| 2021-02-10 15:35:54,451 ---------------------------------------------------------------------------------------------------- | |
| 2021-02-10 15:35:54,452 Model: "SequenceTagger( | |
| (embeddings): StackedEmbeddings( | |
| (list_embedding_0): WordEmbeddings('glove') | |
| (list_embedding_1): FlairEmbeddings( | |
| (lm): LanguageModel( | |
| (drop): Dropout(p=0.05, inplace=False) | |
| (encoder): Embedding(300, 100) | |
| (rnn): LSTM(100, 2048) | |
| (decoder): Linear(in_features=2048, out_features=300, bias=True) | |
| ) | |
| ) | |
| (list_embedding_2): FlairEmbeddings( | |
| (lm): LanguageModel( | |
| (drop): Dropout(p=0.05, inplace=False) | |
| (encoder): Embedding(300, 100) | |
| (rnn): LSTM(100, 2048) | |
| (decoder): Linear(in_features=2048, out_features=300, bias=True) | |
| ) | |
| ) | |
| ) | |
| (word_dropout): WordDropout(p=0.05) | |
| (locked_dropout): LockedDropout(p=0.5) | |
| (embedding2nn): Linear(in_features=4196, out_features=4196, bias=True) | |
| (rnn): LSTM(4196, 256, batch_first=True, bidirectional=True) | |
| (linear): Linear(in_features=512, out_features=20, bias=True) | |
| (beta): 1.0 | |
| (weights): None | |
| (weight_tensor) None | |
| )" | |
| 2021-02-10 15:35:54,452 ---------------------------------------------------------------------------------------------------- | |
| 2021-02-10 15:35:54,452 Corpus: "MultiCorpus: 16744 train + 3449 dev + 3658 test sentences | |
| - CONLL_03 Corpus: 14903 train + 3449 dev + 3658 test sentences | |
| - WIKIGOLD_NER Corpus: 1841 train + 0 dev + 0 test sentences" | |
| 2021-02-10 15:35:54,452 ---------------------------------------------------------------------------------------------------- | |
| 2021-02-10 15:35:54,452 Parameters: | |
| 2021-02-10 15:35:54,452 - learning_rate: "0.1" | |
| 2021-02-10 15:35:54,452 - mini_batch_size: "32" | |
| 2021-02-10 15:35:54,452 - patience: "3" | |
| 2021-02-10 15:35:54,452 - anneal_factor: "0.5" | |
| 2021-02-10 15:35:54,452 - max_epochs: "150" | |
| 2021-02-10 15:35:54,452 - shuffle: "True" | |
| 2021-02-10 15:35:54,452 - train_with_dev: "True" | |
| 2021-02-10 15:35:54,452 - batch_growth_annealing: "False" | |
| 2021-02-10 15:35:54,453 ---------------------------------------------------------------------------------------------------- | |
| 2021-02-10 15:35:54,453 Model training base path: "resources/taggers/ner-conll+wikigold-corrected-flair" | |
| 2021-02-10 15:35:54,453 ---------------------------------------------------------------------------------------------------- | |
| 2021-02-10 15:35:54,453 Device: cuda:1 | |
| 2021-02-10 15:35:54,453 ---------------------------------------------------------------------------------------------------- | |
| 2021-02-10 15:35:54,453 Embeddings storage mode: cpu | |
| 2021-02-10 15:35:54,456 ---------------------------------------------------------------------------------------------------- | |
| 2021-02-10 15:36:07,879 epoch 1 - iter 63/632 - loss 10.02149631 - samples/sec: 150.27 - lr: 0.100000 | |
| 2021-02-10 15:36:21,722 epoch 1 - iter 126/632 - loss 6.96008527 - samples/sec: 145.70 - lr: 0.100000 | |
| 2021-02-10 15:36:31,887 epoch 1 - iter 189/632 - loss 5.39372389 - samples/sec: 198.44 - lr: 0.100000 | |
| 2021-02-10 15:36:44,942 epoch 1 - iter 252/632 - loss 4.57592269 - samples/sec: 154.51 - lr: 0.100000 | |
| 2021-02-10 15:36:58,478 epoch 1 - iter 315/632 - loss 4.12580009 - samples/sec: 149.01 - lr: 0.100000 | |
| 2021-02-10 15:37:12,249 epoch 1 - iter 378/632 - loss 3.80049169 - samples/sec: 146.47 - lr: 0.100000 | |
| 2021-02-10 15:37:27,278 epoch 1 - iter 441/632 - loss 3.54903770 - samples/sec: 134.20 - lr: 0.100000 | |
| 2021-02-10 15:37:44,996 epoch 1 - iter 504/632 - loss 3.56076640 - samples/sec: 113.83 - lr: 0.100000 | |
| 2021-02-10 15:38:02,254 epoch 1 - iter 567/632 - loss 3.42746563 - samples/sec: 116.86 - lr: 0.100000 | |
| 2021-02-10 15:38:16,689 epoch 1 - iter 630/632 - loss 3.25792492 - samples/sec: 139.72 - lr: 0.100000 | |
| 2021-02-10 15:38:16,987 ---------------------------------------------------------------------------------------------------- | |
| 2021-02-10 15:38:16,987 EPOCH 1 done: loss 3.2509 - lr 0.1000000 | |
| 2021-02-10 15:38:16,987 BAD EPOCHS (no improvement): 0 | |
| 2021-02-10 15:38:17,110 ---------------------------------------------------------------------------------------------------- | |
| 2021-02-10 15:38:26,078 epoch 2 - iter 63/632 - loss 1.66621640 - samples/sec: 225.05 - lr: 0.100000 | |
| 2021-02-10 15:38:34,584 epoch 2 - iter 126/632 - loss 1.58807031 - samples/sec: 237.23 - lr: 0.100000 | |
| 2021-02-10 15:38:43,315 epoch 2 - iter 189/632 - loss 1.57498014 - samples/sec: 231.12 - lr: 0.100000 | |
| 2021-02-10 15:38:52,144 epoch 2 - iter 252/632 - loss 1.58831821 - samples/sec: 228.55 - lr: 0.100000 | |
| 2021-02-10 15:39:01,034 epoch 2 - iter 315/632 - loss 1.55483839 - samples/sec: 226.99 - lr: 0.100000 | |
| 2021-02-10 15:39:09,814 epoch 2 - iter 378/632 - loss 1.53102953 - samples/sec: 229.84 - lr: 0.100000 | |
| 2021-02-10 15:39:18,473 epoch 2 - iter 441/632 - loss 1.51815910 - samples/sec: 233.06 - lr: 0.100000 | |
| 2021-02-10 15:39:27,165 epoch 2 - iter 504/632 - loss 1.50268290 - samples/sec: 232.18 - lr: 0.100000 | |
| 2021-02-10 15:39:35,620 epoch 2 - iter 567/632 - loss 1.48212237 - samples/sec: 238.69 - lr: 0.100000 | |
| 2021-02-10 15:39:44,065 epoch 2 - iter 630/632 - loss 1.45740938 - samples/sec: 238.95 - lr: 0.100000 | |
| 2021-02-10 15:39:44,212 ---------------------------------------------------------------------------------------------------- | |
| 2021-02-10 15:39:44,212 EPOCH 2 done: loss 1.4552 - lr 0.1000000 | |
| 2021-02-10 15:39:44,212 BAD EPOCHS (no improvement): 0 | |
| 2021-02-10 15:39:44,215 ---------------------------------------------------------------------------------------------------- | |
| 2021-02-10 15:39:52,569 epoch 3 - iter 63/632 - loss 1.16597141 - samples/sec: 241.57 - lr: 0.100000 | |
| 2021-02-10 15:40:01,219 epoch 3 - iter 126/632 - loss 1.17644796 - samples/sec: 233.31 - lr: 0.100000 | |
| 2021-02-10 15:40:10,163 epoch 3 - iter 189/632 - loss 1.20148827 - samples/sec: 225.61 - lr: 0.100000 | |
| 2021-02-10 15:40:18,801 epoch 3 - iter 252/632 - loss 1.22128473 - samples/sec: 233.61 - lr: 0.100000 | |
| 2021-02-10 15:40:27,188 epoch 3 - iter 315/632 - loss 1.18512771 - samples/sec: 240.59 - lr: 0.100000 | |
| 2021-02-10 15:40:36,227 epoch 3 - iter 378/632 - loss 1.17048112 - samples/sec: 223.23 - lr: 0.100000 | |
| 2021-02-10 15:40:44,927 epoch 3 - iter 441/632 - loss 1.15740383 - samples/sec: 231.91 - lr: 0.100000 | |
| 2021-02-10 15:40:53,826 epoch 3 - iter 504/632 - loss 1.15070667 - samples/sec: 226.77 - lr: 0.100000 | |
| 2021-02-10 15:41:02,931 epoch 3 - iter 567/632 - loss 1.13695066 - samples/sec: 221.62 - lr: 0.100000 | |
| 2021-02-10 15:41:11,438 epoch 3 - iter 630/632 - loss 1.12746617 - samples/sec: 237.20 - lr: 0.100000 | |
| 2021-02-10 15:41:11,591 ---------------------------------------------------------------------------------------------------- | |
| 2021-02-10 15:41:11,591 EPOCH 3 done: loss 1.1321 - lr 0.1000000 | |
| 2021-02-10 15:41:11,591 BAD EPOCHS (no improvement): 0 | |
| 2021-02-10 15:41:11,594 ---------------------------------------------------------------------------------------------------- | |
| 2021-02-10 15:41:20,168 epoch 4 - iter 63/632 - loss 0.96226639 - samples/sec: 235.37 - lr: 0.100000 | |
| 2021-02-10 15:41:29,030 epoch 4 - iter 126/632 - loss 0.97539538 - samples/sec: 227.69 - lr: 0.100000 | |
| 2021-02-10 15:41:37,933 epoch 4 - iter 189/632 - loss 0.97284296 - samples/sec: 226.67 - lr: 0.100000 | |
| 2021-02-10 15:41:46,416 epoch 4 - iter 252/632 - loss 0.96398390 - samples/sec: 237.89 - lr: 0.100000 | |
| 2021-02-10 15:41:55,159 epoch 4 - iter 315/632 - loss 0.96727696 - samples/sec: 230.81 - lr: 0.100000 | |
| 2021-02-10 15:42:03,656 epoch 4 - iter 378/632 - loss 0.96498398 - samples/sec: 237.47 - lr: 0.100000 | |
| 2021-02-10 15:42:12,472 epoch 4 - iter 441/632 - loss 0.96885962 - samples/sec: 228.89 - lr: 0.100000 | |
| 2021-02-10 15:42:21,130 epoch 4 - iter 504/632 - loss 0.97137140 - samples/sec: 233.08 - lr: 0.100000 | |
| 2021-02-10 15:42:29,503 epoch 4 - iter 567/632 - loss 0.96442616 - samples/sec: 241.01 - lr: 0.100000 | |
| 2021-02-10 15:42:38,427 epoch 4 - iter 630/632 - loss 0.97125828 - samples/sec: 226.11 - lr: 0.100000 | |
| 2021-02-10 15:42:38,576 ---------------------------------------------------------------------------------------------------- | |
| 2021-02-10 15:42:38,576 EPOCH 4 done: loss 0.9698 - lr 0.1000000 | |
| 2021-02-10 15:42:38,576 BAD EPOCHS (no improvement): 0 | |
| 2021-02-10 15:42:38,579 ---------------------------------------------------------------------------------------------------- | |
| 2021-02-10 15:42:46,946 epoch 5 - iter 63/632 - loss 0.83930861 - samples/sec: 241.19 - lr: 0.100000 | |
| 2021-02-10 15:42:55,670 epoch 5 - iter 126/632 - loss 0.86358721 - samples/sec: 231.32 - lr: 0.100000 | |
| 2021-02-10 15:43:04,532 epoch 5 - iter 189/632 - loss 0.87841167 - samples/sec: 227.67 - lr: 0.100000 | |
| 2021-02-10 15:43:13,338 epoch 5 - iter 252/632 - loss 0.87785712 - samples/sec: 229.14 - lr: 0.100000 | |
| 2021-02-10 15:43:21,930 epoch 5 - iter 315/632 - loss 0.89411355 - samples/sec: 234.87 - lr: 0.100000 | |
| 2021-02-10 15:43:30,884 epoch 5 - iter 378/632 - loss 0.89118955 - samples/sec: 225.37 - lr: 0.100000 | |
| 2021-02-10 15:43:39,529 epoch 5 - iter 441/632 - loss 0.87987782 - samples/sec: 233.42 - lr: 0.100000 | |
| 2021-02-10 15:43:48,093 epoch 5 - iter 504/632 - loss 0.86684263 - samples/sec: 235.63 - lr: 0.100000 | |
| 2021-02-10 15:43:56,568 epoch 5 - iter 567/632 - loss 0.85593021 - samples/sec: 238.11 - lr: 0.100000 | |
| 2021-02-10 15:44:05,579 epoch 5 - iter 630/632 - loss 0.85324767 - samples/sec: 223.92 - lr: 0.100000 | |
| 2021-02-10 15:44:05,800 ---------------------------------------------------------------------------------------------------- | |
| 2021-02-10 15:44:05,800 EPOCH 5 done: loss 0.8618 - lr 0.1000000 | |
| 2021-02-10 15:44:05,800 BAD EPOCHS (no improvement): 0 | |
| 2021-02-10 15:44:05,802 ---------------------------------------------------------------------------------------------------- | |
| 2021-02-10 15:44:14,834 epoch 6 - iter 63/632 - loss 0.78754193 - samples/sec: 223.44 - lr: 0.100000 | |
| 2021-02-10 15:44:23,522 epoch 6 - iter 126/632 - loss 0.74446731 - samples/sec: 232.25 - lr: 0.100000 | |
| 2021-02-10 15:44:32,155 epoch 6 - iter 189/632 - loss 0.79290459 - samples/sec: 233.77 - lr: 0.100000 | |
| 2021-02-10 15:44:40,696 epoch 6 - iter 252/632 - loss 0.76946656 - samples/sec: 236.25 - lr: 0.100000 | |
| 2021-02-10 15:44:49,495 epoch 6 - iter 315/632 - loss 0.78499455 - samples/sec: 229.33 - lr: 0.100000 | |
| 2021-02-10 15:44:58,157 epoch 6 - iter 378/632 - loss 0.80153841 - samples/sec: 232.97 - lr: 0.100000 | |
| 2021-02-10 15:45:06,680 epoch 6 - iter 441/632 - loss 0.79521945 - samples/sec: 236.75 - lr: 0.100000 | |
| 2021-02-10 15:45:15,498 epoch 6 - iter 504/632 - loss 0.79423436 - samples/sec: 228.83 - lr: 0.100000 | |
| 2021-02-10 15:45:24,478 epoch 6 - iter 567/632 - loss 0.79702264 - samples/sec: 224.71 - lr: 0.100000 | |
| 2021-02-10 15:45:33,339 epoch 6 - iter 630/632 - loss 0.79598001 - samples/sec: 227.72 - lr: 0.100000 | |
| 2021-02-10 15:45:33,497 ---------------------------------------------------------------------------------------------------- | |
| 2021-02-10 15:45:33,497 EPOCH 6 done: loss 0.7950 - lr 0.1000000 | |
| 2021-02-10 15:45:33,498 BAD EPOCHS (no improvement): 0 | |
| 2021-02-10 15:45:33,503 ---------------------------------------------------------------------------------------------------- | |
| 2021-02-10 15:45:42,446 epoch 7 - iter 63/632 - loss 0.75334298 - samples/sec: 225.63 - lr: 0.100000 | |
| 2021-02-10 15:45:51,293 epoch 7 - iter 126/632 - loss 0.74065830 - samples/sec: 228.08 - lr: 0.100000 | |
| 2021-02-10 15:46:00,037 epoch 7 - iter 189/632 - loss 0.73514170 - samples/sec: 230.79 - lr: 0.100000 | |
| 2021-02-10 15:46:08,469 epoch 7 - iter 252/632 - loss 0.72400649 - samples/sec: 239.32 - lr: 0.100000 | |
| 2021-02-10 15:46:16,932 epoch 7 - iter 315/632 - loss 0.72677704 - samples/sec: 238.45 - lr: 0.100000 | |
| 2021-02-10 15:46:25,442 epoch 7 - iter 378/632 - loss 0.72329849 - samples/sec: 237.12 - lr: 0.100000 | |
| 2021-02-10 15:46:34,359 epoch 7 - iter 441/632 - loss 0.72613190 - samples/sec: 226.28 - lr: 0.100000 | |
| 2021-02-10 15:46:42,849 epoch 7 - iter 504/632 - loss 0.72786934 - samples/sec: 237.66 - lr: 0.100000 | |
| 2021-02-10 15:46:51,401 epoch 7 - iter 567/632 - loss 0.72915495 - samples/sec: 235.95 - lr: 0.100000 | |
| 2021-02-10 15:47:00,237 epoch 7 - iter 630/632 - loss 0.72993239 - samples/sec: 228.37 - lr: 0.100000 | |
| 2021-02-10 15:47:00,415 ---------------------------------------------------------------------------------------------------- | |
| 2021-02-10 15:47:00,415 EPOCH 7 done: loss 0.7290 - lr 0.1000000 | |
| 2021-02-10 15:47:00,415 BAD EPOCHS (no improvement): 0 | |
| 2021-02-10 15:47:00,418 ---------------------------------------------------------------------------------------------------- | |
| 2021-02-10 15:47:09,056 epoch 8 - iter 63/632 - loss 0.61641351 - samples/sec: 233.62 - lr: 0.100000 | |
| 2021-02-10 15:47:18,047 epoch 8 - iter 126/632 - loss 0.64885774 - samples/sec: 224.44 - lr: 0.100000 | |
| 2021-02-10 15:47:26,645 epoch 8 - iter 189/632 - loss 0.64593617 - samples/sec: 234.67 - lr: 0.100000 | |
| 2021-02-10 15:47:35,217 epoch 8 - iter 252/632 - loss 0.67105862 - samples/sec: 235.42 - lr: 0.100000 | |
| 2021-02-10 15:47:43,732 epoch 8 - iter 315/632 - loss 0.67881174 - samples/sec: 236.97 - lr: 0.100000 | |
| 2021-02-10 15:47:52,247 epoch 8 - iter 378/632 - loss 0.67481453 - samples/sec: 236.98 - lr: 0.100000 | |
| 2021-02-10 15:48:00,898 epoch 8 - iter 441/632 - loss 0.68059961 - samples/sec: 233.25 - lr: 0.100000 | |
| 2021-02-10 15:48:09,221 epoch 8 - iter 504/632 - loss 0.67748160 - samples/sec: 242.45 - lr: 0.100000 | |
| 2021-02-10 15:48:18,165 epoch 8 - iter 567/632 - loss 0.67817091 - samples/sec: 225.61 - lr: 0.100000 | |
| 2021-02-10 15:48:26,893 epoch 8 - iter 630/632 - loss 0.68241120 - samples/sec: 231.19 - lr: 0.100000 | |
| 2021-02-10 15:48:27,028 ---------------------------------------------------------------------------------------------------- | |
| 2021-02-10 15:48:27,028 EPOCH 8 done: loss 0.6816 - lr 0.1000000 | |
| 2021-02-10 15:48:27,028 BAD EPOCHS (no improvement): 0 | |
| 2021-02-10 15:48:27,031 ---------------------------------------------------------------------------------------------------- | |
| 2021-02-10 15:48:35,357 epoch 9 - iter 63/632 - loss 0.61591054 - samples/sec: 242.38 - lr: 0.100000 | |
| 2021-02-10 15:48:43,928 epoch 9 - iter 126/632 - loss 0.64351370 - samples/sec: 235.44 - lr: 0.100000 | |
| 2021-02-10 15:48:52,720 epoch 9 - iter 189/632 - loss 0.64679772 - samples/sec: 229.50 - lr: 0.100000 | |
| 2021-02-10 15:49:01,534 epoch 9 - iter 252/632 - loss 0.66162922 - samples/sec: 228.91 - lr: 0.100000 | |
| 2021-02-10 15:49:10,488 epoch 9 - iter 315/632 - loss 0.65723171 - samples/sec: 225.38 - lr: 0.100000 | |
| 2021-02-10 15:49:19,064 epoch 9 - iter 378/632 - loss 0.66153742 - samples/sec: 235.31 - lr: 0.100000 | |
| 2021-02-10 15:49:27,832 epoch 9 - iter 441/632 - loss 0.65811618 - samples/sec: 230.13 - lr: 0.100000 | |
| 2021-02-10 15:49:36,294 epoch 9 - iter 504/632 - loss 0.64886278 - samples/sec: 238.48 - lr: 0.100000 | |
| 2021-02-10 15:49:45,210 epoch 9 - iter 567/632 - loss 0.64837159 - samples/sec: 226.30 - lr: 0.100000 | |
| 2021-02-10 15:49:53,948 epoch 9 - iter 630/632 - loss 0.64665966 - samples/sec: 230.94 - lr: 0.100000 | |
| 2021-02-10 15:49:54,094 ---------------------------------------------------------------------------------------------------- | |
| 2021-02-10 15:49:54,094 EPOCH 9 done: loss 0.6456 - lr 0.1000000 | |
| 2021-02-10 15:49:54,094 BAD EPOCHS (no improvement): 0 | |
| 2021-02-10 15:49:54,126 ---------------------------------------------------------------------------------------------------- | |
| 2021-02-10 15:50:03,033 epoch 10 - iter 63/632 - loss 0.60841202 - samples/sec: 226.57 - lr: 0.100000 | |
| 2021-02-10 15:50:12,043 epoch 10 - iter 126/632 - loss 0.61444803 - samples/sec: 223.94 - lr: 0.100000 | |
| 2021-02-10 15:50:20,824 epoch 10 - iter 189/632 - loss 0.62545991 - samples/sec: 229.77 - lr: 0.100000 | |
| 2021-02-10 15:50:29,568 epoch 10 - iter 252/632 - loss 0.61886420 - samples/sec: 230.78 - lr: 0.100000 | |
| 2021-02-10 15:50:38,398 epoch 10 - iter 315/632 - loss 0.61802905 - samples/sec: 228.51 - lr: 0.100000 | |
| 2021-02-10 15:50:47,097 epoch 10 - iter 378/632 - loss 0.60273511 - samples/sec: 231.98 - lr: 0.100000 | |
| 2021-02-10 15:50:55,789 epoch 10 - iter 441/632 - loss 0.60267713 - samples/sec: 232.15 - lr: 0.100000 | |
| 2021-02-10 15:51:04,329 epoch 10 - iter 504/632 - loss 0.60358083 - samples/sec: 236.31 - lr: 0.100000 | |
| 2021-02-10 15:51:12,960 epoch 10 - iter 567/632 - loss 0.60973555 - samples/sec: 233.77 - lr: 0.100000 | |
| 2021-02-10 15:51:21,776 epoch 10 - iter 630/632 - loss 0.60836270 - samples/sec: 228.91 - lr: 0.100000 | |
| 2021-02-10 15:51:21,925 ---------------------------------------------------------------------------------------------------- | |
| 2021-02-10 15:51:21,925 EPOCH 10 done: loss 0.6094 - lr 0.1000000 | |
| 2021-02-10 15:51:21,925 BAD EPOCHS (no improvement): 0 | |
| 2021-02-10 15:51:21,928 ---------------------------------------------------------------------------------------------------- | |
| 2021-02-10 15:51:30,603 epoch 11 - iter 63/632 - loss 0.57059315 - samples/sec: 232.64 - lr: 0.100000 | |
| 2021-02-10 15:51:39,357 epoch 11 - iter 126/632 - loss 0.58118577 - samples/sec: 230.51 - lr: 0.100000 | |
| 2021-02-10 15:51:47,804 epoch 11 - iter 189/632 - loss 0.58901673 - samples/sec: 238.90 - lr: 0.100000 | |
| 2021-02-10 15:51:56,340 epoch 11 - iter 252/632 - loss 0.59082030 - samples/sec: 236.41 - lr: 0.100000 | |
| 2021-02-10 15:52:05,382 epoch 11 - iter 315/632 - loss 0.58371403 - samples/sec: 223.16 - lr: 0.100000 | |
| 2021-02-10 15:52:13,962 epoch 11 - iter 378/632 - loss 0.58715600 - samples/sec: 235.20 - lr: 0.100000 | |
| 2021-02-10 15:52:22,465 epoch 11 - iter 441/632 - loss 0.58109795 - samples/sec: 237.30 - lr: 0.100000 | |
| 2021-02-10 15:52:30,955 epoch 11 - iter 504/632 - loss 0.57715524 - samples/sec: 237.68 - lr: 0.100000 | |
| 2021-02-10 15:52:39,695 epoch 11 - iter 567/632 - loss 0.57905172 - samples/sec: 230.90 - lr: 0.100000 | |
