch 148 - iter 3470/6941 - loss 0.16048789 - time (sec): 720.65 - samples/sec: 2691.94 - lr: 0.050000 - momentum: 0.000000 2024-03-15 11:04:09,260 epoch 148 - iter 4164/6941 - loss 0.16061491 - time (sec): 863.07 - samples/sec: 2696.48 - lr: 0.050000 - momentum: 0.000000 2024-03-15 11:06:34,947 epoch 148 - iter 4858/6941 - loss 0.16082870 - time (sec): 1008.76 - samples/sec: 2694.71 - lr: 0.050000 - momentum: 0.000000 2024-03-15 11:09:01,203 epoch 148 - iter 5552/6941 - loss 0.16077751 - time (sec): 1155.01 - samples/sec: 2689.42 - lr: 0.050000 - momentum: 0.000000 2024-03-15 11:11:27,909 epoch 148 - iter 6246/6941 - loss 0.16094310 - time (sec): 1301.72 - samples/sec: 2683.46 - lr: 0.050000 - momentum: 0.000000 2024-03-15 11:13:52,569 epoch 148 - iter 6940/6941 - loss 0.16083653 - time (sec): 1446.38 - samples/sec: 2682.73 - lr: 0.050000 - momentum: 0.000000 2024-03-15 11:13:52,696 ---------------------------------------------------------------------------------------------------- 2024-03-15 11:13:52,696 EPOCH 148 done: loss 0.1608 - lr: 0.050000 2024-03-15 11:13:52,696 - 3 epochs without improvement 2024-03-15 11:13:52,696 ---------------------------------------------------------------------------------------------------- 2024-03-15 11:16:17,173 epoch 149 - iter 694/6941 - loss 0.15990444 - time (sec): 144.48 - samples/sec: 2701.13 - lr: 0.050000 - momentum: 0.000000 2024-03-15 11:18:40,490 epoch 149 - iter 1388/6941 - loss 0.15999055 - time (sec): 287.79 - samples/sec: 2703.03 - lr: 0.050000 - momentum: 0.000000 2024-03-15 11:21:05,320 epoch 149 - iter 2082/6941 - loss 0.16025278 - time (sec): 432.62 - samples/sec: 2695.11 - lr: 0.050000 - momentum: 0.000000 2024-03-15 11:23:29,026 epoch 149 - iter 2776/6941 - loss 0.16039549 - time (sec): 576.33 - samples/sec: 2694.19 - lr: 0.050000 - momentum: 0.000000 2024-03-15 11:25:53,251 epoch 149 - iter 3470/6941 - loss 0.16010127 - time (sec): 720.55 - samples/sec: 2692.01 - lr: 0.050000 - momentum: 0.000000 2024-03-15 11:28:18,634 epoch 149 - iter 4164/6941 - loss 0.16018921 - time (sec): 865.94 - samples/sec: 2690.23 - lr: 0.050000 - momentum: 0.000000 2024-03-15 11:30:45,820 epoch 149 - iter 4858/6941 - loss 0.16027808 - time (sec): 1013.12 - samples/sec: 2684.35 - lr: 0.050000 - momentum: 0.000000 2024-03-15 11:33:09,517 epoch 149 - iter 5552/6941 - loss 0.16043023 - time (sec): 1156.82 - samples/sec: 2684.12 - lr: 0.050000 - momentum: 0.000000 2024-03-15 11:35:33,485 epoch 149 - iter 6246/6941 - loss 0.16060480 - time (sec): 1300.79 - samples/sec: 2685.87 - lr: 0.050000 - momentum: 0.000000 2024-03-15 11:37:56,284 epoch 149 - iter 6940/6941 - loss 0.16067361 - time (sec): 1443.59 - samples/sec: 2687.93 - lr: 0.050000 - momentum: 0.000000 2024-03-15 11:37:56,354 ---------------------------------------------------------------------------------------------------- 2024-03-15 11:37:56,354 EPOCH 149 done: loss 0.1607 - lr: 0.050000 2024-03-15 11:37:56,354 - 4 epochs without improvement (above 