| 2021-02-10 15:52:48,612 epoch 11 - iter 630/632 - loss 0.58363519 - samples/sec: 226.29 - lr: 0.100000 | |
| 2021-02-10 15:52:48,769 ---------------------------------------------------------------------------------------------------- | |
| 2021-02-10 15:52:48,769 EPOCH 11 done: loss 0.5832 - lr 0.1000000 | |
| 2021-02-10 15:52:48,769 BAD EPOCHS (no improvement): 0 | |
| 2021-02-10 15:52:48,771 ---------------------------------------------------------------------------------------------------- | |
| 2021-02-10 15:52:57,377 epoch 12 - iter 63/632 - loss 0.51853344 - samples/sec: 234.50 - lr: 0.100000 | |
| 2021-02-10 15:53:06,127 epoch 12 - iter 126/632 - loss 0.54150793 - samples/sec: 230.62 - lr: 0.100000 | |
| 2021-02-10 15:53:15,052 epoch 12 - iter 189/632 - loss 0.54159605 - samples/sec: 226.09 - lr: 0.100000 | |
| 2021-02-10 15:53:23,754 epoch 12 - iter 252/632 - loss 0.55632162 - samples/sec: 231.89 - lr: 0.100000 | |
| 2021-02-10 15:53:32,552 epoch 12 - iter 315/632 - loss 0.55491949 - samples/sec: 229.36 - lr: 0.100000 | |
| 2021-02-10 15:53:41,265 epoch 12 - iter 378/632 - loss 0.56163471 - samples/sec: 231.57 - lr: 0.100000 | |
| 2021-02-10 15:53:49,768 epoch 12 - iter 441/632 - loss 0.56102137 - samples/sec: 237.32 - lr: 0.100000 | |
| 2021-02-10 15:53:58,380 epoch 12 - iter 504/632 - loss 0.55647904 - samples/sec: 234.33 - lr: 0.100000 | |
| 2021-02-10 15:54:07,075 epoch 12 - iter 567/632 - loss 0.55821427 - samples/sec: 232.06 - lr: 0.100000 | |
| 2021-02-10 15:54:15,575 epoch 12 - iter 630/632 - loss 0.55712707 - samples/sec: 237.41 - lr: 0.100000 | |
| 2021-02-10 15:54:15,751 ---------------------------------------------------------------------------------------------------- | |
| 2021-02-10 15:54:15,751 EPOCH 12 done: loss 0.5559 - lr 0.1000000 | |
| 2021-02-10 15:54:15,751 BAD EPOCHS (no improvement): 0 | |
| 2021-02-10 15:54:15,753 ---------------------------------------------------------------------------------------------------- | |
| 2021-02-10 15:54:24,373 epoch 13 - iter 63/632 - loss 0.56530709 - samples/sec: 234.13 - lr: 0.100000 | |
| 2021-02-10 15:54:32,907 epoch 13 - iter 126/632 - loss 0.54470526 - samples/sec: 236.46 - lr: 0.100000 | |
| 2021-02-10 15:54:41,542 epoch 13 - iter 189/632 - loss 0.52198040 - samples/sec: 233.70 - lr: 0.100000 | |
| 2021-02-10 15:54:50,212 epoch 13 - iter 252/632 - loss 0.52421415 - samples/sec: 232.75 - lr: 0.100000 | |
| 2021-02-10 15:54:58,662 epoch 13 - iter 315/632 - loss 0.52280811 - samples/sec: 238.80 - lr: 0.100000 | |
| 2021-02-10 15:55:08,758 epoch 13 - iter 378/632 - loss 0.53476830 - samples/sec: 199.85 - lr: 0.100000 | |
| 2021-02-10 15:55:17,245 epoch 13 - iter 441/632 - loss 0.54226524 - samples/sec: 237.74 - lr: 0.100000 | |
| 2021-02-10 15:55:25,924 epoch 13 - iter 504/632 - loss 0.54588748 - samples/sec: 232.50 - lr: 0.100000 | |
| 2021-02-10 15:55:34,833 epoch 13 - iter 567/632 - loss 0.54462009 - samples/sec: 226.51 - lr: 0.100000 | |
| 2021-02-10 15:55:43,563 epoch 13 - iter 630/632 - loss 0.54643083 - samples/sec: 231.14 - lr: 0.100000 | |
| 2021-02-10 15:55:43,727 ---------------------------------------------------------------------------------------------------- | |
| 2021-02-10 15:55:43,727 EPOCH 13 done: loss 0.5455 - lr 0.1000000 | |
| 2021-02-10 15:55:43,727 BAD EPOCHS (no improvement): 0 | |
| 2021-02-10 15:55:43,730 ---------------------------------------------------------------------------------------------------- | |
| 2021-02-10 15:55:52,250 epoch 14 - iter 63/632 - loss 0.47765877 - samples/sec: 236.86 - lr: 0.100000 | |
| 2021-02-10 15:56:00,651 epoch 14 - iter 126/632 - loss 0.47695202 - samples/sec: 240.20 - lr: 0.100000 | |
| 2021-02-10 15:56:09,464 epoch 14 - iter 189/632 - loss 0.49717767 - samples/sec: 228.97 - lr: 0.100000 | |
| 2021-02-10 15:56:18,406 epoch 14 - iter 252/632 - loss 0.49720034 - samples/sec: 225.64 - lr: 0.100000 | |
| 2021-02-10 15:56:26,940 epoch 14 - iter 315/632 - loss 0.49475677 - samples/sec: 236.44 - lr: 0.100000 | |
| 2021-02-10 15:56:35,470 epoch 14 - iter 378/632 - loss 0.49697465 - samples/sec: 236.59 - lr: 0.100000 | |
| 2021-02-10 15:56:44,264 epoch 14 - iter 441/632 - loss 0.50049356 - samples/sec: 229.45 - lr: 0.100000 | |
| 2021-02-10 15:56:53,061 epoch 14 - iter 504/632 - loss 0.50122468 - samples/sec: 229.39 - lr: 0.100000 | |
| 2021-02-10 15:57:01,876 epoch 14 - iter 567/632 - loss 0.50253072 - samples/sec: 228.91 - lr: 0.100000 | |
| 2021-02-10 15:57:10,653 epoch 14 - iter 630/632 - loss 0.50687738 - samples/sec: 229.89 - lr: 0.100000 | |
| 2021-02-10 15:57:10,818 ---------------------------------------------------------------------------------------------------- | |
| 2021-02-10 15:57:10,818 EPOCH 14 done: loss 0.5060 - lr 0.1000000 | |
| 2021-02-10 15:57:10,818 BAD EPOCHS (no improvement): 0 | |
| 2021-02-10 15:57:10,821 ---------------------------------------------------------------------------------------------------- | |
| 2021-02-10 15:57:19,267 epoch 15 - iter 63/632 - loss 0.49645281 - samples/sec: 238.94 - lr: 0.100000 | |
| 2021-02-10 15:57:27,784 epoch 15 - iter 126/632 - loss 0.48574395 - samples/sec: 236.93 - lr: 0.100000 | |
| 2021-02-10 15:57:36,514 epoch 15 - iter 189/632 - loss 0.48370802 - samples/sec: 231.14 - lr: 0.100000 | |
| 2021-02-10 15:57:45,359 epoch 15 - iter 252/632 - loss 0.48751484 - samples/sec: 228.13 - lr: 0.100000 | |
| 2021-02-10 15:57:54,078 epoch 15 - iter 315/632 - loss 0.48715321 - samples/sec: 231.46 - lr: 0.100000 | |
| 2021-02-10 15:58:02,768 epoch 15 - iter 378/632 - loss 0.49145449 - samples/sec: 232.19 - lr: 0.100000 | |
| 2021-02-10 15:58:11,416 epoch 15 - iter 441/632 - loss 0.49267610 - samples/sec: 233.34 - lr: 0.100000 | |
| 2021-02-10 15:58:20,092 epoch 15 - iter 504/632 - loss 0.49277606 - samples/sec: 232.58 - lr: 0.100000 | |
| 2021-02-10 15:58:28,634 epoch 15 - iter 567/632 - loss 0.49663350 - samples/sec: 236.21 - lr: 0.100000 | |
| 2021-02-10 15:58:37,779 epoch 15 - iter 630/632 - loss 0.49909500 - samples/sec: 220.67 - lr: 0.100000 | |
| 2021-02-10 15:58:37,975 ---------------------------------------------------------------------------------------------------- | |
| 2021-02-10 15:58:37,975 EPOCH 15 done: loss 0.5002 - lr 0.1000000 | |
| 2021-02-10 15:58:37,975 BAD EPOCHS (no improvement): 0 | |
| 2021-02-10 15:58:37,978 ---------------------------------------------------------------------------------------------------- | |
| 2021-02-10 15:58:47,083 epoch 16 - iter 63/632 - loss 0.50191718 - samples/sec: 221.64 - lr: 0.100000 | |
| 2021-02-10 15:58:55,790 epoch 16 - iter 126/632 - loss 0.47222587 - samples/sec: 231.75 - lr: 0.100000 | |
| 2021-02-10 15:59:04,444 epoch 16 - iter 189/632 - loss 0.46387218 - samples/sec: 233.19 - lr: 0.100000 | |
| 2021-02-10 15:59:13,046 epoch 16 - iter 252/632 - loss 0.46731094 - samples/sec: 234.58 - lr: 0.100000 | |
| 2021-02-10 15:59:21,768 epoch 16 - iter 315/632 - loss 0.47694853 - samples/sec: 231.37 - lr: 0.100000 | |
| 2021-02-10 15:59:30,473 epoch 16 - iter 378/632 - loss 0.47032652 - samples/sec: 231.80 - lr: 0.100000 | |
| 2021-02-10 15:59:39,151 epoch 16 - iter 441/632 - loss 0.47632591 - samples/sec: 232.52 - lr: 0.100000 | |
| 2021-02-10 15:59:47,676 epoch 16 - iter 504/632 - loss 0.47833323 - samples/sec: 236.72 - lr: 0.100000 | |
| 2021-02-10 15:59:56,313 epoch 16 - iter 567/632 - loss 0.47850724 - samples/sec: 233.64 - lr: 0.100000 | |
| 2021-02-10 16:00:05,114 epoch 16 - iter 630/632 - loss 0.47889015 - samples/sec: 229.29 - lr: 0.100000 | |
| 2021-02-10 16:00:05,268 ---------------------------------------------------------------------------------------------------- | |
| 2021-02-10 16:00:05,268 EPOCH 16 done: loss 0.4784 - lr 0.1000000 | |
| 2021-02-10 16:00:05,268 BAD EPOCHS (no improvement): 0 | |
| 2021-02-10 16:00:05,273 ---------------------------------------------------------------------------------------------------- | |
| 2021-02-10 16:00:14,072 epoch 17 - iter 63/632 - loss 0.45766971 - samples/sec: 229.33 - lr: 0.100000 | |
| 2021-02-10 16:00:22,818 epoch 17 - iter 126/632 - loss 0.45550628 - samples/sec: 230.73 - lr: 0.100000 | |
| 2021-02-10 16:00:31,597 epoch 17 - iter 189/632 - loss 0.46019329 - samples/sec: 229.84 - lr: 0.100000 | |
| 2021-02-10 16:00:40,432 epoch 17 - iter 252/632 - loss 0.46913377 - samples/sec: 228.42 - lr: 0.100000 | |
| 2021-02-10 16:00:49,107 epoch 17 - iter 315/632 - loss 0.46928203 - samples/sec: 232.61 - lr: 0.100000 | |
| 2021-02-10 16:00:57,647 epoch 17 - iter 378/632 - loss 0.46300038 - samples/sec: 236.29 - lr: 0.100000 | |
| 2021-02-10 16:01:05,974 epoch 17 - iter 441/632 - loss 0.46580889 - samples/sec: 242.30 - lr: 0.100000 | |
| 2021-02-10 16:01:14,620 epoch 17 - iter 504/632 - loss 0.46563897 - samples/sec: 233.42 - lr: 0.100000 | |
| 2021-02-10 16:01:23,547 epoch 17 - iter 567/632 - loss 0.46665399 - samples/sec: 226.01 - lr: 0.100000 | |
| 2021-02-10 16:01:32,479 epoch 17 - iter 630/632 - loss 0.46460224 - samples/sec: 225.91 - lr: 0.100000 | |
| 2021-02-10 16:01:32,665 ---------------------------------------------------------------------------------------------------- | |
| 2021-02-10 16:01:32,665 EPOCH 17 done: loss 0.4686 - lr 0.1000000 | |
| 2021-02-10 16:01:32,665 BAD EPOCHS (no improvement): 0 | |
| 2021-02-10 16:01:32,668 ---------------------------------------------------------------------------------------------------- | |
| 2021-02-10 16:01:41,545 epoch 18 - iter 63/632 - loss 0.48332582 - samples/sec: 227.33 - lr: 0.100000 | |
| 2021-02-10 16:01:50,113 epoch 18 - iter 126/632 - loss 0.47688801 - samples/sec: 235.51 - lr: 0.100000 | |
| 2021-02-10 16:01:58,654 epoch 18 - iter 189/632 - loss 0.46453278 - samples/sec: 236.25 - lr: 0.100000 | |
| 2021-02-10 16:02:07,916 epoch 18 - iter 252/632 - loss 0.45269238 - samples/sec: 217.85 - lr: 0.100000 | |
| 2021-02-10 16:02:16,636 epoch 18 - iter 315/632 - loss 0.44908785 - samples/sec: 231.42 - lr: 0.100000 | |
| 2021-02-10 16:02:25,516 epoch 18 - iter 378/632 - loss 0.45538266 - samples/sec: 227.23 - lr: 0.100000 | |
| 2021-02-10 16:02:33,919 epoch 18 - iter 441/632 - loss 0.45347009 - samples/sec: 240.15 - lr: 0.100000 | |
| 2021-02-10 16:02:42,445 epoch 18 - iter 504/632 - loss 0.44860695 - samples/sec: 236.67 - lr: 0.100000 | |
| 2021-02-10 16:02:50,913 epoch 18 - iter 567/632 - loss 0.45124402 - samples/sec: 238.32 - lr: 0.100000 | |
| 2021-02-10 16:02:59,468 epoch 18 - iter 630/632 - loss 0.44581334 - samples/sec: 235.87 - lr: 0.100000 | |
| 2021-02-10 16:02:59,650 ---------------------------------------------------------------------------------------------------- | |
| 2021-02-10 16:02:59,650 EPOCH 18 done: loss 0.4449 - lr 0.1000000 | |
| 2021-02-10 16:02:59,650 BAD EPOCHS (no improvement): 0 | |
| 2021-02-10 16:02:59,653 ---------------------------------------------------------------------------------------------------- | |
| 2021-02-10 16:03:08,207 epoch 19 - iter 63/632 - loss 0.44565616 - samples/sec: 235.91 - lr: 0.100000 | |
| 2021-02-10 16:03:16,936 epoch 19 - iter 126/632 - loss 0.43802892 - samples/sec: 231.15 - lr: 0.100000 | |
| 2021-02-10 16:03:25,691 epoch 19 - iter 189/632 - loss 0.43934905 - samples/sec: 230.50 - lr: 0.100000 | |
| 2021-02-10 16:03:34,440 epoch 19 - iter 252/632 - loss 0.43169751 - samples/sec: 230.64 - lr: 0.100000 | |
| 2021-02-10 16:03:42,872 epoch 19 - iter 315/632 - loss 0.42188941 - samples/sec: 239.30 - lr: 0.100000 | |
| 2021-02-10 16:03:51,808 epoch 19 - iter 378/632 - loss 0.43423105 - samples/sec: 225.82 - lr: 0.100000 | |
| 2021-02-10 16:04:00,309 epoch 19 - iter 441/632 - loss 0.44214919 - samples/sec: 237.36 - lr: 0.100000 | |
| 2021-02-10 16:04:08,871 epoch 19 - iter 504/632 - loss 0.43631657 - samples/sec: 235.69 - lr: 0.100000 | |
| 2021-02-10 16:04:17,282 epoch 19 - iter 567/632 - loss 0.43564825 - samples/sec: 239.93 - lr: 0.100000 | |
| 2021-02-10 16:04:25,967 epoch 19 - iter 630/632 - loss 0.43185654 - samples/sec: 232.34 - lr: 0.100000 | |
| 2021-02-10 16:04:26,127 ---------------------------------------------------------------------------------------------------- | |
| 2021-02-10 16:04:26,127 EPOCH 19 done: loss 0.4314 - lr 0.1000000 | |
| 2021-02-10 16:04:26,127 BAD EPOCHS (no improvement): 0 | |
| 2021-02-10 16:04:26,130 ---------------------------------------------------------------------------------------------------- | |
| 2021-02-10 16:04:34,749 epoch 20 - iter 63/632 - loss 0.39230310 - samples/sec: 234.15 - lr: 0.100000 | |
| 2021-02-10 16:04:43,825 epoch 20 - iter 126/632 - loss 0.40709265 - samples/sec: 222.33 - lr: 0.100000 | |
| 2021-02-10 16:04:52,373 epoch 20 - iter 189/632 - loss 0.40636851 - samples/sec: 236.09 - lr: 0.100000 | |
| 2021-02-10 16:05:00,973 epoch 20 - iter 252/632 - loss 0.40880236 - samples/sec: 234.63 - lr: 0.100000 | |
| 2021-02-10 16:05:09,585 epoch 20 - iter 315/632 - loss 0.42161982 - samples/sec: 234.32 - lr: 0.100000 | |
| 2021-02-10 16:05:18,132 epoch 20 - iter 378/632 - loss 0.42846428 - samples/sec: 236.10 - lr: 0.100000 | |
| 2021-02-10 16:05:26,789 epoch 20 - iter 441/632 - loss 0.42575875 - samples/sec: 233.11 - lr: 0.100000 | |
| 2021-02-10 16:05:35,300 epoch 20 - iter 504/632 - loss 0.42309521 - samples/sec: 237.10 - lr: 0.100000 | |
| 2021-02-10 16:05:43,812 epoch 20 - iter 567/632 - loss 0.42471028 - samples/sec: 237.05 - lr: 0.100000 | |
| 2021-02-10 16:05:52,577 epoch 20 - iter 630/632 - loss 0.42447862 - samples/sec: 230.24 - lr: 0.100000 | |
| 2021-02-10 16:05:52,746 ---------------------------------------------------------------------------------------------------- | |
| 2021-02-10 16:05:52,747 EPOCH 20 done: loss 0.4252 - lr 0.1000000 | |
| 2021-02-10 16:05:52,747 BAD EPOCHS (no improvement): 0 | |
| 2021-02-10 16:05:52,750 ---------------------------------------------------------------------------------------------------- | |
| 2021-02-10 16:06:01,506 epoch 21 - iter 63/632 - loss 0.39897363 - samples/sec: 230.47 - lr: 0.100000 | |
| 2021-02-10 16:06:10,122 epoch 21 - iter 126/632 - loss 0.40744550 - samples/sec: 234.19 - lr: 0.100000 | |
| 2021-02-10 16:06:18,751 epoch 21 - iter 189/632 - loss 0.41357861 - samples/sec: 233.85 - lr: 0.100000 | |
| 2021-02-10 16:06:27,523 epoch 21 - iter 252/632 - loss 0.41740985 - samples/sec: 230.01 - lr: 0.100000 | |
| 2021-02-10 16:06:35,866 epoch 21 - iter 315/632 - loss 0.41657611 - samples/sec: 241.87 - lr: 0.100000 | |
| 2021-02-10 16:06:44,553 epoch 21 - iter 378/632 - loss 0.41068776 - samples/sec: 232.30 - lr: 0.100000 | |
| 2021-02-10 16:06:53,256 epoch 21 - iter 441/632 - loss 0.41035503 - samples/sec: 231.85 - lr: 0.100000 | |
| 2021-02-10 16:07:02,310 epoch 21 - iter 504/632 - loss 0.41583949 - samples/sec: 222.86 - lr: 0.100000 | |
| 2021-02-10 16:07:10,936 epoch 21 - iter 567/632 - loss 0.41854505 - samples/sec: 233.94 - lr: 0.100000 | |
| 2021-02-10 16:07:19,619 epoch 21 - iter 630/632 - loss 0.41855897 - samples/sec: 232.38 - lr: 0.100000 | |
| 2021-02-10 16:07:19,766 ---------------------------------------------------------------------------------------------------- | |
| 2021-02-10 16:07:19,767 EPOCH 21 done: loss 0.4175 - lr 0.1000000 | |
| 2021-02-10 16:07:19,767 BAD EPOCHS (no improvement): 0 | |
| 2021-02-10 16:07:19,769 ---------------------------------------------------------------------------------------------------- | |
| 2021-02-10 16:07:28,598 epoch 22 - iter 63/632 - loss 0.39966542 - samples/sec: 228.59 - lr: 0.100000 | |
| 2021-02-10 16:07:37,171 epoch 22 - iter 126/632 - loss 0.38967994 - samples/sec: 235.38 - lr: 0.100000 | |
| 2021-02-10 16:07:45,954 epoch 22 - iter 189/632 - loss 0.39430564 - samples/sec: 229.74 - lr: 0.100000 | |
| 2021-02-10 16:07:54,364 epoch 22 - iter 252/632 - loss 0.38991884 - samples/sec: 239.96 - lr: 0.100000 | |
| 2021-02-10 16:08:02,786 epoch 22 - iter 315/632 - loss 0.39252614 - samples/sec: 239.59 - lr: 0.100000 | |
| 2021-02-10 16:08:11,409 epoch 22 - iter 378/632 - loss 0.39572376 - samples/sec: 234.02 - lr: 0.100000 | |
| 2021-02-10 16:08:19,863 epoch 22 - iter 441/632 - loss 0.39915826 - samples/sec: 238.69 - lr: 0.100000 | |
| 2021-02-10 16:08:28,438 epoch 22 - iter 504/632 - loss 0.39679644 - samples/sec: 235.35 - lr: 0.100000 | |
| 2021-02-10 16:08:37,034 epoch 22 - iter 567/632 - loss 0.39590573 - samples/sec: 234.74 - lr: 0.100000 | |
| 2021-02-10 16:08:45,600 epoch 22 - iter 630/632 - loss 0.39867104 - samples/sec: 235.58 - lr: 0.100000 | |
| 2021-02-10 16:08:45,767 ---------------------------------------------------------------------------------------------------- | |
| 2021-02-10 16:08:45,767 EPOCH 22 done: loss 0.3975 - lr 0.1000000 | |
| 2021-02-10 16:08:45,767 BAD EPOCHS (no improvement): 0 | |
| 2021-02-10 16:08:45,770 ---------------------------------------------------------------------------------------------------- | |
| 2021-02-10 16:08:54,488 epoch 23 - iter 63/632 - loss 0.40130685 - samples/sec: 231.48 - lr: 0.100000 | |
| 2021-02-10 16:09:03,361 epoch 23 - iter 126/632 - loss 0.38679449 - samples/sec: 227.44 - lr: 0.100000 | |
| 2021-02-10 16:09:11,909 epoch 23 - iter 189/632 - loss 0.37733560 - samples/sec: 236.06 - lr: 0.100000 | |
| 2021-02-10 16:09:20,466 epoch 23 - iter 252/632 - loss 0.37661217 - samples/sec: 235.82 - lr: 0.100000 | |
| 2021-02-10 16:09:29,136 epoch 23 - iter 315/632 - loss 0.37000917 - samples/sec: 232.74 - lr: 0.100000 | |
| 2021-02-10 16:09:37,733 epoch 23 - iter 378/632 - loss 0.37780354 - samples/sec: 234.74 - lr: 0.100000 | |
| 2021-02-10 16:09:46,208 epoch 23 - iter 441/632 - loss 0.38215488 - samples/sec: 238.10 - lr: 0.100000 | |
| 2021-02-10 16:09:54,940 epoch 23 - iter 504/632 - loss 0.38325567 - samples/sec: 231.08 - lr: 0.100000 | |
| 2021-02-10 16:10:03,518 epoch 23 - iter 567/632 - loss 0.38981643 - samples/sec: 235.25 - lr: 0.100000 | |
| 2021-02-10 16:10:12,067 epoch 23 - iter 630/632 - loss 0.39591925 - samples/sec: 236.04 - lr: 0.100000 | |
| 2021-02-10 16:10:12,238 ---------------------------------------------------------------------------------------------------- | |
| 2021-02-10 16:10:12,238 EPOCH 23 done: loss 0.3952 - lr 0.1000000 | |
| 2021-02-10 16:10:12,238 BAD EPOCHS (no improvement): 0 | |
| 2021-02-10 16:10:12,241 ---------------------------------------------------------------------------------------------------- | |
| 2021-02-10 16:10:20,791 epoch 24 - iter 63/632 - loss 0.40344138 - samples/sec: 236.04 - lr: 0.100000 | |
| 2021-02-10 16:10:29,260 epoch 24 - iter 126/632 - loss 0.39143389 - samples/sec: 238.28 - lr: 0.100000 | |
| 2021-02-10 16:10:37,805 epoch 24 - iter 189/632 - loss 0.38793047 - samples/sec: 236.14 - lr: 0.100000 | |
| 2021-02-10 16:10:46,669 epoch 24 - iter 252/632 - loss 0.39009477 - samples/sec: 227.65 - lr: 0.100000 | |
| 2021-02-10 16:10:55,449 epoch 24 - iter 315/632 - loss 0.39481209 - samples/sec: 229.81 - lr: 0.100000 | |
| 2021-02-10 16:11:03,946 epoch 24 - iter 378/632 - loss 0.38977868 - samples/sec: 237.49 - lr: 0.100000 | |
| 2021-02-10 16:11:12,522 epoch 24 - iter 441/632 - loss 0.39578206 - samples/sec: 235.31 - lr: 0.100000 | |
| 2021-02-10 16:11:21,060 epoch 24 - iter 504/632 - loss 0.39115715 - samples/sec: 236.35 - lr: 0.100000 | |
| 2021-02-10 16:11:29,707 epoch 24 - iter 567/632 - loss 0.38846526 - samples/sec: 233.35 - lr: 0.100000 | |
| 2021-02-10 16:11:38,475 epoch 24 - iter 630/632 - loss 0.38552916 - samples/sec: 230.13 - lr: 0.100000 | |
| 2021-02-10 16:11:38,649 ---------------------------------------------------------------------------------------------------- | |
| 2021-02-10 16:11:38,649 EPOCH 24 done: loss 0.3848 - lr 0.1000000 | |
| 2021-02-10 16:11:38,650 BAD EPOCHS (no improvement): 0 | |
| 2021-02-10 16:11:38,652 ---------------------------------------------------------------------------------------------------- | |
| 2021-02-10 16:11:47,257 epoch 25 - iter 63/632 - loss 0.39979921 - samples/sec: 234.51 - lr: 0.100000 | |
| 2021-02-10 16:11:56,202 epoch 25 - iter 126/632 - loss 0.38293823 - samples/sec: 225.60 - lr: 0.100000 | |
| 2021-02-10 16:12:04,488 epoch 25 - iter 189/632 - loss 0.37433469 - samples/sec: 243.53 - lr: 0.100000 | |
| 2021-02-10 16:12:13,027 epoch 25 - iter 252/632 - loss 0.37176860 - samples/sec: 236.32 - lr: 0.100000 | |
| 2021-02-10 16:12:21,605 epoch 25 - iter 315/632 - loss 0.36909285 - samples/sec: 235.24 - lr: 0.100000 | |
| 2021-02-10 16:12:30,097 epoch 25 - iter 378/632 - loss 0.37302954 - samples/sec: 237.65 - lr: 0.100000 | |
| 2021-02-10 16:12:38,770 epoch 25 - iter 441/632 - loss 0.36980149 - samples/sec: 232.66 - lr: 0.100000 | |
| 2021-02-10 16:12:47,575 epoch 25 - iter 504/632 - loss 0.36828178 - samples/sec: 229.17 - lr: 0.100000 | |
| 2021-02-10 16:12:55,993 epoch 25 - iter 567/632 - loss 0.37085343 - samples/sec: 239.71 - lr: 0.100000 | |
| 2021-02-10 16:13:04,589 epoch 25 - iter 630/632 - loss 0.37319005 - samples/sec: 234.76 - lr: 0.100000 | |
| 2021-02-10 16:13:04,747 ---------------------------------------------------------------------------------------------------- | |
| 2021-02-10 16:13:04,747 EPOCH 25 done: loss 0.3723 - lr 0.1000000 | |
| 2021-02-10 16:13:04,747 BAD EPOCHS (no improvement): 0 | |
| 2021-02-10 16:13:04,750 ---------------------------------------------------------------------------------------------------- | |
| 2021-02-10 16:13:13,276 epoch 26 - iter 63/632 - loss 0.36826441 - samples/sec: 236.68 - lr: 0.100000 | |
| 2021-02-10 16:13:21,907 epoch 26 - iter 126/632 - loss 0.34643994 - samples/sec: 233.79 - lr: 0.100000 | |
| 2021-02-10 16:13:30,398 epoch 26 - iter 189/632 - loss 0.35531407 - samples/sec: 237.66 - lr: 0.100000 | |
| 2021-02-10 16:13:39,058 epoch 26 - iter 252/632 - loss 0.35581313 - samples/sec: 233.02 - lr: 0.100000 | |
| 2021-02-10 16:13:47,778 epoch 26 - iter 315/632 - loss 0.36401860 - samples/sec: 231.41 - lr: 0.100000 | |
| 2021-02-10 16:13:56,459 epoch 26 - iter 378/632 - loss 0.36859343 - samples/sec: 232.45 - lr: 0.100000 | |
| 2021-02-10 16:14:05,183 epoch 26 - iter 441/632 - loss 0.36906704 - samples/sec: 231.31 - lr: 0.100000 | |
| 2021-02-10 16:14:13,806 epoch 26 - iter 504/632 - loss 0.37258940 - samples/sec: 234.01 - lr: 0.100000 | |
| 2021-02-10 16:14:22,643 epoch 26 - iter 567/632 - loss 0.37317512 - samples/sec: 228.36 - lr: 0.100000 | |
| 2021-02-10 16:14:31,069 epoch 26 - iter 630/632 - loss 0.37601778 - samples/sec: 239.49 - lr: 0.100000 | |
| 2021-02-10 16:14:31,250 ---------------------------------------------------------------------------------------------------- | |
| 2021-02-10 16:14:31,250 EPOCH 26 done: loss 0.3754 - lr 0.1000000 | |
| 2021-02-10 16:14:31,250 BAD EPOCHS (no improvement): 1 | |
| 2021-02-10 16:14:31,252 ---------------------------------------------------------------------------------------------------- | |
| 2021-02-10 16:14:39,844 epoch 27 - iter 63/632 - loss 0.36133870 - samples/sec: 234.89 - lr: 0.100000 | |
| 2021-02-10 16:14:48,548 epoch 27 - iter 126/632 - loss 0.36799262 - samples/sec: 231.82 - lr: 0.100000 | |
| 2021-02-10 16:14:56,956 epoch 27 - iter 189/632 - loss 0.35856580 - samples/sec: 240.00 - lr: 0.100000 | |
| 2021-02-10 16:15:05,507 epoch 27 - iter 252/632 - loss 0.35247198 - samples/sec: 235.99 - lr: 0.100000 | |
| 2021-02-10 16:15:14,174 epoch 27 - iter 315/632 - loss 0.35069568 - samples/sec: 232.82 - lr: 0.100000 | |
| 2021-02-10 16:15:22,793 epoch 27 - iter 378/632 - loss 0.34631749 - samples/sec: 234.12 - lr: 0.100000 | |
| 2021-02-10 16:15:31,071 epoch 27 - iter 441/632 - loss 0.34887268 - samples/sec: 243.77 - lr: 0.100000 | |
| 2021-02-10 16:15:39,465 epoch 27 - iter 504/632 - loss 0.34976420 - samples/sec: 240.39 - lr: 0.100000 | |
| 2021-02-10 16:15:49,604 epoch 27 - iter 567/632 - loss 0.35165607 - samples/sec: 199.00 - lr: 0.100000 | |
| 2021-02-10 16:15:58,179 epoch 27 - iter 630/632 - loss 0.35695617 - samples/sec: 235.33 - lr: 0.100000 | |
| 2021-02-10 16:15:58,342 ---------------------------------------------------------------------------------------------------- | |
| 2021-02-10 16:15:58,342 EPOCH 27 done: loss 0.3578 - lr 0.1000000 | |
| 2021-02-10 16:15:58,342 BAD EPOCHS (no improvement): 0 | |
| 2021-02-10 16:15:58,345 ---------------------------------------------------------------------------------------------------- | |
| 2021-02-10 16:16:07,031 epoch 28 - iter 63/632 - loss 0.30103685 - samples/sec: 232.32 - lr: 0.100000 | |
| 2021-02-10 16:16:15,791 epoch 28 - iter 126/632 - loss 0.34054107 - samples/sec: 230.33 - lr: 0.100000 | |
| 2021-02-10 16:16:24,494 epoch 28 - iter 189/632 - loss 0.34203802 - samples/sec: 231.88 - lr: 0.100000 | |
| 2021-02-10 16:16:32,929 epoch 28 - iter 252/632 - loss 0.33705237 - samples/sec: 239.20 - lr: 0.100000 | |
| 2021-02-10 16:16:41,387 epoch 28 - iter 315/632 - loss 0.33621940 - samples/sec: 238.60 - lr: 0.100000 | |
| 2021-02-10 16:16:49,823 epoch 28 - iter 378/632 - loss 0.34553188 - samples/sec: 239.20 - lr: 0.100000 | |
| 2021-02-10 16:16:58,416 epoch 28 - iter 441/632 - loss 0.34730797 - samples/sec: 234.84 - lr: 0.100000 | |
| 2021-02-10 16:17:07,009 epoch 28 - iter 504/632 - loss 0.34705792 - samples/sec: 234.84 - lr: 0.100000 | |
| 2021-02-10 16:17:15,879 epoch 28 - iter 567/632 - loss 0.35307396 - samples/sec: 227.48 - lr: 0.100000 | |
| 2021-02-10 16:17:24,246 epoch 28 - iter 630/632 - loss 0.35630250 - samples/sec: 241.19 - lr: 0.100000 | |
| 2021-02-10 16:17:24,374 ---------------------------------------------------------------------------------------------------- | |
| 2021-02-10 16:17:24,375 EPOCH 28 done: loss 0.3562 - lr 0.1000000 | |
| 2021-02-10 16:17:24,375 BAD EPOCHS (no improvement): 0 | |
| 2021-02-10 16:17:24,377 ---------------------------------------------------------------------------------------------------- | |
| 2021-02-10 16:17:32,979 epoch 29 - iter 63/632 - loss 0.34246016 - samples/sec: 234.62 - lr: 0.100000 | |
| 2021-02-10 16:17:41,651 epoch 29 - iter 126/632 - loss 0.34696915 - samples/sec: 232.69 - lr: 0.100000 | |
| 2021-02-10 16:17:49,867 epoch 29 - iter 189/632 - loss 0.33661476 - samples/sec: 245.63 - lr: 0.100000 | |
| 2021-02-10 16:17:58,220 epoch 29 - iter 252/632 - loss 0.32625211 - samples/sec: 241.58 - lr: 0.100000 | |
| 2021-02-10 16:18:06,958 epoch 29 - iter 315/632 - loss 0.33611014 - samples/sec: 230.94 - lr: 0.100000 | |
| 2021-02-10 16:18:15,508 epoch 29 - iter 378/632 - loss 0.33611970 - samples/sec: 235.99 - lr: 0.100000 | |
| 2021-02-10 16:18:24,001 epoch 29 - iter 441/632 - loss 0.34033821 - samples/sec: 237.61 - lr: 0.100000 | |
| 2021-02-10 16:18:32,458 epoch 29 - iter 504/632 - loss 0.34258504 - samples/sec: 238.61 - lr: 0.100000 | |
| 2021-02-10 16:18:41,267 epoch 29 - iter 567/632 - loss 0.34550724 - samples/sec: 229.05 - lr: 0.100000 | |
| 2021-02-10 16:18:49,903 epoch 29 - iter 630/632 - loss 0.34565912 - samples/sec: 233.66 - lr: 0.100000 | |
| 2021-02-10 16:18:50,018 ---------------------------------------------------------------------------------------------------- | |
| 2021-02-10 16:18:50,018 EPOCH 29 done: loss 0.3452 - lr 0.1000000 | |
| 2021-02-10 16:18:50,018 BAD EPOCHS (no improvement): 0 | |
| 2021-02-10 16:18:50,023 ---------------------------------------------------------------------------------------------------- | |
| 2021-02-10 16:18:58,780 epoch 30 - iter 63/632 - loss 0.34147074 - samples/sec: 230.44 - lr: 0.100000 | |
| 2021-02-10 16:19:07,490 epoch 30 - iter 126/632 - loss 0.36776607 - samples/sec: 231.68 - lr: 0.100000 | |
| 2021-02-10 16:19:15,636 epoch 30 - iter 189/632 - loss 0.35532503 - samples/sec: 247.71 - lr: 0.100000 | |
| 2021-02-10 16:19:24,082 epoch 30 - iter 252/632 - loss 0.34810209 - samples/sec: 238.93 - lr: 0.100000 | |
| 2021-02-10 16:19:32,733 epoch 30 - iter 315/632 - loss 0.35163892 - samples/sec: 233.23 - lr: 0.100000 | |
| 2021-02-10 16:19:41,110 epoch 30 - iter 378/632 - loss 0.34403519 - samples/sec: 240.91 - lr: 0.100000 | |
| 2021-02-10 16:19:49,509 epoch 30 - iter 441/632 - loss 0.34823841 - samples/sec: 240.26 - lr: 0.100000 | |
| 2021-02-10 16:19:57,977 epoch 30 - iter 504/632 - loss 0.34388958 - samples/sec: 238.31 - lr: 0.100000 | |
| 2021-02-10 16:20:06,242 epoch 30 - iter 567/632 - loss 0.34390118 - samples/sec: 244.14 - lr: 0.100000 | |
| 2021-02-10 16:20:14,539 epoch 30 - iter 630/632 - loss 0.34534012 - samples/sec: 243.24 - lr: 0.100000 | |
| 2021-02-10 16:20:14,690 ---------------------------------------------------------------------------------------------------- | |
| 2021-02-10 16:20:14,690 EPOCH 30 done: loss 0.3444 - lr 0.1000000 | |
| 2021-02-10 16:20:14,690 BAD EPOCHS (no improvement): 0 | |
| 2021-02-10 16:20:14,693 ---------------------------------------------------------------------------------------------------- | |
| 2021-02-10 16:20:23,336 epoch 31 - iter 63/632 - loss 0.32394122 - samples/sec: 233.48 - lr: 0.100000 | |
| 2021-02-10 16:20:31,980 epoch 31 - iter 126/632 - loss 0.30814570 - samples/sec: 233.42 - lr: 0.100000 | |
| 2021-02-10 16:20:40,376 epoch 31 - iter 189/632 - loss 0.32265788 - samples/sec: 240.36 - lr: 0.100000 | |
| 2021-02-10 16:20:48,994 epoch 31 - iter 252/632 - loss 0.32291802 - samples/sec: 234.13 - lr: 0.100000 | |
| 2021-02-10 16:20:57,432 epoch 31 - iter 315/632 - loss 0.32214545 - samples/sec: 239.15 - lr: 0.100000 | |
| 2021-02-10 16:21:05,680 epoch 31 - iter 378/632 - loss 0.31992846 - samples/sec: 244.66 - lr: 0.100000 | |
| 2021-02-10 16:21:13,912 epoch 31 - iter 441/632 - loss 0.32651221 - samples/sec: 245.15 - lr: 0.100000 | |
| 2021-02-10 16:21:22,267 epoch 31 - iter 504/632 - loss 0.32643413 - samples/sec: 241.51 - lr: 0.100000 | |
| 2021-02-10 16:21:30,883 epoch 31 - iter 567/632 - loss 0.33030231 - samples/sec: 234.19 - lr: 0.100000 | |
| 2021-02-10 16:21:39,475 epoch 31 - iter 630/632 - loss 0.32644113 - samples/sec: 234.88 - lr: 0.100000 | |
| 2021-02-10 16:21:39,664 ---------------------------------------------------------------------------------------------------- | |
| 2021-02-10 16:21:39,664 EPOCH 31 done: loss 0.3262 - lr 0.1000000 | |
| 2021-02-10 16:21:39,664 BAD EPOCHS (no improvement): 0 | |
| 2021-02-10 16:21:39,667 ---------------------------------------------------------------------------------------------------- | |
| 2021-02-10 16:21:48,027 epoch 32 - iter 63/632 - loss 0.29772618 - samples/sec: 241.40 - lr: 0.100000 | |
| 2021-02-10 16:21:56,482 epoch 32 - iter 126/632 - loss 0.31578714 - samples/sec: 238.68 - lr: 0.100000 | |
| 2021-02-10 16:22:05,165 epoch 32 - iter 189/632 - loss 0.30933391 - samples/sec: 232.40 - lr: 0.100000 | |
| 2021-02-10 16:22:13,602 epoch 32 - iter 252/632 - loss 0.30836255 - samples/sec: 239.16 - lr: 0.100000 | |
| 2021-02-10 16:22:22,234 epoch 32 - iter 315/632 - loss 0.31649698 - samples/sec: 233.76 - lr: 0.100000 | |
| 2021-02-10 16:22:30,836 epoch 32 - iter 378/632 - loss 0.31676124 - samples/sec: 234.61 - lr: 0.100000 | |
| 2021-02-10 16:22:45,279 epoch 32 - iter 441/632 - loss 0.31502728 - samples/sec: 233.91 - lr: 0.100000 | |
| 2021-02-10 16:22:53,898 epoch 32 - iter 504/632 - loss 0.31125021 - samples/sec: 234.12 - lr: 0.100000 | |
| 2021-02-10 16:23:03,070 epoch 32 - iter 567/632 - loss 0.31563470 - samples/sec: 233.54 - lr: 0.100000 | |
| 2021-02-10 16:23:11,476 epoch 32 - iter 630/632 - loss 0.31732730 - samples/sec: 240.04 - lr: 0.100000 | |
| 2021-02-10 16:23:11,656 ---------------------------------------------------------------------------------------------------- | |
| 2021-02-10 16:23:11,657 EPOCH 32 done: loss 0.3170 - lr 0.1000000 | |
| 2021-02-10 16:23:11,657 BAD EPOCHS (no improvement): 0 | |
| 2021-02-10 16:23:20,198 ---------------------------------------------------------------------------------------------------- | |
| 2021-02-10 16:23:28,791 epoch 33 - iter 63/632 - loss 0.28984608 - samples/sec: 234.87 - lr: 0.100000 | |
| 2021-02-10 16:23:37,104 epoch 33 - iter 126/632 - loss 0.28854242 - samples/sec: 242.74 - lr: 0.100000 | |
| 2021-02-10 16:23:45,317 epoch 33 - iter 189/632 - loss 0.29338635 - samples/sec: 245.73 - lr: 0.100000 | |
| 2021-02-10 16:23:53,720 epoch 33 - iter 252/632 - loss 0.30587580 - samples/sec: 240.14 - lr: 0.100000 | |
| 2021-02-10 16:24:02,363 epoch 33 - iter 315/632 - loss 0.31143672 - samples/sec: 233.48 - lr: 0.100000 | |
| 2021-02-10 16:24:10,973 epoch 33 - iter 378/632 - loss 0.31824519 - samples/sec: 234.34 - lr: 0.100000 | |
| 2021-02-10 16:24:19,300 epoch 33 - iter 441/632 - loss 0.32261333 - samples/sec: 242.35 - lr: 0.100000 | |
| 2021-02-10 16:24:27,736 epoch 33 - iter 504/632 - loss 0.32143266 - samples/sec: 239.19 - lr: 0.100000 | |
| 2021-02-10 16:24:36,158 epoch 33 - iter 567/632 - loss 0.32512995 - samples/sec: 239.61 - lr: 0.100000 | |
| 2021-02-10 16:24:44,766 epoch 33 - iter 630/632 - loss 0.32971584 - samples/sec: 234.43 - lr: 0.100000 | |
| 2021-02-10 16:24:44,951 ---------------------------------------------------------------------------------------------------- | |
| 2021-02-10 16:24:44,951 EPOCH 33 done: loss 0.3292 - lr 0.1000000 | |
| 2021-02-10 16:24:44,951 BAD EPOCHS (no improvement): 1 | |
| 2021-02-10 16:24:44,954 ---------------------------------------------------------------------------------------------------- | |
| 2021-02-10 16:24:53,484 epoch 34 - iter 63/632 - loss 0.29859796 - samples/sec: 236.59 - lr: 0.100000 | |
| 2021-02-10 16:25:01,939 epoch 34 - iter 126/632 - loss 0.30396027 - samples/sec: 238.66 - lr: 0.100000 | |
| 2021-02-10 16:25:10,361 epoch 34 - iter 189/632 - loss 0.29761791 - samples/sec: 239.60 - lr: 0.100000 | |
| 2021-02-10 16:25:18,821 epoch 34 - iter 252/632 - loss 0.29214757 - samples/sec: 238.51 - lr: 0.100000 | |
| 2021-02-10 16:25:27,313 epoch 34 - iter 315/632 - loss 0.29244448 - samples/sec: 237.63 - lr: 0.100000 | |
| 2021-02-10 16:25:35,543 epoch 34 - iter 378/632 - loss 0.29865090 - samples/sec: 245.20 - lr: 0.100000 | |
| 2021-02-10 16:25:44,079 epoch 34 - iter 441/632 - loss 0.30506652 - samples/sec: 236.39 - lr: 0.100000 | |
| 2021-02-10 16:25:52,637 epoch 34 - iter 504/632 - loss 0.30567515 - samples/sec: 235.80 - lr: 0.100000 | |
| 2021-02-10 16:26:01,141 epoch 34 - iter 567/632 - loss 0.30918492 - samples/sec: 237.27 - lr: 0.100000 | |
| 2021-02-10 16:26:09,955 epoch 34 - iter 630/632 - loss 0.31032814 - samples/sec: 228.96 - lr: 0.100000 | |
| 2021-02-10 16:26:10,173 ---------------------------------------------------------------------------------------------------- | |
| 2021-02-10 16:26:10,173 EPOCH 34 done: loss 0.3100 - lr 0.1000000 | |
| 2021-02-10 16:26:10,173 BAD EPOCHS (no improvement): 0 | |
| 2021-02-10 16:26:10,176 ---------------------------------------------------------------------------------------------------- | |
| 2021-02-10 16:26:18,611 epoch 35 - iter 63/632 - loss 0.30666901 - samples/sec: 239.26 - lr: 0.100000 | |
| 2021-02-10 16:26:27,324 epoch 35 - iter 126/632 - loss 0.30786492 - samples/sec: 231.59 - lr: 0.100000 | |
| 2021-02-10 16:26:35,743 epoch 35 - iter 189/632 - loss 0.29469113 - samples/sec: 239.68 - lr: 0.100000 | |
| 2021-02-10 16:26:44,477 epoch 35 - iter 252/632 - loss 0.28886915 - samples/sec: 231.02 - lr: 0.100000 | |
| 2021-02-10 16:26:52,792 epoch 35 - iter 315/632 - loss 0.29566194 - samples/sec: 242.70 - lr: 0.100000 | |
| 2021-02-10 16:27:01,345 epoch 35 - iter 378/632 - loss 0.29673698 - samples/sec: 235.93 - lr: 0.100000 | |
| 2021-02-10 16:27:09,842 epoch 35 - iter 441/632 - loss 0.30677587 - samples/sec: 237.47 - lr: 0.100000 | |
| 2021-02-10 16:27:18,398 epoch 35 - iter 504/632 - loss 0.30376957 - samples/sec: 235.86 - lr: 0.100000 | |
| 2021-02-10 16:27:26,874 epoch 35 - iter 567/632 - loss 0.31073016 - samples/sec: 238.07 - lr: 0.100000 | |
| 2021-02-10 16:27:35,519 epoch 35 - iter 630/632 - loss 0.31085639 - samples/sec: 233.41 - lr: 0.100000 | |
| 2021-02-10 16:27:35,678 ---------------------------------------------------------------------------------------------------- | |
| 2021-02-10 16:27:35,678 EPOCH 35 done: loss 0.3102 - lr 0.1000000 | |
| 2021-02-10 16:27:35,678 BAD EPOCHS (no improvement): 1 | |
| 2021-02-10 16:27:35,681 ---------------------------------------------------------------------------------------------------- | |
| 2021-02-10 16:27:44,161 epoch 36 - iter 63/632 - loss 0.28147277 - samples/sec: 237.96 - lr: 0.100000 | |
| 2021-02-10 16:27:52,568 epoch 36 - iter 126/632 - loss 0.29792169 - samples/sec: 240.03 - lr: 0.100000 | |
| 2021-02-10 16:28:01,053 epoch 36 - iter 189/632 - loss 0.29401452 - samples/sec: 237.81 - lr: 0.100000 | |
| 2021-02-10 16:28:09,158 epoch 36 - iter 252/632 - loss 0.28548829 - samples/sec: 248.97 - lr: 0.100000 | |
| 2021-02-10 16:28:17,748 epoch 36 - iter 315/632 - loss 0.29077568 - samples/sec: 234.90 - lr: 0.100000 | |
| 2021-02-10 16:28:26,254 epoch 36 - iter 378/632 - loss 0.29634536 - samples/sec: 237.24 - lr: 0.100000 | |
| 2021-02-10 16:28:34,937 epoch 36 - iter 441/632 - loss 0.29900161 - samples/sec: 232.41 - lr: 0.100000 | |
| 2021-02-10 16:28:43,725 epoch 36 - iter 504/632 - loss 0.30273013 - samples/sec: 229.62 - lr: 0.100000 | |
| 2021-02-10 16:28:52,151 epoch 36 - iter 567/632 - loss 0.30352274 - samples/sec: 239.48 - lr: 0.100000 | |
| 2021-02-10 16:29:00,709 epoch 36 - iter 630/632 - loss 0.30315293 - samples/sec: 235.80 - lr: 0.100000 | |