'patience')-> annealing learning_rate to [0.025] 2024-03-15 11:37:56,355 ---------------------------------------------------------------------------------------------------- 2024-03-15 11:40:20,533 epoch 150 - iter 694/6941 - loss 0.15632495 - time (sec): 144.18 - samples/sec: 2701.55 - lr: 0.025000 - momentum: 0.000000 2024-03-15 11:42:43,562 epoch 150 - iter 1388/6941 - loss 0.15730717 - time (sec): 287.21 - samples/sec: 2704.42 - lr: 0.025000 - momentum: 0.000000 2024-03-15 11:45:10,324 epoch 150 - iter 2082/6941 - loss 0.15643632 - time (sec): 433.97 - samples/sec: 2690.08 - lr: 0.025000 - momentum: 0.000000 2024-03-15 11:47:34,581 epoch 150 - iter 2776/6941 - loss 0.15600140 - time (sec): 578.23 - samples/sec: 2689.70 - lr: 0.025000 - momentum: 0.000000 2024-03-15 11:49:56,392 epoch 150 - iter 3470/6941 - loss 0.15614776 - time (sec): 720.04 - samples/sec: 2696.27 - lr: 0.025000 - momentum: 0.000000 2024-03-15 11:52:21,859 epoch 150 - iter 4164/6941 - loss 0.15606489 - time (sec): 865.50 - samples/sec: 2693.09 - lr: 0.025000 - momentum: 0.000000 2024-03-15 11:54:49,385 epoch 150 - iter 4858/6941 - loss 0.15586966 - time (sec): 1013.03 - samples/sec: 2683.56 - lr: 0.025000 - momentum: 0.000000 2024-03-15 11:57:12,612 epoch 150 - iter 5552/6941 - loss 0.15564778 - time (sec): 1156.26 - samples/sec: 2687.88 - lr: 0.025000 - momentum: 0.000000 2024-03-15 11:59:36,755 epoch 150 - iter 6246/6941 - loss 0.15569879 - time (sec): 1300.40 - samples/sec: 2687.43 - lr: 0.025000 - momentum: 0.000000 2024-03-15 12:02:00,648 epoch 150 - iter 6940/6941 - loss 0.15577938 - time (sec): 1444.29 - samples/sec: 2686.60 - lr: 0.025000 - momentum: 0.000000 2024-03-15 12:02:00,750 ---------------------------------------------------------------------------------------------------- 2024-03-15 12:02:00,750 EPOCH 150 done: loss 0.1558 - lr: 0.025000 2024-03-15 12:02:00,750 - 0 epochs without improvement 2024-03-15 12:02:01,084 ---------------------------------------------------------------------------------------------------- 2024-03-15 12:02:01,085 Testing using last state of model ... 2024-03-15 12:03:19,664 Results: - F-score (micro) 0.9687 - F-score (macro) 0.9334 - Accuracy 0.9687 By class: precision recall f1-score support NOUN 0.9611 0.9682 0.9646 79422 PUNCT 0.9994 0.9990 0.9992 48408 ADP 0.9873 0.9883 0.9878 35234 VERB 0.9734 0.9601 0.9667 34775 ADJ 0.9518 0.9508 0.9513 33726 DET 0.9854 0.9902 0.9878 20585 ADV 0.9442 0.9212 0.9325 19083 PROPN 0.8953 0.9379 0.9161 17802 PRON 0.9776 0.9774 0.9775 16839 AUX 0.9678 0.9884 0.9780 14513 CCONJ 0.9812 0.9813 0.9812 12574 NUM 0.9870 0.9846 0.9858 7617 SCONJ 0.9698 0.9637 0.9667 6935 PART 0.9846 0.9095 0.9456 4001 X 0.8703 0.5394 0.6660 1281 SYM 0.8648 0.8600 0.8624 543 INTJ 0.8690 0.7374 0.7978 198 accuracy 0.9687 353536 macro avg 0.9512 0.9210 0.9334 353536 weighted avg 0.9687 0.9687 0.9685 353536 2024-03-15 12:03:19,664 ----------------------------------------------------------------------------------------------------