| 2021-02-10 16:29:00,907 ---------------------------------------------------------------------------------------------------- | |
| 2021-02-10 16:29:00,907 EPOCH 36 done: loss 0.3040 - lr 0.1000000 | |
| 2021-02-10 16:29:00,907 BAD EPOCHS (no improvement): 0 | |
| 2021-02-10 16:29:00,910 ---------------------------------------------------------------------------------------------------- | |
| 2021-02-10 16:29:09,400 epoch 37 - iter 63/632 - loss 0.28329311 - samples/sec: 237.72 - lr: 0.100000 | |
| 2021-02-10 16:29:18,154 epoch 37 - iter 126/632 - loss 0.28454313 - samples/sec: 230.51 - lr: 0.100000 | |
| 2021-02-10 16:29:26,623 epoch 37 - iter 189/632 - loss 0.28753122 - samples/sec: 238.27 - lr: 0.100000 | |
| 2021-02-10 16:29:35,402 epoch 37 - iter 252/632 - loss 0.28511186 - samples/sec: 229.85 - lr: 0.100000 | |
| 2021-02-10 16:29:43,243 epoch 37 - iter 315/632 - loss 0.28614703 - samples/sec: 257.37 - lr: 0.100000 | |
| 2021-02-10 16:29:51,545 epoch 37 - iter 378/632 - loss 0.29154705 - samples/sec: 243.07 - lr: 0.100000 | |
| 2021-02-10 16:30:00,178 epoch 37 - iter 441/632 - loss 0.29617107 - samples/sec: 233.75 - lr: 0.100000 | |
| 2021-02-10 16:30:08,453 epoch 37 - iter 504/632 - loss 0.30119633 - samples/sec: 243.85 - lr: 0.100000 | |
| 2021-02-10 16:30:16,843 epoch 37 - iter 567/632 - loss 0.30278593 - samples/sec: 240.54 - lr: 0.100000 | |
| 2021-02-10 16:30:25,291 epoch 37 - iter 630/632 - loss 0.30336812 - samples/sec: 238.85 - lr: 0.100000 | |
| 2021-02-10 16:30:25,444 ---------------------------------------------------------------------------------------------------- | |
| 2021-02-10 16:30:25,444 EPOCH 37 done: loss 0.3042 - lr 0.1000000 | |
| 2021-02-10 16:30:25,444 BAD EPOCHS (no improvement): 1 | |
| 2021-02-10 16:30:25,447 ---------------------------------------------------------------------------------------------------- | |
| 2021-02-10 16:30:34,072 epoch 38 - iter 63/632 - loss 0.28992677 - samples/sec: 233.98 - lr: 0.100000 | |
| 2021-02-10 16:30:42,550 epoch 38 - iter 126/632 - loss 0.28641530 - samples/sec: 238.01 - lr: 0.100000 | |
| 2021-02-10 16:30:50,911 epoch 38 - iter 189/632 - loss 0.28835499 - samples/sec: 241.35 - lr: 0.100000 | |
| 2021-02-10 16:30:59,244 epoch 38 - iter 252/632 - loss 0.29304912 - samples/sec: 242.17 - lr: 0.100000 | |
| 2021-02-10 16:31:07,653 epoch 38 - iter 315/632 - loss 0.29278172 - samples/sec: 239.97 - lr: 0.100000 | |
| 2021-02-10 16:31:16,201 epoch 38 - iter 378/632 - loss 0.29364872 - samples/sec: 236.07 - lr: 0.100000 | |
| 2021-02-10 16:31:24,763 epoch 38 - iter 441/632 - loss 0.29299606 - samples/sec: 235.66 - lr: 0.100000 | |
| 2021-02-10 16:31:33,491 epoch 38 - iter 504/632 - loss 0.29502598 - samples/sec: 231.20 - lr: 0.100000 | |
| 2021-02-10 16:31:41,867 epoch 38 - iter 567/632 - loss 0.29474159 - samples/sec: 240.90 - lr: 0.100000 | |
| 2021-02-10 16:31:50,498 epoch 38 - iter 630/632 - loss 0.29312941 - samples/sec: 233.81 - lr: 0.100000 | |
| 2021-02-10 16:31:50,704 ---------------------------------------------------------------------------------------------------- | |
| 2021-02-10 16:31:50,704 EPOCH 38 done: loss 0.2925 - lr 0.1000000 | |
| 2021-02-10 16:31:50,704 BAD EPOCHS (no improvement): 0 | |
| 2021-02-10 16:31:50,710 ---------------------------------------------------------------------------------------------------- | |
| 2021-02-10 16:31:58,963 epoch 39 - iter 63/632 - loss 0.33340604 - samples/sec: 244.53 - lr: 0.100000 | |
| 2021-02-10 16:32:07,482 epoch 39 - iter 126/632 - loss 0.31614601 - samples/sec: 236.89 - lr: 0.100000 | |
| 2021-02-10 16:32:16,023 epoch 39 - iter 189/632 - loss 0.29320410 - samples/sec: 236.25 - lr: 0.100000 | |
| 2021-02-10 16:32:24,596 epoch 39 - iter 252/632 - loss 0.29596619 - samples/sec: 235.38 - lr: 0.100000 | |
| 2021-02-10 16:32:33,223 epoch 39 - iter 315/632 - loss 0.29310077 - samples/sec: 233.92 - lr: 0.100000 | |
| 2021-02-10 16:32:41,725 epoch 39 - iter 378/632 - loss 0.29494105 - samples/sec: 237.33 - lr: 0.100000 | |
| 2021-02-10 16:32:50,071 epoch 39 - iter 441/632 - loss 0.29579953 - samples/sec: 241.77 - lr: 0.100000 | |
| 2021-02-10 16:32:58,429 epoch 39 - iter 504/632 - loss 0.29689113 - samples/sec: 241.45 - lr: 0.100000 | |
| 2021-02-10 16:33:06,993 epoch 39 - iter 567/632 - loss 0.29479616 - samples/sec: 235.64 - lr: 0.100000 | |
| 2021-02-10 16:33:15,371 epoch 39 - iter 630/632 - loss 0.29185952 - samples/sec: 240.85 - lr: 0.100000 | |
| 2021-02-10 16:33:15,519 ---------------------------------------------------------------------------------------------------- | |
| 2021-02-10 16:33:15,519 EPOCH 39 done: loss 0.2912 - lr 0.1000000 | |
| 2021-02-10 16:33:15,519 BAD EPOCHS (no improvement): 0 | |
| 2021-02-10 16:33:15,522 ---------------------------------------------------------------------------------------------------- | |
| 2021-02-10 16:33:24,124 epoch 40 - iter 63/632 - loss 0.27610447 - samples/sec: 234.63 - lr: 0.100000 | |
| 2021-02-10 16:33:32,491 epoch 40 - iter 126/632 - loss 0.28556417 - samples/sec: 241.19 - lr: 0.100000 | |
| 2021-02-10 16:33:41,166 epoch 40 - iter 189/632 - loss 0.28309665 - samples/sec: 232.62 - lr: 0.100000 | |
| 2021-02-10 16:33:49,561 epoch 40 - iter 252/632 - loss 0.28049133 - samples/sec: 240.39 - lr: 0.100000 | |
| 2021-02-10 16:33:57,853 epoch 40 - iter 315/632 - loss 0.28370699 - samples/sec: 243.37 - lr: 0.100000 | |
| 2021-02-10 16:34:06,225 epoch 40 - iter 378/632 - loss 0.27821756 - samples/sec: 241.03 - lr: 0.100000 | |
| 2021-02-10 16:34:14,740 epoch 40 - iter 441/632 - loss 0.27452191 - samples/sec: 236.99 - lr: 0.100000 | |
| 2021-02-10 16:34:23,216 epoch 40 - iter 504/632 - loss 0.27502492 - samples/sec: 238.07 - lr: 0.100000 | |
| 2021-02-10 16:34:31,638 epoch 40 - iter 567/632 - loss 0.27588702 - samples/sec: 239.61 - lr: 0.100000 | |
| 2021-02-10 16:34:40,117 epoch 40 - iter 630/632 - loss 0.27936345 - samples/sec: 237.99 - lr: 0.100000 | |
| 2021-02-10 16:34:40,291 ---------------------------------------------------------------------------------------------------- | |
| 2021-02-10 16:34:40,291 EPOCH 40 done: loss 0.2796 - lr 0.1000000 | |
| 2021-02-10 16:34:40,291 BAD EPOCHS (no improvement): 0 | |
| 2021-02-10 16:34:40,324 ---------------------------------------------------------------------------------------------------- | |
| 2021-02-10 16:34:48,928 epoch 41 - iter 63/632 - loss 0.31025460 - samples/sec: 234.57 - lr: 0.100000 | |
| 2021-02-10 16:34:57,425 epoch 41 - iter 126/632 - loss 0.27347140 - samples/sec: 237.46 - lr: 0.100000 | |
| 2021-02-10 16:35:06,074 epoch 41 - iter 189/632 - loss 0.27360694 - samples/sec: 233.31 - lr: 0.100000 | |
| 2021-02-10 16:35:14,684 epoch 41 - iter 252/632 - loss 0.27721488 - samples/sec: 234.36 - lr: 0.100000 | |
| 2021-02-10 16:35:23,531 epoch 41 - iter 315/632 - loss 0.27963240 - samples/sec: 228.10 - lr: 0.100000 | |
| 2021-02-10 16:35:31,997 epoch 41 - iter 378/632 - loss 0.27738557 - samples/sec: 238.32 - lr: 0.100000 | |
| 2021-02-10 16:35:40,367 epoch 41 - iter 441/632 - loss 0.27921480 - samples/sec: 241.10 - lr: 0.100000 | |
| 2021-02-10 16:35:48,684 epoch 41 - iter 504/632 - loss 0.28154684 - samples/sec: 242.63 - lr: 0.100000 | |
| 2021-02-10 16:35:56,920 epoch 41 - iter 567/632 - loss 0.28034903 - samples/sec: 245.04 - lr: 0.100000 | |
| 2021-02-10 16:36:05,333 epoch 41 - iter 630/632 - loss 0.27787886 - samples/sec: 239.85 - lr: 0.100000 | |
| 2021-02-10 16:36:05,489 ---------------------------------------------------------------------------------------------------- | |
| 2021-02-10 16:36:05,489 EPOCH 41 done: loss 0.2771 - lr 0.1000000 | |
| 2021-02-10 16:36:05,490 BAD EPOCHS (no improvement): 0 | |
| 2021-02-10 16:36:05,492 ---------------------------------------------------------------------------------------------------- | |
| 2021-02-10 16:36:13,828 epoch 42 - iter 63/632 - loss 0.25497781 - samples/sec: 242.13 - lr: 0.100000 | |
| 2021-02-10 16:36:22,463 epoch 42 - iter 126/632 - loss 0.26611744 - samples/sec: 233.68 - lr: 0.100000 | |
| 2021-02-10 16:36:32,424 epoch 42 - iter 189/632 - loss 0.27791419 - samples/sec: 202.56 - lr: 0.100000 | |
| 2021-02-10 16:36:40,923 epoch 42 - iter 252/632 - loss 0.27450712 - samples/sec: 237.42 - lr: 0.100000 | |
| 2021-02-10 16:36:49,424 epoch 42 - iter 315/632 - loss 0.27148079 - samples/sec: 237.38 - lr: 0.100000 | |
| 2021-02-10 16:36:57,899 epoch 42 - iter 378/632 - loss 0.27641896 - samples/sec: 238.12 - lr: 0.100000 | |
| 2021-02-10 16:37:06,260 epoch 42 - iter 441/632 - loss 0.27295438 - samples/sec: 241.36 - lr: 0.100000 | |
| 2021-02-10 16:37:14,800 epoch 42 - iter 504/632 - loss 0.27283737 - samples/sec: 236.29 - lr: 0.100000 | |
| 2021-02-10 16:37:23,269 epoch 42 - iter 567/632 - loss 0.27606552 - samples/sec: 238.29 - lr: 0.100000 | |
| 2021-02-10 16:37:31,650 epoch 42 - iter 630/632 - loss 0.27940176 - samples/sec: 240.78 - lr: 0.100000 | |
| 2021-02-10 16:37:31,870 ---------------------------------------------------------------------------------------------------- | |
| 2021-02-10 16:37:31,870 EPOCH 42 done: loss 0.2826 - lr 0.1000000 | |
| 2021-02-10 16:37:31,870 BAD EPOCHS (no improvement): 1 | |
| 2021-02-10 16:37:31,901 ---------------------------------------------------------------------------------------------------- | |
| 2021-02-10 16:37:40,536 epoch 43 - iter 63/632 - loss 0.28286758 - samples/sec: 233.71 - lr: 0.100000 | |
| 2021-02-10 16:37:49,030 epoch 43 - iter 126/632 - loss 0.26746757 - samples/sec: 237.58 - lr: 0.100000 | |
| 2021-02-10 16:37:57,355 epoch 43 - iter 189/632 - loss 0.26376390 - samples/sec: 242.41 - lr: 0.100000 | |
| 2021-02-10 16:38:05,992 epoch 43 - iter 252/632 - loss 0.27057375 - samples/sec: 233.61 - lr: 0.100000 | |
| 2021-02-10 16:38:14,511 epoch 43 - iter 315/632 - loss 0.27183958 - samples/sec: 236.89 - lr: 0.100000 | |
| 2021-02-10 16:38:23,027 epoch 43 - iter 378/632 - loss 0.27538583 - samples/sec: 236.95 - lr: 0.100000 | |
| 2021-02-10 16:38:31,437 epoch 43 - iter 441/632 - loss 0.27878670 - samples/sec: 239.94 - lr: 0.100000 | |
| 2021-02-10 16:38:39,501 epoch 43 - iter 504/632 - loss 0.27907230 - samples/sec: 250.25 - lr: 0.100000 | |
| 2021-02-10 16:38:47,782 epoch 43 - iter 567/632 - loss 0.27690780 - samples/sec: 243.69 - lr: 0.100000 | |
| 2021-02-10 16:38:55,863 epoch 43 - iter 630/632 - loss 0.27568838 - samples/sec: 249.72 - lr: 0.100000 | |
| 2021-02-10 16:38:56,026 ---------------------------------------------------------------------------------------------------- | |
| 2021-02-10 16:38:56,026 EPOCH 43 done: loss 0.2753 - lr 0.1000000 | |
| 2021-02-10 16:38:56,026 BAD EPOCHS (no improvement): 0 | |
| 2021-02-10 16:38:56,029 ---------------------------------------------------------------------------------------------------- | |
| 2021-02-10 16:39:04,641 epoch 44 - iter 63/632 - loss 0.30749572 - samples/sec: 234.34 - lr: 0.100000 | |
| 2021-02-10 16:39:12,955 epoch 44 - iter 126/632 - loss 0.27328250 - samples/sec: 242.72 - lr: 0.100000 | |
| 2021-02-10 16:39:21,424 epoch 44 - iter 189/632 - loss 0.26428050 - samples/sec: 238.26 - lr: 0.100000 | |
| 2021-02-10 16:39:29,725 epoch 44 - iter 252/632 - loss 0.26781275 - samples/sec: 243.11 - lr: 0.100000 | |
| 2021-02-10 16:39:38,086 epoch 44 - iter 315/632 - loss 0.26979480 - samples/sec: 241.35 - lr: 0.100000 | |
| 2021-02-10 16:39:46,535 epoch 44 - iter 378/632 - loss 0.26926217 - samples/sec: 238.86 - lr: 0.100000 | |
| 2021-02-10 16:39:54,902 epoch 44 - iter 441/632 - loss 0.26750924 - samples/sec: 241.16 - lr: 0.100000 | |
| 2021-02-10 16:40:03,272 epoch 44 - iter 504/632 - loss 0.26832528 - samples/sec: 241.11 - lr: 0.100000 | |
| 2021-02-10 16:40:11,774 epoch 44 - iter 567/632 - loss 0.26714013 - samples/sec: 237.35 - lr: 0.100000 | |
| 2021-02-10 16:40:20,441 epoch 44 - iter 630/632 - loss 0.26702012 - samples/sec: 232.82 - lr: 0.100000 | |
| 2021-02-10 16:40:20,572 ---------------------------------------------------------------------------------------------------- | |
| 2021-02-10 16:40:20,572 EPOCH 44 done: loss 0.2665 - lr 0.1000000 | |
| 2021-02-10 16:40:20,572 BAD EPOCHS (no improvement): 0 | |
| 2021-02-10 16:40:20,576 ---------------------------------------------------------------------------------------------------- | |
| 2021-02-10 16:40:29,365 epoch 45 - iter 63/632 - loss 0.28042282 - samples/sec: 229.58 - lr: 0.100000 | |
| 2021-02-10 16:40:37,805 epoch 45 - iter 126/632 - loss 0.27122892 - samples/sec: 239.10 - lr: 0.100000 | |
| 2021-02-10 16:40:46,282 epoch 45 - iter 189/632 - loss 0.26593653 - samples/sec: 238.03 - lr: 0.100000 | |
| 2021-02-10 16:40:54,852 epoch 45 - iter 252/632 - loss 0.26664290 - samples/sec: 235.46 - lr: 0.100000 | |
| 2021-02-10 16:41:03,593 epoch 45 - iter 315/632 - loss 0.26326207 - samples/sec: 230.86 - lr: 0.100000 | |
| 2021-02-10 16:41:12,113 epoch 45 - iter 378/632 - loss 0.26713693 - samples/sec: 236.82 - lr: 0.100000 | |
| 2021-02-10 16:41:20,677 epoch 45 - iter 441/632 - loss 0.26619977 - samples/sec: 235.64 - lr: 0.100000 | |
| 2021-02-10 16:41:29,414 epoch 45 - iter 504/632 - loss 0.26544130 - samples/sec: 230.96 - lr: 0.100000 | |
| 2021-02-10 16:41:37,725 epoch 45 - iter 567/632 - loss 0.26546018 - samples/sec: 242.81 - lr: 0.100000 | |
| 2021-02-10 16:41:46,225 epoch 45 - iter 630/632 - loss 0.26498995 - samples/sec: 237.39 - lr: 0.100000 | |
| 2021-02-10 16:41:46,397 ---------------------------------------------------------------------------------------------------- | |
| 2021-02-10 16:41:46,397 EPOCH 45 done: loss 0.2657 - lr 0.1000000 | |
| 2021-02-10 16:41:46,398 BAD EPOCHS (no improvement): 0 | |
| 2021-02-10 16:41:46,402 ---------------------------------------------------------------------------------------------------- | |
| 2021-02-10 16:41:54,610 epoch 46 - iter 63/632 - loss 0.25277525 - samples/sec: 245.87 - lr: 0.100000 | |
| 2021-02-10 16:42:03,095 epoch 46 - iter 126/632 - loss 0.26699902 - samples/sec: 237.84 - lr: 0.100000 | |
| 2021-02-10 16:42:11,633 epoch 46 - iter 189/632 - loss 0.26194313 - samples/sec: 236.34 - lr: 0.100000 | |
| 2021-02-10 16:42:20,291 epoch 46 - iter 252/632 - loss 0.26054343 - samples/sec: 233.08 - lr: 0.100000 | |
| 2021-02-10 16:42:28,967 epoch 46 - iter 315/632 - loss 0.26307414 - samples/sec: 232.56 - lr: 0.100000 | |
| 2021-02-10 16:42:37,548 epoch 46 - iter 378/632 - loss 0.26224068 - samples/sec: 235.15 - lr: 0.100000 | |
| 2021-02-10 16:42:45,985 epoch 46 - iter 441/632 - loss 0.26255443 - samples/sec: 239.19 - lr: 0.100000 | |
| 2021-02-10 16:42:54,667 epoch 46 - iter 504/632 - loss 0.26163676 - samples/sec: 232.42 - lr: 0.100000 | |
| 2021-02-10 16:43:03,227 epoch 46 - iter 567/632 - loss 0.26136257 - samples/sec: 235.76 - lr: 0.100000 | |
| 2021-02-10 16:43:11,757 epoch 46 - iter 630/632 - loss 0.26348728 - samples/sec: 236.56 - lr: 0.100000 | |
| 2021-02-10 16:43:11,981 ---------------------------------------------------------------------------------------------------- | |
| 2021-02-10 16:43:11,981 EPOCH 46 done: loss 0.2630 - lr 0.1000000 | |
| 2021-02-10 16:43:11,981 BAD EPOCHS (no improvement): 0 | |
| 2021-02-10 16:43:11,984 ---------------------------------------------------------------------------------------------------- | |
| 2021-02-10 16:43:20,567 epoch 47 - iter 63/632 - loss 0.26419784 - samples/sec: 235.13 - lr: 0.100000 | |
| 2021-02-10 16:43:29,183 epoch 47 - iter 126/632 - loss 0.25983572 - samples/sec: 234.20 - lr: 0.100000 | |
| 2021-02-10 16:43:37,780 epoch 47 - iter 189/632 - loss 0.26002004 - samples/sec: 234.72 - lr: 0.100000 | |
| 2021-02-10 16:43:46,135 epoch 47 - iter 252/632 - loss 0.25440428 - samples/sec: 241.54 - lr: 0.100000 | |
| 2021-02-10 16:43:54,488 epoch 47 - iter 315/632 - loss 0.25173387 - samples/sec: 241.60 - lr: 0.100000 | |
| 2021-02-10 16:44:02,950 epoch 47 - iter 378/632 - loss 0.25311219 - samples/sec: 238.44 - lr: 0.100000 | |
| 2021-02-10 16:44:11,208 epoch 47 - iter 441/632 - loss 0.25476453 - samples/sec: 244.35 - lr: 0.100000 | |
| 2021-02-10 16:44:19,721 epoch 47 - iter 504/632 - loss 0.25445092 - samples/sec: 237.03 - lr: 0.100000 | |
| 2021-02-10 16:44:28,468 epoch 47 - iter 567/632 - loss 0.25330271 - samples/sec: 230.68 - lr: 0.100000 | |
| 2021-02-10 16:44:36,739 epoch 47 - iter 630/632 - loss 0.25384643 - samples/sec: 243.99 - lr: 0.100000 | |
| 2021-02-10 16:44:36,894 ---------------------------------------------------------------------------------------------------- | |
| 2021-02-10 16:44:36,894 EPOCH 47 done: loss 0.2534 - lr 0.1000000 | |
| 2021-02-10 16:44:36,894 BAD EPOCHS (no improvement): 0 | |
| 2021-02-10 16:44:36,897 ---------------------------------------------------------------------------------------------------- | |
| 2021-02-10 16:44:45,409 epoch 48 - iter 63/632 - loss 0.24609807 - samples/sec: 237.07 - lr: 0.100000 | |
| 2021-02-10 16:44:53,773 epoch 48 - iter 126/632 - loss 0.23369687 - samples/sec: 241.27 - lr: 0.100000 | |
| 2021-02-10 16:45:02,678 epoch 48 - iter 189/632 - loss 0.23870412 - samples/sec: 226.61 - lr: 0.100000 | |
| 2021-02-10 16:45:11,211 epoch 48 - iter 252/632 - loss 0.24109539 - samples/sec: 236.50 - lr: 0.100000 | |
| 2021-02-10 16:45:19,983 epoch 48 - iter 315/632 - loss 0.24406490 - samples/sec: 230.02 - lr: 0.100000 | |
| 2021-02-10 16:45:28,608 epoch 48 - iter 378/632 - loss 0.24216599 - samples/sec: 233.98 - lr: 0.100000 | |
| 2021-02-10 16:45:37,419 epoch 48 - iter 441/632 - loss 0.24576881 - samples/sec: 229.01 - lr: 0.100000 | |
| 2021-02-10 16:45:46,199 epoch 48 - iter 504/632 - loss 0.24539518 - samples/sec: 229.82 - lr: 0.100000 | |
| 2021-02-10 16:45:54,450 epoch 48 - iter 567/632 - loss 0.24523739 - samples/sec: 244.58 - lr: 0.100000 | |
| 2021-02-10 16:46:02,838 epoch 48 - iter 630/632 - loss 0.24878149 - samples/sec: 240.59 - lr: 0.100000 | |
| 2021-02-10 16:46:03,046 ---------------------------------------------------------------------------------------------------- | |
| 2021-02-10 16:46:03,046 EPOCH 48 done: loss 0.2483 - lr 0.1000000 | |
| 2021-02-10 16:46:03,046 BAD EPOCHS (no improvement): 0 | |
| 2021-02-10 16:46:03,049 ---------------------------------------------------------------------------------------------------- | |
| 2021-02-10 16:46:11,392 epoch 49 - iter 63/632 - loss 0.25287777 - samples/sec: 241.88 - lr: 0.100000 | |
| 2021-02-10 16:46:19,723 epoch 49 - iter 126/632 - loss 0.25302276 - samples/sec: 242.21 - lr: 0.100000 | |
| 2021-02-10 16:46:28,548 epoch 49 - iter 189/632 - loss 0.25752242 - samples/sec: 228.64 - lr: 0.100000 | |
| 2021-02-10 16:46:37,172 epoch 49 - iter 252/632 - loss 0.25320156 - samples/sec: 233.98 - lr: 0.100000 | |
| 2021-02-10 16:46:45,887 epoch 49 - iter 315/632 - loss 0.24841825 - samples/sec: 231.55 - lr: 0.100000 | |
| 2021-02-10 16:46:54,011 epoch 49 - iter 378/632 - loss 0.24570055 - samples/sec: 248.38 - lr: 0.100000 | |
| 2021-02-10 16:47:02,194 epoch 49 - iter 441/632 - loss 0.24229067 - samples/sec: 246.61 - lr: 0.100000 | |
| 2021-02-10 16:47:10,633 epoch 49 - iter 504/632 - loss 0.24316779 - samples/sec: 239.12 - lr: 0.100000 | |
| 2021-02-10 16:47:19,158 epoch 49 - iter 567/632 - loss 0.24843551 - samples/sec: 236.72 - lr: 0.100000 | |
| 2021-02-10 16:47:27,668 epoch 49 - iter 630/632 - loss 0.24818184 - samples/sec: 237.12 - lr: 0.100000 | |
| 2021-02-10 16:47:27,897 ---------------------------------------------------------------------------------------------------- | |
| 2021-02-10 16:47:27,897 EPOCH 49 done: loss 0.2482 - lr 0.1000000 | |
| 2021-02-10 16:47:27,897 BAD EPOCHS (no improvement): 0 | |
| 2021-02-10 16:47:27,900 ---------------------------------------------------------------------------------------------------- | |
| 2021-02-10 16:47:36,399 epoch 50 - iter 63/632 - loss 0.25435717 - samples/sec: 237.46 - lr: 0.100000 | |
| 2021-02-10 16:47:44,772 epoch 50 - iter 126/632 - loss 0.24705481 - samples/sec: 241.01 - lr: 0.100000 | |
| 2021-02-10 16:47:53,380 epoch 50 - iter 189/632 - loss 0.24785291 - samples/sec: 234.41 - lr: 0.100000 | |
| 2021-02-10 16:48:01,904 epoch 50 - iter 252/632 - loss 0.24646395 - samples/sec: 236.75 - lr: 0.100000 | |
| 2021-02-10 16:48:10,698 epoch 50 - iter 315/632 - loss 0.25007297 - samples/sec: 229.45 - lr: 0.100000 | |
| 2021-02-10 16:48:18,976 epoch 50 - iter 378/632 - loss 0.25170621 - samples/sec: 243.79 - lr: 0.100000 | |
| 2021-02-10 16:48:27,410 epoch 50 - iter 441/632 - loss 0.25517055 - samples/sec: 239.25 - lr: 0.100000 | |
| 2021-02-10 16:48:35,766 epoch 50 - iter 504/632 - loss 0.25801874 - samples/sec: 241.49 - lr: 0.100000 | |
| 2021-02-10 16:48:43,923 epoch 50 - iter 567/632 - loss 0.25812400 - samples/sec: 247.38 - lr: 0.100000 | |
| 2021-02-10 16:48:52,340 epoch 50 - iter 630/632 - loss 0.25823493 - samples/sec: 239.73 - lr: 0.100000 | |
| 2021-02-10 16:48:52,482 ---------------------------------------------------------------------------------------------------- | |
| 2021-02-10 16:48:52,482 EPOCH 50 done: loss 0.2579 - lr 0.1000000 | |
| 2021-02-10 16:48:52,482 BAD EPOCHS (no improvement): 1 | |
| 2021-02-10 16:48:52,485 ---------------------------------------------------------------------------------------------------- | |
| 2021-02-10 16:49:00,738 epoch 51 - iter 63/632 - loss 0.22814105 - samples/sec: 244.51 - lr: 0.100000 | |
| 2021-02-10 16:49:09,170 epoch 51 - iter 126/632 - loss 0.23420512 - samples/sec: 239.35 - lr: 0.100000 | |
| 2021-02-10 16:49:17,764 epoch 51 - iter 189/632 - loss 0.23576983 - samples/sec: 234.80 - lr: 0.100000 | |
| 2021-02-10 16:49:26,364 epoch 51 - iter 252/632 - loss 0.24475583 - samples/sec: 234.65 - lr: 0.100000 | |
| 2021-02-10 16:49:34,771 epoch 51 - iter 315/632 - loss 0.24091177 - samples/sec: 240.02 - lr: 0.100000 | |
| 2021-02-10 16:49:42,959 epoch 51 - iter 378/632 - loss 0.23993146 - samples/sec: 246.45 - lr: 0.100000 | |
| 2021-02-10 16:49:51,445 epoch 51 - iter 441/632 - loss 0.24375755 - samples/sec: 237.81 - lr: 0.100000 | |
| 2021-02-10 16:49:59,972 epoch 51 - iter 504/632 - loss 0.24169566 - samples/sec: 236.64 - lr: 0.100000 | |
| 2021-02-10 16:50:08,624 epoch 51 - iter 567/632 - loss 0.24515556 - samples/sec: 233.24 - lr: 0.100000 | |
| 2021-02-10 16:50:17,176 epoch 51 - iter 630/632 - loss 0.24646183 - samples/sec: 235.97 - lr: 0.100000 | |
| 2021-02-10 16:50:17,395 ---------------------------------------------------------------------------------------------------- | |
| 2021-02-10 16:50:17,395 EPOCH 51 done: loss 0.2464 - lr 0.1000000 | |
| 2021-02-10 16:50:17,395 BAD EPOCHS (no improvement): 0 | |
| 2021-02-10 16:50:17,398 ---------------------------------------------------------------------------------------------------- | |
| 2021-02-10 16:50:25,902 epoch 52 - iter 63/632 - loss 0.23945276 - samples/sec: 237.31 - lr: 0.100000 | |
| 2021-02-10 16:50:34,460 epoch 52 - iter 126/632 - loss 0.24062822 - samples/sec: 235.79 - lr: 0.100000 | |
| 2021-02-10 16:50:43,110 epoch 52 - iter 189/632 - loss 0.24191236 - samples/sec: 233.28 - lr: 0.100000 | |
| 2021-02-10 16:50:51,604 epoch 52 - iter 252/632 - loss 0.24473012 - samples/sec: 237.58 - lr: 0.100000 | |
| 2021-02-10 16:51:00,118 epoch 52 - iter 315/632 - loss 0.24489244 - samples/sec: 236.99 - lr: 0.100000 | |
| 2021-02-10 16:51:08,459 epoch 52 - iter 378/632 - loss 0.24522970 - samples/sec: 241.92 - lr: 0.100000 | |
| 2021-02-10 16:51:16,695 epoch 52 - iter 441/632 - loss 0.24184628 - samples/sec: 245.01 - lr: 0.100000 | |
| 2021-02-10 16:51:25,149 epoch 52 - iter 504/632 - loss 0.24284792 - samples/sec: 238.70 - lr: 0.100000 | |
| 2021-02-10 16:51:33,488 epoch 52 - iter 567/632 - loss 0.24448700 - samples/sec: 241.97 - lr: 0.100000 | |
| 2021-02-10 16:51:42,075 epoch 52 - iter 630/632 - loss 0.24693744 - samples/sec: 234.98 - lr: 0.100000 | |
| 2021-02-10 16:51:42,265 ---------------------------------------------------------------------------------------------------- | |
| 2021-02-10 16:51:42,265 EPOCH 52 done: loss 0.2471 - lr 0.1000000 | |
| 2021-02-10 16:51:42,265 BAD EPOCHS (no improvement): 1 | |
| 2021-02-10 16:51:42,267 ---------------------------------------------------------------------------------------------------- | |
| 2021-02-10 16:51:50,763 epoch 53 - iter 63/632 - loss 0.25106200 - samples/sec: 237.54 - lr: 0.100000 | |
| 2021-02-10 16:51:59,245 epoch 53 - iter 126/632 - loss 0.23188652 - samples/sec: 237.89 - lr: 0.100000 | |
| 2021-02-10 16:52:07,700 epoch 53 - iter 189/632 - loss 0.23833407 - samples/sec: 238.66 - lr: 0.100000 | |
| 2021-02-10 16:52:16,078 epoch 53 - iter 252/632 - loss 0.24070866 - samples/sec: 240.86 - lr: 0.100000 | |
| 2021-02-10 16:52:24,467 epoch 53 - iter 315/632 - loss 0.23171906 - samples/sec: 240.55 - lr: 0.100000 | |
| 2021-02-10 16:52:32,817 epoch 53 - iter 378/632 - loss 0.23965561 - samples/sec: 241.68 - lr: 0.100000 | |
| 2021-02-10 16:52:41,065 epoch 53 - iter 441/632 - loss 0.24331726 - samples/sec: 244.67 - lr: 0.100000 | |
| 2021-02-10 16:52:49,572 epoch 53 - iter 504/632 - loss 0.24211818 - samples/sec: 237.22 - lr: 0.100000 | |
| 2021-02-10 16:52:58,297 epoch 53 - iter 567/632 - loss 0.24279232 - samples/sec: 231.28 - lr: 0.100000 | |
| 2021-02-10 16:53:06,745 epoch 53 - iter 630/632 - loss 0.24262740 - samples/sec: 238.86 - lr: 0.100000 | |
| 2021-02-10 16:53:06,923 ---------------------------------------------------------------------------------------------------- | |
| 2021-02-10 16:53:06,923 EPOCH 53 done: loss 0.2422 - lr 0.1000000 | |
| 2021-02-10 16:53:06,923 BAD EPOCHS (no improvement): 0 | |
| 2021-02-10 16:53:06,925 ---------------------------------------------------------------------------------------------------- | |
| 2021-02-10 16:53:15,484 epoch 54 - iter 63/632 - loss 0.25830686 - samples/sec: 235.78 - lr: 0.100000 | |
| 2021-02-10 16:53:23,969 epoch 54 - iter 126/632 - loss 0.26046242 - samples/sec: 237.82 - lr: 0.100000 | |
| 2021-02-10 16:53:32,517 epoch 54 - iter 189/632 - loss 0.24517108 - samples/sec: 236.07 - lr: 0.100000 | |
| 2021-02-10 16:53:41,214 epoch 54 - iter 252/632 - loss 0.24684636 - samples/sec: 232.02 - lr: 0.100000 | |
| 2021-02-10 16:53:49,702 epoch 54 - iter 315/632 - loss 0.24639655 - samples/sec: 237.74 - lr: 0.100000 | |
| 2021-02-10 16:53:58,109 epoch 54 - iter 378/632 - loss 0.24675101 - samples/sec: 240.03 - lr: 0.100000 | |
| 2021-02-10 16:54:06,792 epoch 54 - iter 441/632 - loss 0.24482968 - samples/sec: 232.39 - lr: 0.100000 | |
| 2021-02-10 16:54:15,140 epoch 54 - iter 504/632 - loss 0.24767568 - samples/sec: 241.76 - lr: 0.100000 | |
| 2021-02-10 16:54:23,577 epoch 54 - iter 567/632 - loss 0.24689992 - samples/sec: 239.17 - lr: 0.100000 | |
| 2021-02-10 16:54:31,944 epoch 54 - iter 630/632 - loss 0.24764491 - samples/sec: 241.18 - lr: 0.100000 | |
| 2021-02-10 16:54:32,090 ---------------------------------------------------------------------------------------------------- | |
| 2021-02-10 16:54:32,090 EPOCH 54 done: loss 0.2477 - lr 0.1000000 | |
| 2021-02-10 16:54:32,090 BAD EPOCHS (no improvement): 1 | |
| 2021-02-10 16:54:32,093 ---------------------------------------------------------------------------------------------------- | |
| 2021-02-10 16:54:40,530 epoch 55 - iter 63/632 - loss 0.25612938 - samples/sec: 239.21 - lr: 0.100000 | |
| 2021-02-10 16:54:49,054 epoch 55 - iter 126/632 - loss 0.23834054 - samples/sec: 236.73 - lr: 0.100000 | |
| 2021-02-10 16:54:57,583 epoch 55 - iter 189/632 - loss 0.23776988 - samples/sec: 236.60 - lr: 0.100000 | |
| 2021-02-10 16:55:06,168 epoch 55 - iter 252/632 - loss 0.24234729 - samples/sec: 235.05 - lr: 0.100000 | |
| 2021-02-10 16:55:14,592 epoch 55 - iter 315/632 - loss 0.24063877 - samples/sec: 239.54 - lr: 0.100000 | |
| 2021-02-10 16:55:23,424 epoch 55 - iter 378/632 - loss 0.23991909 - samples/sec: 228.48 - lr: 0.100000 | |
| 2021-02-10 16:55:31,888 epoch 55 - iter 441/632 - loss 0.23859794 - samples/sec: 238.40 - lr: 0.100000 | |
| 2021-02-10 16:55:40,388 epoch 55 - iter 504/632 - loss 0.23652492 - samples/sec: 237.43 - lr: 0.100000 | |
| 2021-02-10 16:55:48,921 epoch 55 - iter 567/632 - loss 0.23611165 - samples/sec: 236.46 - lr: 0.100000 | |
| 2021-02-10 16:55:57,276 epoch 55 - iter 630/632 - loss 0.23676606 - samples/sec: 241.53 - lr: 0.100000 | |
| 2021-02-10 16:55:57,429 ---------------------------------------------------------------------------------------------------- | |
| 2021-02-10 16:55:57,429 EPOCH 55 done: loss 0.2363 - lr 0.1000000 | |
| 2021-02-10 16:55:57,429 BAD EPOCHS (no improvement): 0 | |
| 2021-02-10 16:55:57,431 ---------------------------------------------------------------------------------------------------- | |
| 2021-02-10 16:56:05,806 epoch 56 - iter 63/632 - loss 0.21798954 - samples/sec: 240.97 - lr: 0.100000 | |
| 2021-02-10 16:56:14,485 epoch 56 - iter 126/632 - loss 0.23238329 - samples/sec: 232.51 - lr: 0.100000 | |
| 2021-02-10 16:56:22,964 epoch 56 - iter 189/632 - loss 0.23219767 - samples/sec: 237.98 - lr: 0.100000 | |
| 2021-02-10 16:56:31,429 epoch 56 - iter 252/632 - loss 0.22284444 - samples/sec: 238.37 - lr: 0.100000 | |
| 2021-02-10 16:56:39,794 epoch 56 - iter 315/632 - loss 0.22070193 - samples/sec: 241.25 - lr: 0.100000 | |
| 2021-02-10 16:56:48,513 epoch 56 - iter 378/632 - loss 0.21573929 - samples/sec: 231.43 - lr: 0.100000 | |
| 2021-02-10 16:56:58,269 epoch 56 - iter 441/632 - loss 0.22049779 - samples/sec: 206.80 - lr: 0.100000 | |
| 2021-02-10 16:57:06,825 epoch 56 - iter 504/632 - loss 0.22379851 - samples/sec: 235.87 - lr: 0.100000 | |
| 2021-02-10 16:57:15,330 epoch 56 - iter 567/632 - loss 0.22454335 - samples/sec: 237.26 - lr: 0.100000 | |
| 2021-02-10 16:57:23,815 epoch 56 - iter 630/632 - loss 0.22191678 - samples/sec: 237.80 - lr: 0.100000 | |
| 2021-02-10 16:57:23,991 ---------------------------------------------------------------------------------------------------- | |
| 2021-02-10 16:57:23,992 EPOCH 56 done: loss 0.2215 - lr 0.1000000 | |
| 2021-02-10 16:57:23,992 BAD EPOCHS (no improvement): 0 | |
| 2021-02-10 16:57:23,994 ---------------------------------------------------------------------------------------------------- | |
| 2021-02-10 16:57:32,236 epoch 57 - iter 63/632 - loss 0.22851684 - samples/sec: 244.86 - lr: 0.100000 | |
| 2021-02-10 16:57:41,011 epoch 57 - iter 126/632 - loss 0.23714995 - samples/sec: 229.94 - lr: 0.100000 | |
| 2021-02-10 16:57:49,361 epoch 57 - iter 189/632 - loss 0.22464708 - samples/sec: 241.67 - lr: 0.100000 | |
| 2021-02-10 16:57:57,895 epoch 57 - iter 252/632 - loss 0.22609069 - samples/sec: 236.46 - lr: 0.100000 | |
| 2021-02-10 16:58:06,361 epoch 57 - iter 315/632 - loss 0.23065373 - samples/sec: 238.36 - lr: 0.100000 | |
| 2021-02-10 16:58:14,710 epoch 57 - iter 378/632 - loss 0.23464920 - samples/sec: 241.70 - lr: 0.100000 | |
| 2021-02-10 16:58:23,229 epoch 57 - iter 441/632 - loss 0.23122617 - samples/sec: 236.86 - lr: 0.100000 | |
| 2021-02-10 16:58:31,615 epoch 57 - iter 504/632 - loss 0.23218777 - samples/sec: 240.63 - lr: 0.100000 | |
| 2021-02-10 16:58:40,304 epoch 57 - iter 567/632 - loss 0.23199798 - samples/sec: 232.21 - lr: 0.100000 | |
| 2021-02-10 16:58:48,606 epoch 57 - iter 630/632 - loss 0.23208824 - samples/sec: 243.05 - lr: 0.100000 | |
| 2021-02-10 16:58:48,786 ---------------------------------------------------------------------------------------------------- | |
| 2021-02-10 16:58:48,787 EPOCH 57 done: loss 0.2318 - lr 0.1000000 | |
| 2021-02-10 16:58:48,787 BAD EPOCHS (no improvement): 1 | |
| 2021-02-10 16:58:48,789 ---------------------------------------------------------------------------------------------------- | |
| 2021-02-10 16:58:57,208 epoch 58 - iter 63/632 - loss 0.20030279 - samples/sec: 239.70 - lr: 0.100000 | |
| 2021-02-10 16:59:05,818 epoch 58 - iter 126/632 - loss 0.19847820 - samples/sec: 234.37 - lr: 0.100000 | |
| 2021-02-10 16:59:14,307 epoch 58 - iter 189/632 - loss 0.21596281 - samples/sec: 237.70 - lr: 0.100000 | |
| 2021-02-10 16:59:22,689 epoch 58 - iter 252/632 - loss 0.21742087 - samples/sec: 240.75 - lr: 0.100000 | |
| 2021-02-10 16:59:31,039 epoch 58 - iter 315/632 - loss 0.21560810 - samples/sec: 241.67 - lr: 0.100000 | |
| 2021-02-10 16:59:39,490 epoch 58 - iter 378/632 - loss 0.22786280 - samples/sec: 238.77 - lr: 0.100000 | |
| 2021-02-10 16:59:48,219 epoch 58 - iter 441/632 - loss 0.22932694 - samples/sec: 231.18 - lr: 0.100000 | |
| 2021-02-10 16:59:57,007 epoch 58 - iter 504/632 - loss 0.23091326 - samples/sec: 229.61 - lr: 0.100000 | |
| 2021-02-10 17:00:05,323 epoch 58 - iter 567/632 - loss 0.23176167 - samples/sec: 242.64 - lr: 0.100000 | |
| 2021-02-10 17:00:13,873 epoch 58 - iter 630/632 - loss 0.23026454 - samples/sec: 236.00 - lr: 0.100000 | |
| 2021-02-10 17:00:14,009 ---------------------------------------------------------------------------------------------------- | |
| 2021-02-10 17:00:14,009 EPOCH 58 done: loss 0.2302 - lr 0.1000000 | |
| 2021-02-10 17:00:14,009 BAD EPOCHS (no improvement): 2 | |
| 2021-02-10 17:00:14,032 ---------------------------------------------------------------------------------------------------- | |
| 2021-02-10 17:00:22,512 epoch 59 - iter 63/632 - loss 0.19419858 - samples/sec: 237.96 - lr: 0.100000 | |
| 2021-02-10 17:00:30,934 epoch 59 - iter 126/632 - loss 0.20643287 - samples/sec: 239.60 - lr: 0.100000 | |
| 2021-02-10 17:00:39,327 epoch 59 - iter 189/632 - loss 0.21544146 - samples/sec: 240.39 - lr: 0.100000 | |
| 2021-02-10 17:00:47,546 epoch 59 - iter 252/632 - loss 0.21547105 - samples/sec: 245.53 - lr: 0.100000 | |
| 2021-02-10 17:00:55,983 epoch 59 - iter 315/632 - loss 0.21851201 - samples/sec: 239.15 - lr: 0.100000 | |
| 2021-02-10 17:01:04,634 epoch 59 - iter 378/632 - loss 0.21973454 - samples/sec: 233.25 - lr: 0.100000 | |
| 2021-02-10 17:01:13,162 epoch 59 - iter 441/632 - loss 0.22403101 - samples/sec: 236.63 - lr: 0.100000 | |
| 2021-02-10 17:01:21,684 epoch 59 - iter 504/632 - loss 0.22670591 - samples/sec: 236.77 - lr: 0.100000 | |
| 2021-02-10 17:01:29,940 epoch 59 - iter 567/632 - loss 0.22689462 - samples/sec: 244.41 - lr: 0.100000 | |
| 2021-02-10 17:01:38,409 epoch 59 - iter 630/632 - loss 0.22633462 - samples/sec: 238.26 - lr: 0.100000 | |
| 2021-02-10 17:01:38,584 ---------------------------------------------------------------------------------------------------- | |
| 2021-02-10 17:01:38,585 EPOCH 59 done: loss 0.2264 - lr 0.1000000 | |
| 2021-02-10 17:01:38,585 BAD EPOCHS (no improvement): 3 | |
| 2021-02-10 17:01:38,590 ---------------------------------------------------------------------------------------------------- | |
| 2021-02-10 17:01:46,870 epoch 60 - iter 63/632 - loss 0.21140304 - samples/sec: 243.71 - lr: 0.100000 | |
| 2021-02-10 17:01:55,071 epoch 60 - iter 126/632 - loss 0.21285714 - samples/sec: 246.05 - lr: 0.100000 | |
| 2021-02-10 17:02:03,573 epoch 60 - iter 189/632 - loss 0.21689868 - samples/sec: 237.35 - lr: 0.100000 | |
| 2021-02-10 17:02:12,238 epoch 60 - iter 252/632 - loss 0.22379524 - samples/sec: 232.87 - lr: 0.100000 | |
| 2021-02-10 17:02:20,767 epoch 60 - iter 315/632 - loss 0.22415880 - samples/sec: 236.58 - lr: 0.100000 | |
| 2021-02-10 17:02:29,105 epoch 60 - iter 378/632 - loss 0.22203727 - samples/sec: 241.99 - lr: 0.100000 | |
| 2021-02-10 17:02:37,589 epoch 60 - iter 441/632 - loss 0.22549188 - samples/sec: 237.82 - lr: 0.100000 | |
| 2021-02-10 17:02:46,028 epoch 60 - iter 504/632 - loss 0.22716706 - samples/sec: 239.11 - lr: 0.100000 | |
| 2021-02-10 17:02:54,296 epoch 60 - iter 567/632 - loss 0.22689254 - samples/sec: 244.07 - lr: 0.100000 | |
| 2021-02-10 17:03:02,947 epoch 60 - iter 630/632 - loss 0.22650114 - samples/sec: 233.24 - lr: 0.100000 | |
| 2021-02-10 17:03:03,102 ---------------------------------------------------------------------------------------------------- | |
| 2021-02-10 17:03:03,103 EPOCH 60 done: loss 0.2260 - lr 0.1000000 | |
| 2021-02-10 17:03:03,103 BAD EPOCHS (no improvement): 4 | |
| 2021-02-10 17:03:03,105 ---------------------------------------------------------------------------------------------------- | |
| 2021-02-10 17:03:11,554 epoch 61 - iter 63/632 - loss 0.24826792 - samples/sec: 238.87 - lr: 0.050000 | |
| 2021-02-10 17:03:20,150 epoch 61 - iter 126/632 - loss 0.22445817 - samples/sec: 234.72 - lr: 0.050000 | |
| 2021-02-10 17:03:28,587 epoch 61 - iter 189/632 - loss 0.22545152 - samples/sec: 239.18 - lr: 0.050000 | |
| 2021-02-10 17:03:37,049 epoch 61 - iter 252/632 - loss 0.21911518 - samples/sec: 238.44 - lr: 0.050000 | |
| 2021-02-10 17:03:45,569 epoch 61 - iter 315/632 - loss 0.21951266 - samples/sec: 236.83 - lr: 0.050000 | |
| 2021-02-10 17:03:54,120 epoch 61 - iter 378/632 - loss 0.21458717 - samples/sec: 236.00 - lr: 0.050000 | |
| 2021-02-10 17:04:02,521 epoch 61 - iter 441/632 - loss 0.21462647 - samples/sec: 240.19 - lr: 0.050000 | |
| 2021-02-10 17:04:11,180 epoch 61 - iter 504/632 - loss 0.21117381 - samples/sec: 233.03 - lr: 0.050000 | |
| 2021-02-10 17:04:19,671 epoch 61 - iter 567/632 - loss 0.21442720 - samples/sec: 237.65 - lr: 0.050000 | |
| 2021-02-10 17:04:28,113 epoch 61 - iter 630/632 - loss 0.21426566 - samples/sec: 238.99 - lr: 0.050000 | |
| 2021-02-10 17:04:28,276 ---------------------------------------------------------------------------------------------------- | |
| 2021-02-10 17:04:28,276 EPOCH 61 done: loss 0.2138 - lr 0.0500000 | |
| 2021-02-10 17:04:28,276 BAD EPOCHS (no improvement): 0 | |
| 2021-02-10 17:04:28,279 ---------------------------------------------------------------------------------------------------- | |
| 2021-02-10 17:04:36,919 epoch 62 - iter 63/632 - loss 0.19965704 - samples/sec: 233.56 - lr: 0.050000 | |
| 2021-02-10 17:04:45,494 epoch 62 - iter 126/632 - loss 0.20302096 - samples/sec: 235.30 - lr: 0.050000 | |
| 2021-02-10 17:04:53,733 epoch 62 - iter 189/632 - loss 0.20710877 - samples/sec: 244.93 - lr: 0.050000 | |
| 2021-02-10 17:05:02,253 epoch 62 - iter 252/632 - loss 0.20659291 - samples/sec: 236.82 - lr: 0.050000 | |
| 2021-02-10 17:05:10,555 epoch 62 - iter 315/632 - loss 0.20342856 - samples/sec: 243.08 - lr: 0.050000 | |
| 2021-02-10 17:05:19,025 epoch 62 - iter 378/632 - loss 0.20250029 - samples/sec: 238.23 - lr: 0.050000 | |
| 2021-02-10 17:05:27,401 epoch 62 - iter 441/632 - loss 0.20180350 - samples/sec: 240.90 - lr: 0.050000 | |
| 2021-02-10 17:05:35,853 epoch 62 - iter 504/632 - loss 0.20362102 - samples/sec: 238.74 - lr: 0.050000 | |
| 2021-02-10 17:05:44,450 epoch 62 - iter 567/632 - loss 0.20400912 - samples/sec: 234.72 - lr: 0.050000 | |
| 2021-02-10 17:05:52,728 epoch 62 - iter 630/632 - loss 0.20133716 - samples/sec: 243.78 - lr: 0.050000 | |
| 2021-02-10 17:05:52,875 ---------------------------------------------------------------------------------------------------- | |
| 2021-02-10 17:05:52,875 EPOCH 62 done: loss 0.2007 - lr 0.0500000 | |
| 2021-02-10 17:05:52,875 BAD EPOCHS (no improvement): 0 | |
| 2021-02-10 17:05:52,878 ---------------------------------------------------------------------------------------------------- | |
| 2021-02-10 17:06:01,351 epoch 63 - iter 63/632 - loss 0.17566243 - samples/sec: 238.17 - lr: 0.050000 | |
| 2021-02-10 17:06:09,879 epoch 63 - iter 126/632 - loss 0.18669244 - samples/sec: 236.61 - lr: 0.050000 | |
| 2021-02-10 17:06:18,640 epoch 63 - iter 189/632 - loss 0.19328824 - samples/sec: 230.29 - lr: 0.050000 | |
| 2021-02-10 17:06:26,945 epoch 63 - iter 252/632 - loss 0.19671995 - samples/sec: 242.97 - lr: 0.050000 | |
| 2021-02-10 17:06:35,533 epoch 63 - iter 315/632 - loss 0.19805394 - samples/sec: 234.96 - lr: 0.050000 | |
| 2021-02-10 17:06:44,066 epoch 63 - iter 378/632 - loss 0.19923145 - samples/sec: 236.46 - lr: 0.050000 | |
| 2021-02-10 17:06:52,373 epoch 63 - iter 441/632 - loss 0.19726712 - samples/sec: 242.89 - lr: 0.050000 | |
| 2021-02-10 17:07:00,620 epoch 63 - iter 504/632 - loss 0.19463551 - samples/sec: 244.67 - lr: 0.050000 | |
| 2021-02-10 17:07:08,960 epoch 63 - iter 567/632 - loss 0.19326613 - samples/sec: 241.97 - lr: 0.050000 | |
| 2021-02-10 17:07:17,289 epoch 63 - iter 630/632 - loss 0.19200615 - samples/sec: 242.28 - lr: 0.050000 | |
| 2021-02-10 17:07:17,421 ---------------------------------------------------------------------------------------------------- | |
| 2021-02-10 17:07:17,421 EPOCH 63 done: loss 0.1919 - lr 0.0500000 | |
| 2021-02-10 17:07:17,421 BAD EPOCHS (no improvement): 0 | |
| 2021-02-10 17:07:17,424 ---------------------------------------------------------------------------------------------------- | |
| 2021-02-10 17:07:26,027 epoch 64 - iter 63/632 - loss 0.18811221 - samples/sec: 234.56 - lr: 0.050000 | |
| 2021-02-10 17:07:34,563 epoch 64 - iter 126/632 - loss 0.19355516 - samples/sec: 236.39 - lr: 0.050000 | |
| 2021-02-10 17:07:42,728 epoch 64 - iter 189/632 - loss 0.19153948 - samples/sec: 247.13 - lr: 0.050000 | |
| 2021-02-10 17:07:51,107 epoch 64 - iter 252/632 - loss 0.19266562 - samples/sec: 240.84 - lr: 0.050000 | |
| 2021-02-10 17:07:59,696 epoch 64 - iter 315/632 - loss 0.19252482 - samples/sec: 234.92 - lr: 0.050000 | |
| 2021-02-10 17:08:07,971 epoch 64 - iter 378/632 - loss 0.19270565 - samples/sec: 243.85 - lr: 0.050000 | |
| 2021-02-10 17:08:16,271 epoch 64 - iter 441/632 - loss 0.19464694 - samples/sec: 243.13 - lr: 0.050000 | |
| 2021-02-10 17:08:25,006 epoch 64 - iter 504/632 - loss 0.19104221 - samples/sec: 230.99 - lr: 0.050000 | |
| 2021-02-10 17:08:33,286 epoch 64 - iter 567/632 - loss 0.19289098 - samples/sec: 243.72 - lr: 0.050000 | |
| 2021-02-10 17:08:42,231 epoch 64 - iter 630/632 - loss 0.19496539 - samples/sec: 225.60 - lr: 0.050000 | |
| 2021-02-10 17:08:42,413 ---------------------------------------------------------------------------------------------------- | |
| 2021-02-10 17:08:42,414 EPOCH 64 done: loss 0.1945 - lr 0.0500000 | |
| 2021-02-10 17:08:42,414 BAD EPOCHS (no improvement): 1 | |
| 2021-02-10 17:08:42,418 ---------------------------------------------------------------------------------------------------- | |
| 2021-02-10 17:08:50,800 epoch 65 - iter 63/632 - loss 0.22458665 - samples/sec: 240.77 - lr: 0.050000 | |
| 2021-02-10 17:08:59,408 epoch 65 - iter 126/632 - loss 0.21595446 - samples/sec: 234.41 - lr: 0.050000 | |
| 2021-02-10 17:09:07,884 epoch 65 - iter 189/632 - loss 0.21581171 - samples/sec: 238.05 - lr: 0.050000 | |
| 2021-02-10 17:09:16,270 epoch 65 - iter 252/632 - loss 0.20870699 - samples/sec: 240.64 - lr: 0.050000 | |
| 2021-02-10 17:09:24,675 epoch 65 - iter 315/632 - loss 0.20644281 - samples/sec: 240.07 - lr: 0.050000 | |
| 2021-02-10 17:09:33,180 epoch 65 - iter 378/632 - loss 0.20064569 - samples/sec: 237.26 - lr: 0.050000 | |
| 2021-02-10 17:09:41,659 epoch 65 - iter 441/632 - loss 0.19582692 - samples/sec: 237.97 - lr: 0.050000 | |
| 2021-02-10 17:09:50,198 epoch 65 - iter 504/632 - loss 0.19447816 - samples/sec: 236.32 - lr: 0.050000 | |
| 2021-02-10 17:09:58,594 epoch 65 - iter 567/632 - loss 0.19468860 - samples/sec: 240.34 - lr: 0.050000 | |
| 2021-02-10 17:10:07,126 epoch 65 - iter 630/632 - loss 0.19573085 - samples/sec: 236.48 - lr: 0.050000 | |
| 2021-02-10 17:10:07,321 ---------------------------------------------------------------------------------------------------- | |
| 2021-02-10 17:10:07,321 EPOCH 65 done: loss 0.1953 - lr 0.0500000 | |
| 2021-02-10 17:10:07,321 BAD EPOCHS (no improvement): 2 | |
| 2021-02-10 17:10:07,325 ---------------------------------------------------------------------------------------------------- | |
| 2021-02-10 17:10:15,721 epoch 66 - iter 63/632 - loss 0.16006495 - samples/sec: 240.37 - lr: 0.050000 | |
| 2021-02-10 17:10:24,073 epoch 66 - iter 126/632 - loss 0.16904584 - samples/sec: 241.61 - lr: 0.050000 | |
| 2021-02-10 17:10:32,493 epoch 66 - iter 189/632 - loss 0.17564690 - samples/sec: 239.65 - lr: 0.050000 | |
| 2021-02-10 17:10:40,910 epoch 66 - iter 252/632 - loss 0.17497146 - samples/sec: 239.73 - lr: 0.050000 | |
| 2021-02-10 17:10:49,267 epoch 66 - iter 315/632 - loss 0.17742629 - samples/sec: 241.46 - lr: 0.050000 | |
| 2021-02-10 17:10:57,720 epoch 66 - iter 378/632 - loss 0.17517136 - samples/sec: 238.71 - lr: 0.050000 | |
| 2021-02-10 17:11:06,112 epoch 66 - iter 441/632 - loss 0.17455020 - samples/sec: 240.43 - lr: 0.050000 | |
| 2021-02-10 17:11:14,713 epoch 66 - iter 504/632 - loss 0.17734958 - samples/sec: 234.60 - lr: 0.050000 | |
| 2021-02-10 17:11:23,001 epoch 66 - iter 567/632 - loss 0.17710533 - samples/sec: 243.46 - lr: 0.050000 | |
| 2021-02-10 17:11:31,639 epoch 66 - iter 630/632 - loss 0.17872253 - samples/sec: 233.58 - lr: 0.050000 | |
| 2021-02-10 17:11:31,780 ---------------------------------------------------------------------------------------------------- | |
| 2021-02-10 17:11:31,780 EPOCH 66 done: loss 0.1786 - lr 0.0500000 | |
| 2021-02-10 17:11:31,780 BAD EPOCHS (no improvement): 0 | |
| 2021-02-10 17:11:31,783 ---------------------------------------------------------------------------------------------------- | |
| 2021-02-10 17:11:40,100 epoch 67 - iter 63/632 - loss 0.20192759 - samples/sec: 242.60 - lr: 0.050000 | |
| 2021-02-10 17:11:48,489 epoch 67 - iter 126/632 - loss 0.18368942 - samples/sec: 240.53 - lr: 0.050000 | |
| 2021-02-10 17:11:56,862 epoch 67 - iter 189/632 - loss 0.18264949 - samples/sec: 241.00 - lr: 0.050000 | |
| 2021-02-10 17:12:05,278 epoch 67 - iter 252/632 - loss 0.18793794 - samples/sec: 239.75 - lr: 0.050000 | |
| 2021-02-10 17:12:13,592 epoch 67 - iter 315/632 - loss 0.18775345 - samples/sec: 242.71 - lr: 0.050000 | |
| 2021-02-10 17:12:21,913 epoch 67 - iter 378/632 - loss 0.18703215 - samples/sec: 242.53 - lr: 0.050000 | |
| 2021-02-10 17:12:30,270 epoch 67 - iter 441/632 - loss 0.18529600 - samples/sec: 241.45 - lr: 0.050000 | |
| 2021-02-10 17:12:38,736 epoch 67 - iter 504/632 - loss 0.18476414 - samples/sec: 238.34 - lr: 0.050000 | |
| 2021-02-10 17:12:47,001 epoch 67 - iter 567/632 - loss 0.18514061 - samples/sec: 244.16 - lr: 0.050000 | |
| 2021-02-10 17:12:55,296 epoch 67 - iter 630/632 - loss 0.18661549 - samples/sec: 243.26 - lr: 0.050000 | |
| 2021-02-10 17:12:55,461 ---------------------------------------------------------------------------------------------------- | |
| 2021-02-10 17:12:55,461 EPOCH 67 done: loss 0.1861 - lr 0.0500000 | |
| 2021-02-10 17:12:55,462 BAD EPOCHS (no improvement): 1 | |
| 2021-02-10 17:12:55,468 ---------------------------------------------------------------------------------------------------- | |
| 2021-02-10 17:13:03,860 epoch 68 - iter 63/632 - loss 0.16120260 - samples/sec: 240.47 - lr: 0.050000 | |
| 2021-02-10 17:13:12,396 epoch 68 - iter 126/632 - loss 0.16008478 - samples/sec: 236.40 - lr: 0.050000 | |
| 2021-02-10 17:13:20,821 epoch 68 - iter 189/632 - loss 0.16853883 - samples/sec: 239.50 - lr: 0.050000 | |
| 2021-02-10 17:13:29,372 epoch 68 - iter 252/632 - loss 0.17227425 - samples/sec: 235.98 - lr: 0.050000 | |
| 2021-02-10 17:13:37,849 epoch 68 - iter 315/632 - loss 0.16963599 - samples/sec: 238.05 - lr: 0.050000 | |
| 2021-02-10 17:13:46,206 epoch 68 - iter 378/632 - loss 0.17224209 - samples/sec: 241.47 - lr: 0.050000 | |
| 2021-02-10 17:13:54,578 epoch 68 - iter 441/632 - loss 0.17720899 - samples/sec: 241.00 - lr: 0.050000 | |
| 2021-02-10 17:14:03,037 epoch 68 - iter 504/632 - loss 0.17910774 - samples/sec: 238.57 - lr: 0.050000 | |
| 2021-02-10 17:14:11,553 epoch 68 - iter 567/632 - loss 0.18119215 - samples/sec: 236.94 - lr: 0.050000 | |
| 2021-02-10 17:14:20,082 epoch 68 - iter 630/632 - loss 0.18282455 - samples/sec: 236.57 - lr: 0.050000 | |
| 2021-02-10 17:14:20,288 ---------------------------------------------------------------------------------------------------- | |
| 2021-02-10 17:14:20,289 EPOCH 68 done: loss 0.1827 - lr 0.0500000 | |
| 2021-02-10 17:14:20,289 BAD EPOCHS (no improvement): 2 | |
| 2021-02-10 17:14:20,292 ---------------------------------------------------------------------------------------------------- | |
| 2021-02-10 17:14:28,648 epoch 69 - iter 63/632 - loss 0.17446685 - samples/sec: 241.50 - lr: 0.050000 | |
| 2021-02-10 17:14:36,857 epoch 69 - iter 126/632 - loss 0.18132785 - samples/sec: 245.81 - lr: 0.050000 | |
| 2021-02-10 17:14:45,298 epoch 69 - iter 189/632 - loss 0.18041810 - samples/sec: 239.06 - lr: 0.050000 | |
| 2021-02-10 17:14:53,547 epoch 69 - iter 252/632 - loss 0.17912445 - samples/sec: 244.64 - lr: 0.050000 | |
| 2021-02-10 17:15:02,050 epoch 69 - iter 315/632 - loss 0.17681069 - samples/sec: 237.33 - lr: 0.050000 | |
| 2021-02-10 17:15:10,819 epoch 69 - iter 378/632 - loss 0.17829750 - samples/sec: 230.09 - lr: 0.050000 | |
| 2021-02-10 17:15:19,297 epoch 69 - iter 441/632 - loss 0.17834161 - samples/sec: 238.03 - lr: 0.050000 | |
| 2021-02-10 17:15:27,938 epoch 69 - iter 504/632 - loss 0.17806361 - samples/sec: 233.52 - lr: 0.050000 | |
| 2021-02-10 17:15:36,446 epoch 69 - iter 567/632 - loss 0.17870461 - samples/sec: 237.16 - lr: 0.050000 | |
| 2021-02-10 17:15:44,858 epoch 69 - iter 630/632 - loss 0.17876959 - samples/sec: 239.88 - lr: 0.050000 | |
| 2021-02-10 17:15:44,983 ---------------------------------------------------------------------------------------------------- | |
| 2021-02-10 17:15:44,984 EPOCH 69 done: loss 0.1784 - lr 0.0500000 | |
| 2021-02-10 17:15:44,984 BAD EPOCHS (no improvement): 0 | |
| 2021-02-10 17:15:44,986 ---------------------------------------------------------------------------------------------------- | |
| 2021-02-10 17:15:53,505 epoch 70 - iter 63/632 - loss 0.18908270 - samples/sec: 236.86 - lr: 0.050000 | |
| 2021-02-10 17:16:02,088 epoch 70 - iter 126/632 - loss 0.18250210 - samples/sec: 235.11 - lr: 0.050000 | |
| 2021-02-10 17:16:10,340 epoch 70 - iter 189/632 - loss 0.17213955 - samples/sec: 244.52 - lr: 0.050000 | |
| 2021-02-10 17:16:19,150 epoch 70 - iter 252/632 - loss 0.17347559 - samples/sec: 229.04 - lr: 0.050000 | |
| 2021-02-10 17:16:28,043 epoch 70 - iter 315/632 - loss 0.17903703 - samples/sec: 226.89 - lr: 0.050000 | |
| 2021-02-10 17:16:36,402 epoch 70 - iter 378/632 - loss 0.17893042 - samples/sec: 241.41 - lr: 0.050000 | |
| 2021-02-10 17:16:44,813 epoch 70 - iter 441/632 - loss 0.17606056 - samples/sec: 239.91 - lr: 0.050000 | |
| 2021-02-10 17:16:52,996 epoch 70 - iter 504/632 - loss 0.17563968 - samples/sec: 246.61 - lr: 0.050000 | |
| 2021-02-10 17:17:01,513 epoch 70 - iter 567/632 - loss 0.17287581 - samples/sec: 236.92 - lr: 0.050000 | |
| 2021-02-10 17:17:09,706 epoch 70 - iter 630/632 - loss 0.17375668 - samples/sec: 246.30 - lr: 0.050000 | |
| 2021-02-10 17:17:09,868 ---------------------------------------------------------------------------------------------------- | |
| 2021-02-10 17:17:09,868 EPOCH 70 done: loss 0.1734 - lr 0.0500000 | |
| 2021-02-10 17:17:09,868 BAD EPOCHS (no improvement): 0 | |
| 2021-02-10 17:17:09,873 ---------------------------------------------------------------------------------------------------- | |
| 2021-02-10 17:17:19,741 epoch 71 - iter 63/632 - loss 0.17992265 - samples/sec: 204.49 - lr: 0.050000 | |
| 2021-02-10 17:17:28,137 epoch 71 - iter 126/632 - loss 0.17463278 - samples/sec: 240.31 - lr: 0.050000 | |
| 2021-02-10 17:17:36,710 epoch 71 - iter 189/632 - loss 0.17644285 - samples/sec: 235.39 - lr: 0.050000 | |
| 2021-02-10 17:17:45,178 epoch 71 - iter 252/632 - loss 0.17364276 - samples/sec: 238.27 - lr: 0.050000 | |
| 2021-02-10 17:17:53,470 epoch 71 - iter 315/632 - loss 0.16836193 - samples/sec: 243.37 - lr: 0.050000 | |
| 2021-02-10 17:18:02,008 epoch 71 - iter 378/632 - loss 0.16868304 - samples/sec: 236.34 - lr: 0.050000 | |
| 2021-02-10 17:18:10,399 epoch 71 - iter 441/632 - loss 0.16746791 - samples/sec: 240.46 - lr: 0.050000 | |
| 2021-02-10 17:18:19,028 epoch 71 - iter 504/632 - loss 0.16701244 - samples/sec: 233.86 - lr: 0.050000 | |
| 2021-02-10 17:18:27,631 epoch 71 - iter 567/632 - loss 0.16944998 - samples/sec: 234.52 - lr: 0.050000 | |
| 2021-02-10 17:18:36,156 epoch 71 - iter 630/632 - loss 0.16885916 - samples/sec: 236.70 - lr: 0.050000 | |
| 2021-02-10 17:18:36,354 ---------------------------------------------------------------------------------------------------- | |
| 2021-02-10 17:18:36,354 EPOCH 71 done: loss 0.1687 - lr 0.0500000 | |
| 2021-02-10 17:18:36,354 BAD EPOCHS (no improvement): 0 | |
| 2021-02-10 17:18:36,357 ---------------------------------------------------------------------------------------------------- | |
| 2021-02-10 17:18:44,860 epoch 72 - iter 63/632 - loss 0.16591066 - samples/sec: 237.32 - lr: 0.050000 | |
| 2021-02-10 17:18:53,337 epoch 72 - iter 126/632 - loss 0.15206670 - samples/sec: 238.04 - lr: 0.050000 | |
| 2021-02-10 17:19:01,919 epoch 72 - iter 189/632 - loss 0.15549390 - samples/sec: 235.13 - lr: 0.050000 | |
| 2021-02-10 17:19:10,272 epoch 72 - iter 252/632 - loss 0.15158789 - samples/sec: 241.56 - lr: 0.050000 | |
| 2021-02-10 17:19:18,985 epoch 72 - iter 315/632 - loss 0.15212989 - samples/sec: 231.59 - lr: 0.050000 | |
| 2021-02-10 17:19:27,321 epoch 72 - iter 378/632 - loss 0.15835308 - samples/sec: 242.07 - lr: 0.050000 | |
| 2021-02-10 17:19:35,792 epoch 72 - iter 441/632 - loss 0.16317157 - samples/sec: 238.21 - lr: 0.050000 | |
| 2021-02-10 17:19:44,170 epoch 72 - iter 504/632 - loss 0.16224219 - samples/sec: 240.85 - lr: 0.050000 | |
| 2021-02-10 17:19:52,615 epoch 72 - iter 567/632 - loss 0.16495248 - samples/sec: 238.96 - lr: 0.050000 | |
| 2021-02-10 17:20:00,869 epoch 72 - iter 630/632 - loss 0.16331171 - samples/sec: 244.46 - lr: 0.050000 | |
| 2021-02-10 17:20:01,043 ---------------------------------------------------------------------------------------------------- | |
| 2021-02-10 17:20:01,043 EPOCH 72 done: loss 0.1638 - lr 0.0500000 | |
| 2021-02-10 17:20:01,043 BAD EPOCHS (no improvement): 0 | |
| 2021-02-10 17:20:01,046 ---------------------------------------------------------------------------------------------------- | |
| 2021-02-10 17:20:09,534 epoch 73 - iter 63/632 - loss 0.17926160 - samples/sec: 237.75 - lr: 0.050000 | |
| 2021-02-10 17:20:17,846 epoch 73 - iter 126/632 - loss 0.16524110 - samples/sec: 242.76 - lr: 0.050000 | |
| 2021-02-10 17:20:26,129 epoch 73 - iter 189/632 - loss 0.16343006 - samples/sec: 243.60 - lr: 0.050000 | |
| 2021-02-10 17:20:35,538 epoch 73 - iter 252/632 - loss 0.16253149 - samples/sec: 234.32 - lr: 0.050000 | |
| 2021-02-10 17:20:44,292 epoch 73 - iter 315/632 - loss 0.16654819 - samples/sec: 230.50 - lr: 0.050000 | |
| 2021-02-10 17:20:59,840 epoch 73 - iter 378/632 - loss 0.16904917 - samples/sec: 238.04 - lr: 0.050000 | |
| 2021-02-10 17:21:08,468 epoch 73 - iter 441/632 - loss 0.17051712 - samples/sec: 233.88 - lr: 0.050000 | |
| 2021-02-10 17:21:16,884 epoch 73 - iter 504/632 - loss 0.17366030 - samples/sec: 239.75 - lr: 0.050000 | |
| 2021-02-10 17:21:25,203 epoch 73 - iter 567/632 - loss 0.17328081 - samples/sec: 242.57 - lr: 0.050000 | |
| 2021-02-10 17:21:33,733 epoch 73 - iter 630/632 - loss 0.17464742 - samples/sec: 236.55 - lr: 0.050000 | |
| 2021-02-10 17:21:33,903 ---------------------------------------------------------------------------------------------------- | |
| 2021-02-10 17:21:33,903 EPOCH 73 done: loss 0.1748 - lr 0.0500000 | |
| 2021-02-10 17:21:33,903 BAD EPOCHS (no improvement): 1 | |
| 2021-02-10 17:21:33,906 ---------------------------------------------------------------------------------------------------- | |
| 2021-02-10 17:21:42,476 epoch 74 - iter 63/632 - loss 0.18680064 - samples/sec: 235.45 - lr: 0.050000 | |
| 2021-02-10 17:21:50,843 epoch 74 - iter 126/632 - loss 0.17634041 - samples/sec: 241.20 - lr: 0.050000 | |
| 2021-02-10 17:21:59,310 epoch 74 - iter 189/632 - loss 0.18054224 - samples/sec: 238.33 - lr: 0.050000 | |
| 2021-02-10 17:22:08,099 epoch 74 - iter 252/632 - loss 0.17825376 - samples/sec: 229.58 - lr: 0.050000 | |
| 2021-02-10 17:22:16,293 epoch 74 - iter 315/632 - loss 0.17504566 - samples/sec: 246.24 - lr: 0.050000 | |
| 2021-02-10 17:22:24,740 epoch 74 - iter 378/632 - loss 0.17377044 - samples/sec: 238.89 - lr: 0.050000 | |
| 2021-02-10 17:22:33,234 epoch 74 - iter 441/632 - loss 0.17533056 - samples/sec: 237.57 - lr: 0.050000 | |
| 2021-02-10 17:22:41,543 epoch 74 - iter 504/632 - loss 0.17639532 - samples/sec: 242.84 - lr: 0.050000 | |
| 2021-02-10 17:22:50,054 epoch 74 - iter 567/632 - loss 0.17582131 - samples/sec: 237.10 - lr: 0.050000 | |
| 2021-02-10 17:22:58,913 epoch 74 - iter 630/632 - loss 0.17234327 - samples/sec: 227.77 - lr: 0.050000 | |
| 2021-02-10 17:22:59,047 ---------------------------------------------------------------------------------------------------- | |
| 2021-02-10 17:22:59,047 EPOCH 74 done: loss 0.1720 - lr 0.0500000 | |
| 2021-02-10 17:22:59,048 BAD EPOCHS (no improvement): 2 | |
| 2021-02-10 17:22:59,052 ---------------------------------------------------------------------------------------------------- | |
| 2021-02-10 17:23:07,616 epoch 75 - iter 63/632 - loss 0.16614418 - samples/sec: 235.62 - lr: 0.050000 | |
| 2021-02-10 17:23:16,108 epoch 75 - iter 126/632 - loss 0.18281948 - samples/sec: 237.63 - lr: 0.050000 | |
| 2021-02-10 17:23:24,504 epoch 75 - iter 189/632 - loss 0.17692440 - samples/sec: 240.32 - lr: 0.050000 | |
| 2021-02-10 17:23:33,158 epoch 75 - iter 252/632 - loss 0.16832090 - samples/sec: 233.18 - lr: 0.050000 | |
| 2021-02-10 17:23:41,782 epoch 75 - iter 315/632 - loss 0.17221800 - samples/sec: 233.96 - lr: 0.050000 | |
| 2021-02-10 17:23:50,437 epoch 75 - iter 378/632 - loss 0.17345341 - samples/sec: 233.15 - lr: 0.050000 | |
| 2021-02-10 17:23:58,719 epoch 75 - iter 441/632 - loss 0.17643207 - samples/sec: 243.65 - lr: 0.050000 | |
| 2021-02-10 17:24:07,081 epoch 75 - iter 504/632 - loss 0.17766701 - samples/sec: 241.32 - lr: 0.050000 | |
| 2021-02-10 17:24:15,360 epoch 75 - iter 567/632 - loss 0.17850859 - samples/sec: 243.75 - lr: 0.050000 | |
| 2021-02-10 17:24:23,730 epoch 75 - iter 630/632 - loss 0.17799439 - samples/sec: 241.08 - lr: 0.050000 | |
| 2021-02-10 17:24:23,853 ---------------------------------------------------------------------------------------------------- | |
| 2021-02-10 17:24:23,853 EPOCH 75 done: loss 0.1778 - lr 0.0500000 | |
| 2021-02-10 17:24:23,853 BAD EPOCHS (no improvement): 3 | |
| 2021-02-10 17:24:23,857 ---------------------------------------------------------------------------------------------------- | |
| 2021-02-10 17:24:32,690 epoch 76 - iter 63/632 - loss 0.18302014 - samples/sec: 228.46 - lr: 0.050000 | |
| 2021-02-10 17:24:41,243 epoch 76 - iter 126/632 - loss 0.17112136 - samples/sec: 235.94 - lr: 0.050000 | |
| 2021-02-10 17:24:49,678 epoch 76 - iter 189/632 - loss 0.16997615 - samples/sec: 239.23 - lr: 0.050000 | |
| 2021-02-10 17:24:58,119 epoch 76 - iter 252/632 - loss 0.16267107 - samples/sec: 239.04 - lr: 0.050000 | |
| 2021-02-10 17:25:06,484 epoch 76 - iter 315/632 - loss 0.16425507 - samples/sec: 241.25 - lr: 0.050000 | |
| 2021-02-10 17:25:14,870 epoch 76 - iter 378/632 - loss 0.16186870 - samples/sec: 240.62 - lr: 0.050000 | |
| 2021-02-10 17:25:23,337 epoch 76 - iter 441/632 - loss 0.16184198 - samples/sec: 238.31 - lr: 0.050000 | |
| 2021-02-10 17:25:31,880 epoch 76 - iter 504/632 - loss 0.16159899 - samples/sec: 236.20 - lr: 0.050000 | |
| 2021-02-10 17:25:40,604 epoch 76 - iter 567/632 - loss 0.16444120 - samples/sec: 231.29 - lr: 0.050000 | |
| 2021-02-10 17:25:49,120 epoch 76 - iter 630/632 - loss 0.16399320 - samples/sec: 236.94 - lr: 0.050000 | |
| 2021-02-10 17:25:49,284 ---------------------------------------------------------------------------------------------------- | |
| 2021-02-10 17:25:49,284 EPOCH 76 done: loss 0.1636 - lr 0.0500000 | |
| 2021-02-10 17:25:49,284 BAD EPOCHS (no improvement): 0 | |
| 2021-02-10 17:25:49,288 ---------------------------------------------------------------------------------------------------- | |
| 2021-02-10 17:25:57,803 epoch 77 - iter 63/632 - loss 0.15430674 - samples/sec: 236.99 - lr: 0.050000 | |
| 2021-02-10 17:26:06,229 epoch 77 - iter 126/632 - loss 0.16436841 - samples/sec: 239.48 - lr: 0.050000 | |
| 2021-02-10 17:26:14,720 epoch 77 - iter 189/632 - loss 0.16856938 - samples/sec: 237.63 - lr: 0.050000 | |
| 2021-02-10 17:26:23,392 epoch 77 - iter 252/632 - loss 0.16693890 - samples/sec: 232.66 - lr: 0.050000 | |
| 2021-02-10 17:26:31,935 epoch 77 - iter 315/632 - loss 0.16508646 - samples/sec: 236.20 - lr: 0.050000 | |
| 2021-02-10 17:26:40,541 epoch 77 - iter 378/632 - loss 0.16337763 - samples/sec: 234.46 - lr: 0.050000 | |
| 2021-02-10 17:26:48,860 epoch 77 - iter 441/632 - loss 0.16355067 - samples/sec: 242.58 - lr: 0.050000 | |
| 2021-02-10 17:26:57,515 epoch 77 - iter 504/632 - loss 0.16189654 - samples/sec: 233.14 - lr: 0.050000 | |
| 2021-02-10 17:27:05,952 epoch 77 - iter 567/632 - loss 0.16485379 - samples/sec: 239.15 - lr: 0.050000 | |
| 2021-02-10 17:27:14,511 epoch 77 - iter 630/632 - loss 0.16705428 - samples/sec: 235.75 - lr: 0.050000 | |
| 2021-02-10 17:27:14,641 ---------------------------------------------------------------------------------------------------- | |
| 2021-02-10 17:27:14,641 EPOCH 77 done: loss 0.1668 - lr 0.0500000 | |
| 2021-02-10 17:27:14,641 BAD EPOCHS (no improvement): 1 | |
| 2021-02-10 17:27:14,644 ---------------------------------------------------------------------------------------------------- | |
| 2021-02-10 17:27:22,929 epoch 78 - iter 63/632 - loss 0.17344252 - samples/sec: 243.58 - lr: 0.050000 | |
| 2021-02-10 17:27:31,532 epoch 78 - iter 126/632 - loss 0.17849634 - samples/sec: 234.56 - lr: 0.050000 | |
| 2021-02-10 17:27:40,075 epoch 78 - iter 189/632 - loss 0.17117978 - samples/sec: 236.20 - lr: 0.050000 | |
| 2021-02-10 17:27:48,592 epoch 78 - iter 252/632 - loss 0.16990619 - samples/sec: 236.93 - lr: 0.050000 | |
| 2021-02-10 17:27:57,329 epoch 78 - iter 315/632 - loss 0.16766584 - samples/sec: 230.94 - lr: 0.050000 | |
| 2021-02-10 17:28:05,715 epoch 78 - iter 378/632 - loss 0.16910177 - samples/sec: 240.61 - lr: 0.050000 | |
| 2021-02-10 17:28:14,379 epoch 78 - iter 441/632 - loss 0.16769673 - samples/sec: 232.88 - lr: 0.050000 | |
| 2021-02-10 17:28:22,770 epoch 78 - iter 504/632 - loss 0.16381738 - samples/sec: 240.48 - lr: 0.050000 | |
| 2021-02-10 17:28:31,335 epoch 78 - iter 567/632 - loss 0.16458516 - samples/sec: 235.59 - lr: 0.050000 | |
| 2021-02-10 17:28:39,684 epoch 78 - iter 630/632 - loss 0.16302567 - samples/sec: 241.71 - lr: 0.050000 | |
| 2021-02-10 17:28:39,884 ---------------------------------------------------------------------------------------------------- | |
| 2021-02-10 17:28:39,885 EPOCH 78 done: loss 0.1629 - lr 0.0500000 | |
| 2021-02-10 17:28:39,885 BAD EPOCHS (no improvement): 0 | |
| 2021-02-10 17:28:39,888 ---------------------------------------------------------------------------------------------------- | |
| 2021-02-10 17:28:48,413 epoch 79 - iter 63/632 - loss 0.16320853 - samples/sec: 236.73 - lr: 0.050000 | |
| 2021-02-10 17:28:56,916 epoch 79 - iter 126/632 - loss 0.16123089 - samples/sec: 237.31 - lr: 0.050000 | |
| 2021-02-10 17:29:05,343 epoch 79 - iter 189/632 - loss 0.15939813 - samples/sec: 239.47 - lr: 0.050000 | |
| 2021-02-10 17:29:13,620 epoch 79 - iter 252/632 - loss 0.16044046 - samples/sec: 243.79 - lr: 0.050000 | |
| 2021-02-10 17:29:22,096 epoch 79 - iter 315/632 - loss 0.15646585 - samples/sec: 238.07 - lr: 0.050000 | |
| 2021-02-10 17:29:30,388 epoch 79 - iter 378/632 - loss 0.16030467 - samples/sec: 243.36 - lr: 0.050000 | |
| 2021-02-10 17:29:38,687 epoch 79 - iter 441/632 - loss 0.16147954 - samples/sec: 243.13 - lr: 0.050000 | |
| 2021-02-10 17:29:46,996 epoch 79 - iter 504/632 - loss 0.16155467 - samples/sec: 242.86 - lr: 0.050000 | |
| 2021-02-10 17:29:55,663 epoch 79 - iter 567/632 - loss 0.16373134 - samples/sec: 232.82 - lr: 0.050000 | |
| 2021-02-10 17:30:04,324 epoch 79 - iter 630/632 - loss 0.16175599 - samples/sec: 232.99 - lr: 0.050000 | |
| 2021-02-10 17:30:04,526 ---------------------------------------------------------------------------------------------------- | |
| 2021-02-10 17:30:04,526 EPOCH 79 done: loss 0.1618 - lr 0.0500000 | |
| 2021-02-10 17:30:04,526 BAD EPOCHS (no improvement): 0 | |
| 2021-02-10 17:30:04,542 ---------------------------------------------------------------------------------------------------- | |
| 2021-02-10 17:30:13,092 epoch 80 - iter 63/632 - loss 0.16713164 - samples/sec: 236.03 - lr: 0.050000 | |
| 2021-02-10 17:30:21,630 epoch 80 - iter 126/632 - loss 0.17037963 - samples/sec: 236.31 - lr: 0.050000 | |
| 2021-02-10 17:30:30,150 epoch 80 - iter 189/632 - loss 0.16087777 - samples/sec: 236.84 - lr: 0.050000 | |
| 2021-02-10 17:30:38,247 epoch 80 - iter 252/632 - loss 0.16410140 - samples/sec: 249.23 - lr: 0.050000 | |
| 2021-02-10 17:30:46,898 epoch 80 - iter 315/632 - loss 0.16402907 - samples/sec: 233.25 - lr: 0.050000 | |
| 2021-02-10 17:30:55,375 epoch 80 - iter 378/632 - loss 0.16514745 - samples/sec: 238.03 - lr: 0.050000 | |
| 2021-02-10 17:31:03,971 epoch 80 - iter 441/632 - loss 0.16272551 - samples/sec: 234.74 - lr: 0.050000 | |
| 2021-02-10 17:31:12,446 epoch 80 - iter 504/632 - loss 0.16533068 - samples/sec: 238.08 - lr: 0.050000 | |
| 2021-02-10 17:31:21,274 epoch 80 - iter 567/632 - loss 0.16415853 - samples/sec: 228.56 - lr: 0.050000 | |
| 2021-02-10 17:31:29,742 epoch 80 - iter 630/632 - loss 0.16341549 - samples/sec: 238.28 - lr: 0.050000 | |
| 2021-02-10 17:31:29,888 ---------------------------------------------------------------------------------------------------- | |
| 2021-02-10 17:31:29,888 EPOCH 80 done: loss 0.1630 - lr 0.0500000 | |
| 2021-02-10 17:31:29,888 BAD EPOCHS (no improvement): 1 | |
| 2021-02-10 17:31:29,891 ---------------------------------------------------------------------------------------------------- | |
| 2021-02-10 17:31:38,183 epoch 81 - iter 63/632 - loss 0.16264237 - samples/sec: 243.34 - lr: 0.050000 | |
| 2021-02-10 17:31:46,679 epoch 81 - iter 126/632 - loss 0.16132655 - samples/sec: 237.51 - lr: 0.050000 | |
| 2021-02-10 17:31:55,184 epoch 81 - iter 189/632 - loss 0.16454172 - samples/sec: 237.25 - lr: 0.050000 | |
| 2021-02-10 17:32:03,402 epoch 81 - iter 252/632 - loss 0.16833074 - samples/sec: 245.53 - lr: 0.050000 | |
| 2021-02-10 17:32:11,787 epoch 81 - iter 315/632 - loss 0.16325257 - samples/sec: 240.66 - lr: 0.050000 | |
| 2021-02-10 17:32:20,269 epoch 81 - iter 378/632 - loss 0.16286750 - samples/sec: 237.90 - lr: 0.050000 | |
| 2021-02-10 17:32:28,902 epoch 81 - iter 441/632 - loss 0.16100463 - samples/sec: 233.73 - lr: 0.050000 | |
| 2021-02-10 17:32:37,683 epoch 81 - iter 504/632 - loss 0.16184484 - samples/sec: 229.77 - lr: 0.050000 | |
| 2021-02-10 17:32:46,055 epoch 81 - iter 567/632 - loss 0.16065415 - samples/sec: 241.04 - lr: 0.050000 | |
| 2021-02-10 17:32:54,580 epoch 81 - iter 630/632 - loss 0.16278864 - samples/sec: 236.68 - lr: 0.050000 | |
| 2021-02-10 17:32:54,712 ---------------------------------------------------------------------------------------------------- | |
| 2021-02-10 17:32:54,712 EPOCH 81 done: loss 0.1631 - lr 0.0500000 | |
| 2021-02-10 17:32:54,712 BAD EPOCHS (no improvement): 2 | |
| 2021-02-10 17:32:54,715 ---------------------------------------------------------------------------------------------------- | |
| 2021-02-10 17:33:03,078 epoch 82 - iter 63/632 - loss 0.15505977 - samples/sec: 241.30 - lr: 0.050000 | |
| 2021-02-10 17:33:11,744 epoch 82 - iter 126/632 - loss 0.16459430 - samples/sec: 232.83 - lr: 0.050000 | |
| 2021-02-10 17:33:20,016 epoch 82 - iter 189/632 - loss 0.16021764 - samples/sec: 243.95 - lr: 0.050000 | |
| 2021-02-10 17:33:28,465 epoch 82 - iter 252/632 - loss 0.16148271 - samples/sec: 238.82 - lr: 0.050000 | |
| 2021-02-10 17:33:36,868 epoch 82 - iter 315/632 - loss 0.16129570 - samples/sec: 240.14 - lr: 0.050000 | |
| 2021-02-10 17:33:45,306 epoch 82 - iter 378/632 - loss 0.15962684 - samples/sec: 239.15 - lr: 0.050000 | |
| 2021-02-10 17:33:53,816 epoch 82 - iter 441/632 - loss 0.15900377 - samples/sec: 237.10 - lr: 0.050000 | |
| 2021-02-10 17:34:02,321 epoch 82 - iter 504/632 - loss 0.16100898 - samples/sec: 237.24 - lr: 0.050000 | |
| 2021-02-10 17:34:11,098 epoch 82 - iter 567/632 - loss 0.16062990 - samples/sec: 229.90 - lr: 0.050000 | |
| 2021-02-10 17:34:19,575 epoch 82 - iter 630/632 - loss 0.16058871 - samples/sec: 238.03 - lr: 0.050000 | |
| 2021-02-10 17:34:19,739 ---------------------------------------------------------------------------------------------------- | |
| 2021-02-10 17:34:19,739 EPOCH 82 done: loss 0.1606 - lr 0.0500000 | |
| 2021-02-10 17:34:19,739 BAD EPOCHS (no improvement): 0 | |
| 2021-02-10 17:34:19,742 ---------------------------------------------------------------------------------------------------- | |
| 2021-02-10 17:34:28,160 epoch 83 - iter 63/632 - loss 0.17963622 - samples/sec: 239.70 - lr: 0.050000 | |
| 2021-02-10 17:34:36,521 epoch 83 - iter 126/632 - loss 0.17030210 - samples/sec: 241.34 - lr: 0.050000 | |
| 2021-02-10 17:34:45,012 epoch 83 - iter 189/632 - loss 0.16019408 - samples/sec: 237.64 - lr: 0.050000 | |
| 2021-02-10 17:34:53,465 epoch 83 - iter 252/632 - loss 0.16057937 - samples/sec: 238.71 - lr: 0.050000 | |
| 2021-02-10 17:35:02,067 epoch 83 - iter 315/632 - loss 0.16811533 - samples/sec: 234.58 - lr: 0.050000 | |
| 2021-02-10 17:35:10,275 epoch 83 - iter 378/632 - loss 0.16413691 - samples/sec: 245.85 - lr: 0.050000 | |
| 2021-02-10 17:35:18,678 epoch 83 - iter 441/632 - loss 0.15916966 - samples/sec: 240.12 - lr: 0.050000 | |
| 2021-02-10 17:35:27,396 epoch 83 - iter 504/632 - loss 0.16141689 - samples/sec: 231.43 - lr: 0.050000 | |
| 2021-02-10 17:35:35,764 epoch 83 - iter 567/632 - loss 0.16416156 - samples/sec: 241.16 - lr: 0.050000 | |
| 2021-02-10 17:35:43,993 epoch 83 - iter 630/632 - loss 0.16594960 - samples/sec: 245.20 - lr: 0.050000 | |
| 2021-02-10 17:35:44,198 ---------------------------------------------------------------------------------------------------- | |
| 2021-02-10 17:35:44,198 EPOCH 83 done: loss 0.1659 - lr 0.0500000 | |
| 2021-02-10 17:35:44,198 BAD EPOCHS (no improvement): 1 | |
| 2021-02-10 17:35:44,203 ---------------------------------------------------------------------------------------------------- | |
| 2021-02-10 17:35:52,779 epoch 84 - iter 63/632 - loss 0.14378500 - samples/sec: 235.31 - lr: 0.050000 | |
| 2021-02-10 17:36:01,125 epoch 84 - iter 126/632 - loss 0.14468562 - samples/sec: 241.78 - lr: 0.050000 | |
| 2021-02-10 17:36:09,460 epoch 84 - iter 189/632 - loss 0.14493884 - samples/sec: 242.07 - lr: 0.050000 | |
| 2021-02-10 17:36:17,868 epoch 84 - iter 252/632 - loss 0.14632981 - samples/sec: 240.01 - lr: 0.050000 | |
| 2021-02-10 17:36:26,595 epoch 84 - iter 315/632 - loss 0.15284974 - samples/sec: 231.21 - lr: 0.050000 | |
| 2021-02-10 17:36:34,993 epoch 84 - iter 378/632 - loss 0.15537971 - samples/sec: 240.26 - lr: 0.050000 | |
| 2021-02-10 17:36:43,498 epoch 84 - iter 441/632 - loss 0.16083707 - samples/sec: 237.27 - lr: 0.050000 | |
| 2021-02-10 17:36:52,007 epoch 84 - iter 504/632 - loss 0.15909424 - samples/sec: 237.13 - lr: 0.050000 | |
| 2021-02-10 17:37:00,509 epoch 84 - iter 567/632 - loss 0.16104837 - samples/sec: 237.34 - lr: 0.050000 | |
| 2021-02-10 17:37:09,192 epoch 84 - iter 630/632 - loss 0.16171429 - samples/sec: 232.38 - lr: 0.050000 | |
| 2021-02-10 17:37:09,358 ---------------------------------------------------------------------------------------------------- | |
| 2021-02-10 17:37:09,358 EPOCH 84 done: loss 0.1613 - lr 0.0500000 | |
| 2021-02-10 17:37:09,358 BAD EPOCHS (no improvement): 2 | |
| 2021-02-10 17:37:09,361 ---------------------------------------------------------------------------------------------------- | |
| 2021-02-10 17:37:17,926 epoch 85 - iter 63/632 - loss 0.16255552 - samples/sec: 235.60 - lr: 0.050000 | |
| 2021-02-10 17:37:26,464 epoch 85 - iter 126/632 - loss 0.16172789 - samples/sec: 236.34 - lr: 0.050000 | |
| 2021-02-10 17:37:35,193 epoch 85 - iter 189/632 - loss 0.16727839 - samples/sec: 231.14 - lr: 0.050000 | |
| 2021-02-10 17:37:43,684 epoch 85 - iter 252/632 - loss 0.16699870 - samples/sec: 237.65 - lr: 0.050000 | |
| 2021-02-10 17:37:53,476 epoch 85 - iter 315/632 - loss 0.17162639 - samples/sec: 206.04 - lr: 0.050000 | |
| 2021-02-10 17:38:01,613 epoch 85 - iter 378/632 - loss 0.16613282 - samples/sec: 247.98 - lr: 0.050000 | |
| 2021-02-10 17:38:09,863 epoch 85 - iter 441/632 - loss 0.16588957 - samples/sec: 244.58 - lr: 0.050000 | |
| 2021-02-10 17:38:18,080 epoch 85 - iter 504/632 - loss 0.16441911 - samples/sec: 245.56 - lr: 0.050000 | |
| 2021-02-10 17:38:26,466 epoch 85 - iter 567/632 - loss 0.16447308 - samples/sec: 240.62 - lr: 0.050000 | |
| 2021-02-10 17:38:35,220 epoch 85 - iter 630/632 - loss 0.16550950 - samples/sec: 230.49 - lr: 0.050000 | |
| 2021-02-10 17:38:35,368 ---------------------------------------------------------------------------------------------------- | |
| 2021-02-10 17:38:35,368 EPOCH 85 done: loss 0.1651 - lr 0.0500000 | |
| 2021-02-10 17:38:35,368 BAD EPOCHS (no improvement): 3 | |
| 2021-02-10 17:38:35,373 ---------------------------------------------------------------------------------------------------- | |
| 2021-02-10 17:38:44,301 epoch 86 - iter 63/632 - loss 0.17973150 - samples/sec: 226.03 - lr: 0.050000 | |
| 2021-02-10 17:38:52,740 epoch 86 - iter 126/632 - loss 0.17580695 - samples/sec: 239.12 - lr: 0.050000 | |
| 2021-02-10 17:39:01,146 epoch 86 - iter 189/632 - loss 0.17013746 - samples/sec: 240.04 - lr: 0.050000 | |
| 2021-02-10 17:39:09,546 epoch 86 - iter 252/632 - loss 0.16856059 - samples/sec: 240.22 - lr: 0.050000 | |
| 2021-02-10 17:39:18,100 epoch 86 - iter 315/632 - loss 0.16668203 - samples/sec: 235.87 - lr: 0.050000 | |
| 2021-02-10 17:39:26,394 epoch 86 - iter 378/632 - loss 0.16551069 - samples/sec: 243.30 - lr: 0.050000 | |
| 2021-02-10 17:39:34,576 epoch 86 - iter 441/632 - loss 0.16445621 - samples/sec: 246.63 - lr: 0.050000 | |
| 2021-02-10 17:39:42,896 epoch 86 - iter 504/632 - loss 0.16335019 - samples/sec: 242.56 - lr: 0.050000 | |
| 2021-02-10 17:39:51,251 epoch 86 - iter 567/632 - loss 0.15839588 - samples/sec: 241.50 - lr: 0.050000 | |
| 2021-02-10 17:39:59,623 epoch 86 - iter 630/632 - loss 0.15601973 - samples/sec: 241.02 - lr: 0.050000 | |
| 2021-02-10 17:39:59,779 ---------------------------------------------------------------------------------------------------- | |
| 2021-02-10 17:39:59,779 EPOCH 86 done: loss 0.1558 - lr 0.0500000 | |
| 2021-02-10 17:39:59,779 BAD EPOCHS (no improvement): 0 | |
| 2021-02-10 17:39:59,784 ---------------------------------------------------------------------------------------------------- | |
| 2021-02-10 17:40:08,150 epoch 87 - iter 63/632 - loss 0.13906390 - samples/sec: 241.24 - lr: 0.050000 | |
| 2021-02-10 17:40:16,388 epoch 87 - iter 126/632 - loss 0.13974756 - samples/sec: 244.91 - lr: 0.050000 | |
| 2021-02-10 17:40:24,716 epoch 87 - iter 189/632 - loss 0.14825781 - samples/sec: 242.30 - lr: 0.050000 | |
| 2021-02-10 17:40:33,485 epoch 87 - iter 252/632 - loss 0.14687057 - samples/sec: 230.10 - lr: 0.050000 | |
| 2021-02-10 17:40:42,021 epoch 87 - iter 315/632 - loss 0.14625991 - samples/sec: 236.40 - lr: 0.050000 | |
| 2021-02-10 17:40:50,516 epoch 87 - iter 378/632 - loss 0.14846967 - samples/sec: 237.53 - lr: 0.050000 | |
| 2021-02-10 17:40:58,613 epoch 87 - iter 441/632 - loss 0.14728895 - samples/sec: 249.22 - lr: 0.050000 | |
| 2021-02-10 17:41:07,146 epoch 87 - iter 504/632 - loss 0.14756525 - samples/sec: 236.45 - lr: 0.050000 | |
| 2021-02-10 17:41:15,922 epoch 87 - iter 567/632 - loss 0.14770118 - samples/sec: 229.91 - lr: 0.050000 | |
| 2021-02-10 17:41:24,869 epoch 87 - iter 630/632 - loss 0.14757825 - samples/sec: 225.53 - lr: 0.050000 | |
| 2021-02-10 17:41:25,008 ---------------------------------------------------------------------------------------------------- | |
| 2021-02-10 17:41:25,009 EPOCH 87 done: loss 0.1474 - lr 0.0500000 | |
| 2021-02-10 17:41:25,009 BAD EPOCHS (no improvement): 0 | |
| 2021-02-10 17:41:25,013 ---------------------------------------------------------------------------------------------------- | |
| 2021-02-10 17:41:33,635 epoch 88 - iter 63/632 - loss 0.15889713 - samples/sec: 234.04 - lr: 0.050000 | |
| 2021-02-10 17:41:42,107 epoch 88 - iter 126/632 - loss 0.15333830 - samples/sec: 238.17 - lr: 0.050000 | |
| 2021-02-10 17:41:50,503 epoch 88 - iter 189/632 - loss 0.15190675 - samples/sec: 240.34 - lr: 0.050000 | |
| 2021-02-10 17:41:59,139 epoch 88 - iter 252/632 - loss 0.15331464 - samples/sec: 233.63 - lr: 0.050000 | |
| 2021-02-10 17:42:07,483 epoch 88 - iter 315/632 - loss 0.15169483 - samples/sec: 241.84 - lr: 0.050000 | |
| 2021-02-10 17:42:15,722 epoch 88 - iter 378/632 - loss 0.15323302 - samples/sec: 244.90 - lr: 0.050000 | |
| 2021-02-10 17:42:24,417 epoch 88 - iter 441/632 - loss 0.15212914 - samples/sec: 232.06 - lr: 0.050000 | |
| 2021-02-10 17:42:32,827 epoch 88 - iter 504/632 - loss 0.15323810 - samples/sec: 239.92 - lr: 0.050000 | |
| 2021-02-10 17:42:41,202 epoch 88 - iter 567/632 - loss 0.15407277 - samples/sec: 240.91 - lr: 0.050000 | |
| 2021-02-10 17:42:49,977 epoch 88 - iter 630/632 - loss 0.15290389 - samples/sec: 229.95 - lr: 0.050000 | |
| 2021-02-10 17:42:50,119 ---------------------------------------------------------------------------------------------------- | |
| 2021-02-10 17:42:50,120 EPOCH 88 done: loss 0.1527 - lr 0.0500000 | |
| 2021-02-10 17:42:50,120 BAD EPOCHS (no improvement): 1 | |
| 2021-02-10 17:42:50,122 ---------------------------------------------------------------------------------------------------- | |
| 2021-02-10 17:42:58,480 epoch 89 - iter 63/632 - loss 0.14251596 - samples/sec: 241.44 - lr: 0.050000 | |
| 2021-02-10 17:43:06,933 epoch 89 - iter 126/632 - loss 0.14913627 - samples/sec: 238.70 - lr: 0.050000 | |
| 2021-02-10 17:43:15,687 epoch 89 - iter 189/632 - loss 0.15132694 - samples/sec: 230.51 - lr: 0.050000 | |
| 2021-02-10 17:43:24,074 epoch 89 - iter 252/632 - loss 0.15071241 - samples/sec: 240.59 - lr: 0.050000 | |
| 2021-02-10 17:43:32,387 epoch 89 - iter 315/632 - loss 0.15595892 - samples/sec: 242.75 - lr: 0.050000 | |
| 2021-02-10 17:43:40,720 epoch 89 - iter 378/632 - loss 0.15394117 - samples/sec: 242.15 - lr: 0.050000 | |
| 2021-02-10 17:43:49,233 epoch 89 - iter 441/632 - loss 0.15537795 - samples/sec: 237.03 - lr: 0.050000 | |
| 2021-02-10 17:43:57,480 epoch 89 - iter 504/632 - loss 0.15565384 - samples/sec: 244.66 - lr: 0.050000 | |
| 2021-02-10 17:44:06,021 epoch 89 - iter 567/632 - loss 0.15621339 - samples/sec: 236.24 - lr: 0.050000 | |
| 2021-02-10 17:44:14,275 epoch 89 - iter 630/632 - loss 0.15614634 - samples/sec: 244.48 - lr: 0.050000 | |
| 2021-02-10 17:44:14,429 ---------------------------------------------------------------------------------------------------- | |
| 2021-02-10 17:44:14,429 EPOCH 89 done: loss 0.1560 - lr 0.0500000 | |
| 2021-02-10 17:44:14,429 BAD EPOCHS (no improvement): 2 | |
| 2021-02-10 17:44:14,431 ---------------------------------------------------------------------------------------------------- | |
| 2021-02-10 17:44:22,812 epoch 90 - iter 63/632 - loss 0.15229525 - samples/sec: 240.78 - lr: 0.050000 | |
| 2021-02-10 17:44:31,332 epoch 90 - iter 126/632 - loss 0.14780983 - samples/sec: 236.85 - lr: 0.050000 | |
| 2021-02-10 17:44:39,702 epoch 90 - iter 189/632 - loss 0.15329311 - samples/sec: 241.07 - lr: 0.050000 | |
| 2021-02-10 17:44:48,439 epoch 90 - iter 252/632 - loss 0.14573142 - samples/sec: 230.96 - lr: 0.050000 | |
| 2021-02-10 17:44:56,776 epoch 90 - iter 315/632 - loss 0.14868844 - samples/sec: 242.06 - lr: 0.050000 | |
| 2021-02-10 17:45:04,986 epoch 90 - iter 378/632 - loss 0.15044929 - samples/sec: 245.79 - lr: 0.050000 | |
| 2021-02-10 17:45:13,377 epoch 90 - iter 441/632 - loss 0.15126491 - samples/sec: 240.48 - lr: 0.050000 | |
| 2021-02-10 17:45:22,175 epoch 90 - iter 504/632 - loss 0.15145797 - samples/sec: 229.32 - lr: 0.050000 | |
| 2021-02-10 17:45:30,870 epoch 90 - iter 567/632 - loss 0.15469162 - samples/sec: 232.07 - lr: 0.050000 | |
| 2021-02-10 17:45:39,188 epoch 90 - iter 630/632 - loss 0.15363365 - samples/sec: 242.58 - lr: 0.050000 | |
| 2021-02-10 17:45:39,355 ---------------------------------------------------------------------------------------------------- | |
| 2021-02-10 17:45:39,355 EPOCH 90 done: loss 0.1532 - lr 0.0500000 | |
| 2021-02-10 17:45:39,356 BAD EPOCHS (no improvement): 3 | |
| 2021-02-10 17:45:39,360 ---------------------------------------------------------------------------------------------------- | |
| 2021-02-10 17:45:47,689 epoch 91 - iter 63/632 - loss 0.12993684 - samples/sec: 242.30 - lr: 0.050000 | |
| 2021-02-10 17:45:56,200 epoch 91 - iter 126/632 - loss 0.14004082 - samples/sec: 237.07 - lr: 0.050000 | |
| 2021-02-10 17:46:04,463 epoch 91 - iter 189/632 - loss 0.14655954 - samples/sec: 244.24 - lr: 0.050000 | |
| 2021-02-10 17:46:12,979 epoch 91 - iter 252/632 - loss 0.14123994 - samples/sec: 236.95 - lr: 0.050000 | |
| 2021-02-10 17:46:21,438 epoch 91 - iter 315/632 - loss 0.14371360 - samples/sec: 238.54 - lr: 0.050000 | |
| 2021-02-10 17:46:30,024 epoch 91 - iter 378/632 - loss 0.14505326 - samples/sec: 234.99 - lr: 0.050000 | |
| 2021-02-10 17:46:38,569 epoch 91 - iter 441/632 - loss 0.14270311 - samples/sec: 236.16 - lr: 0.050000 | |
| 2021-02-10 17:46:47,114 epoch 91 - iter 504/632 - loss 0.14433606 - samples/sec: 236.12 - lr: 0.050000 | |
| 2021-02-10 17:46:55,738 epoch 91 - iter 567/632 - loss 0.14406337 - samples/sec: 234.00 - lr: 0.050000 | |
| 2021-02-10 17:47:04,677 epoch 91 - iter 630/632 - loss 0.14624197 - samples/sec: 225.71 - lr: 0.050000 | |
| 2021-02-10 17:47:04,821 ---------------------------------------------------------------------------------------------------- | |
| 2021-02-10 17:47:04,821 EPOCH 91 done: loss 0.1458 - lr 0.0500000 | |
| 2021-02-10 17:47:04,821 BAD EPOCHS (no improvement): 0 | |
| 2021-02-10 17:47:04,824 ---------------------------------------------------------------------------------------------------- | |
| 2021-02-10 17:47:13,409 epoch 92 - iter 63/632 - loss 0.14904101 - samples/sec: 235.06 - lr: 0.050000 | |
| 2021-02-10 17:47:21,867 epoch 92 - iter 126/632 - loss 0.15349527 - samples/sec: 238.56 - lr: 0.050000 | |
| 2021-02-10 17:47:39,954 epoch 92 - iter 189/632 - loss 0.14959497 - samples/sec: 237.12 - lr: 0.050000 | |
| 2021-02-10 17:47:48,464 epoch 92 - iter 252/632 - loss 0.14426310 - samples/sec: 237.11 - lr: 0.050000 | |
| 2021-02-10 17:47:57,045 epoch 92 - iter 315/632 - loss 0.14754842 - samples/sec: 235.15 - lr: 0.050000 | |
| 2021-02-10 17:48:05,420 epoch 92 - iter 378/632 - loss 0.14839473 - samples/sec: 240.93 - lr: 0.050000 | |
| 2021-02-10 17:48:13,725 epoch 92 - iter 441/632 - loss 0.14629035 - samples/sec: 243.00 - lr: 0.050000 | |
| 2021-02-10 17:48:22,096 epoch 92 - iter 504/632 - loss 0.14481031 - samples/sec: 241.03 - lr: 0.050000 | |
| 2021-02-10 17:48:30,760 epoch 92 - iter 567/632 - loss 0.14752610 - samples/sec: 232.91 - lr: 0.050000 | |
| 2021-02-10 17:48:39,047 epoch 92 - iter 630/632 - loss 0.14907703 - samples/sec: 243.50 - lr: 0.050000 | |
| 2021-02-10 17:48:39,197 ---------------------------------------------------------------------------------------------------- | |
| 2021-02-10 17:48:39,197 EPOCH 92 done: loss 0.1517 - lr 0.0500000 | |
| 2021-02-10 17:48:39,197 BAD EPOCHS (no improvement): 1 | |
| 2021-02-10 17:48:39,200 ---------------------------------------------------------------------------------------------------- | |
| 2021-02-10 17:48:47,425 epoch 93 - iter 63/632 - loss 0.17238553 - samples/sec: 245.35 - lr: 0.050000 | |
| 2021-02-10 17:48:56,068 epoch 93 - iter 126/632 - loss 0.16347807 - samples/sec: 233.47 - lr: 0.050000 | |
| 2021-02-10 17:49:04,528 epoch 93 - iter 189/632 - loss 0.15720978 - samples/sec: 238.51 - lr: 0.050000 | |
| 2021-02-10 17:49:12,930 epoch 93 - iter 252/632 - loss 0.15397798 - samples/sec: 240.19 - lr: 0.050000 | |
| 2021-02-10 17:49:21,379 epoch 93 - iter 315/632 - loss 0.15401706 - samples/sec: 238.82 - lr: 0.050000 | |
| 2021-02-10 17:49:30,454 epoch 93 - iter 378/632 - loss 0.15327130 - samples/sec: 222.34 - lr: 0.050000 | |
| 2021-02-10 17:49:38,989 epoch 93 - iter 441/632 - loss 0.15016945 - samples/sec: 236.40 - lr: 0.050000 | |
| 2021-02-10 17:49:47,435 epoch 93 - iter 504/632 - loss 0.14818113 - samples/sec: 238.93 - lr: 0.050000 | |
| 2021-02-10 17:49:55,859 epoch 93 - iter 567/632 - loss 0.14823487 - samples/sec: 239.51 - lr: 0.050000 | |
| 2021-02-10 17:50:04,140 epoch 93 - iter 630/632 - loss 0.14877888 - samples/sec: 243.69 - lr: 0.050000 | |
| 2021-02-10 17:50:04,337 ---------------------------------------------------------------------------------------------------- | |
| 2021-02-10 17:50:04,337 EPOCH 93 done: loss 0.1485 - lr 0.0500000 | |
| 2021-02-10 17:50:04,337 BAD EPOCHS (no improvement): 2 | |
| 2021-02-10 17:50:04,341 ---------------------------------------------------------------------------------------------------- | |
| 2021-02-10 17:50:12,669 epoch 94 - iter 63/632 - loss 0.14727230 - samples/sec: 242.32 - lr: 0.050000 | |
| 2021-02-10 17:50:21,372 epoch 94 - iter 126/632 - loss 0.15241301 - samples/sec: 231.83 - lr: 0.050000 | |
| 2021-02-10 17:50:29,937 epoch 94 - iter 189/632 - loss 0.14880899 - samples/sec: 235.62 - lr: 0.050000 | |
| 2021-02-10 17:50:38,323 epoch 94 - iter 252/632 - loss 0.15183422 - samples/sec: 240.63 - lr: 0.050000 | |
| 2021-02-10 17:50:46,811 epoch 94 - iter 315/632 - loss 0.15138311 - samples/sec: 237.72 - lr: 0.050000 | |
| 2021-02-10 17:50:55,306 epoch 94 - iter 378/632 - loss 0.14991918 - samples/sec: 237.52 - lr: 0.050000 | |
| 2021-02-10 17:51:03,842 epoch 94 - iter 441/632 - loss 0.14718191 - samples/sec: 236.39 - lr: 0.050000 | |
| 2021-02-10 17:51:12,298 epoch 94 - iter 504/632 - loss 0.14427190 - samples/sec: 238.64 - lr: 0.050000 | |
| 2021-02-10 17:51:20,564 epoch 94 - iter 567/632 - loss 0.14514656 - samples/sec: 244.09 - lr: 0.050000 | |
| 2021-02-10 17:51:28,800 epoch 94 - iter 630/632 - loss 0.14520431 - samples/sec: 244.99 - lr: 0.050000 | |
| 2021-02-10 17:51:28,966 ---------------------------------------------------------------------------------------------------- | |
| 2021-02-10 17:51:28,966 EPOCH 94 done: loss 0.1452 - lr 0.0500000 | |
| 2021-02-10 17:51:28,967 BAD EPOCHS (no improvement): 0 | |
| 2021-02-10 17:51:28,969 ---------------------------------------------------------------------------------------------------- | |
| 2021-02-10 17:51:37,496 epoch 95 - iter 63/632 - loss 0.15318581 - samples/sec: 236.65 - lr: 0.050000 | |
| 2021-02-10 17:51:46,222 epoch 95 - iter 126/632 - loss 0.15682776 - samples/sec: 231.23 - lr: 0.050000 | |
| 2021-02-10 17:51:54,709 epoch 95 - iter 189/632 - loss 0.14667821 - samples/sec: 237.75 - lr: 0.050000 | |
| 2021-02-10 17:52:03,283 epoch 95 - iter 252/632 - loss 0.14615035 - samples/sec: 235.34 - lr: 0.050000 | |
| 2021-02-10 17:52:11,600 epoch 95 - iter 315/632 - loss 0.14557058 - samples/sec: 242.64 - lr: 0.050000 | |
| 2021-02-10 17:52:20,115 epoch 95 - iter 378/632 - loss 0.14581488 - samples/sec: 236.96 - lr: 0.050000 | |
| 2021-02-10 17:52:28,720 epoch 95 - iter 441/632 - loss 0.14887743 - samples/sec: 234.51 - lr: 0.050000 | |
| 2021-02-10 17:52:37,209 epoch 95 - iter 504/632 - loss 0.14776498 - samples/sec: 237.68 - lr: 0.050000 | |
| 2021-02-10 17:52:45,608 epoch 95 - iter 567/632 - loss 0.14786483 - samples/sec: 240.27 - lr: 0.050000 | |
| 2021-02-10 17:52:54,205 epoch 95 - iter 630/632 - loss 0.14867799 - samples/sec: 234.71 - lr: 0.050000 | |
| 2021-02-10 17:52:54,356 ---------------------------------------------------------------------------------------------------- | |
| 2021-02-10 17:52:54,356 EPOCH 95 done: loss 0.1484 - lr 0.0500000 | |
| 2021-02-10 17:52:54,356 BAD EPOCHS (no improvement): 1 | |
| 2021-02-10 17:52:54,359 ---------------------------------------------------------------------------------------------------- | |
| 2021-02-10 17:53:02,728 epoch 96 - iter 63/632 - loss 0.15505395 - samples/sec: 241.13 - lr: 0.050000 | |
| 2021-02-10 17:53:11,051 epoch 96 - iter 126/632 - loss 0.14590442 - samples/sec: 242.42 - lr: 0.050000 | |
| 2021-02-10 17:53:19,562 epoch 96 - iter 189/632 - loss 0.14838541 - samples/sec: 237.07 - lr: 0.050000 | |
| 2021-02-10 17:53:27,919 epoch 96 - iter 252/632 - loss 0.14700538 - samples/sec: 241.47 - lr: 0.050000 | |
| 2021-02-10 17:53:36,337 epoch 96 - iter 315/632 - loss 0.14796724 - samples/sec: 239.69 - lr: 0.050000 | |
| 2021-02-10 17:53:44,808 epoch 96 - iter 378/632 - loss 0.14973428 - samples/sec: 238.22 - lr: 0.050000 | |
| 2021-02-10 17:53:53,023 epoch 96 - iter 441/632 - loss 0.14507017 - samples/sec: 245.64 - lr: 0.050000 | |
| 2021-02-10 17:54:01,356 epoch 96 - iter 504/632 - loss 0.14387574 - samples/sec: 242.14 - lr: 0.050000 | |
| 2021-02-10 17:54:10,183 epoch 96 - iter 567/632 - loss 0.14748078 - samples/sec: 228.59 - lr: 0.050000 | |
| 2021-02-10 17:54:18,559 epoch 96 - iter 630/632 - loss 0.14538799 - samples/sec: 240.91 - lr: 0.050000 | |
| 2021-02-10 17:54:18,720 ---------------------------------------------------------------------------------------------------- | |
| 2021-02-10 17:54:18,721 EPOCH 96 done: loss 0.1451 - lr 0.0500000 | |
| 2021-02-10 17:54:18,721 BAD EPOCHS (no improvement): 0 | |
| 2021-02-10 17:54:18,726 ---------------------------------------------------------------------------------------------------- | |
| 2021-02-10 17:54:27,185 epoch 97 - iter 63/632 - loss 0.16031202 - samples/sec: 238.56 - lr: 0.050000 | |
| 2021-02-10 17:54:35,416 epoch 97 - iter 126/632 - loss 0.15483729 - samples/sec: 245.17 - lr: 0.050000 | |
| 2021-02-10 17:54:43,731 epoch 97 - iter 189/632 - loss 0.15528714 - samples/sec: 242.66 - lr: 0.050000 | |
| 2021-02-10 17:54:52,041 epoch 97 - iter 252/632 - loss 0.15334088 - samples/sec: 242.84 - lr: 0.050000 | |
| 2021-02-10 17:55:00,487 epoch 97 - iter 315/632 - loss 0.15478263 - samples/sec: 238.90 - lr: 0.050000 | |
| 2021-02-10 17:55:09,017 epoch 97 - iter 378/632 - loss 0.15484966 - samples/sec: 236.55 - lr: 0.050000 | |
| 2021-02-10 17:55:17,614 epoch 97 - iter 441/632 - loss 0.15632686 - samples/sec: 234.73 - lr: 0.050000 | |
| 2021-02-10 17:55:26,223 epoch 97 - iter 504/632 - loss 0.15210801 - samples/sec: 234.36 - lr: 0.050000 | |
| 2021-02-10 17:55:34,776 epoch 97 - iter 567/632 - loss 0.14943864 - samples/sec: 235.93 - lr: 0.050000 | |
| 2021-02-10 17:55:43,416 epoch 97 - iter 630/632 - loss 0.15033455 - samples/sec: 233.52 - lr: 0.050000 | |
| 2021-02-10 17:55:43,600 ---------------------------------------------------------------------------------------------------- | |
| 2021-02-10 17:55:43,601 EPOCH 97 done: loss 0.1506 - lr 0.0500000 | |
| 2021-02-10 17:55:43,601 BAD EPOCHS (no improvement): 1 | |
| 2021-02-10 17:55:43,603 ---------------------------------------------------------------------------------------------------- | |
| 2021-02-10 17:55:52,181 epoch 98 - iter 63/632 - loss 0.16320911 - samples/sec: 235.25 - lr: 0.050000 | |
| 2021-02-10 17:56:00,480 epoch 98 - iter 126/632 - loss 0.15639698 - samples/sec: 243.15 - lr: 0.050000 | |
| 2021-02-10 17:56:09,011 epoch 98 - iter 189/632 - loss 0.15605094 - samples/sec: 236.54 - lr: 0.050000 | |
| 2021-02-10 17:56:17,373 epoch 98 - iter 252/632 - loss 0.15258823 - samples/sec: 241.29 - lr: 0.050000 | |
| 2021-02-10 17:56:25,929 epoch 98 - iter 315/632 - loss 0.14871188 - samples/sec: 235.85 - lr: 0.050000 | |
| 2021-02-10 17:56:34,599 epoch 98 - iter 378/632 - loss 0.15338891 - samples/sec: 232.75 - lr: 0.050000 | |
| 2021-02-10 17:56:42,980 epoch 98 - iter 441/632 - loss 0.15118254 - samples/sec: 240.76 - lr: 0.050000 | |
| 2021-02-10 17:56:51,302 epoch 98 - iter 504/632 - loss 0.14624834 - samples/sec: 242.49 - lr: 0.050000 | |
| 2021-02-10 17:56:59,714 epoch 98 - iter 567/632 - loss 0.14692808 - samples/sec: 239.88 - lr: 0.050000 | |
| 2021-02-10 17:57:08,193 epoch 98 - iter 630/632 - loss 0.14795148 - samples/sec: 237.98 - lr: 0.050000 | |
| 2021-02-10 17:57:08,346 ---------------------------------------------------------------------------------------------------- | |
| 2021-02-10 17:57:08,346 EPOCH 98 done: loss 0.1476 - lr 0.0500000 | |
| 2021-02-10 17:57:08,346 BAD EPOCHS (no improvement): 2 | |
| 2021-02-10 17:57:08,349 ---------------------------------------------------------------------------------------------------- | |
| 2021-02-10 17:57:17,053 epoch 99 - iter 63/632 - loss 0.12287742 - samples/sec: 231.83 - lr: 0.050000 | |
| 2021-02-10 17:57:25,755 epoch 99 - iter 126/632 - loss 0.14050242 - samples/sec: 231.88 - lr: 0.050000 | |
| 2021-02-10 17:57:34,285 epoch 99 - iter 189/632 - loss 0.14327996 - samples/sec: 236.57 - lr: 0.050000 | |
| 2021-02-10 17:57:42,305 epoch 99 - iter 252/632 - loss 0.14043922 - samples/sec: 251.59 - lr: 0.050000 | |
| 2021-02-10 17:57:50,610 epoch 99 - iter 315/632 - loss 0.14037221 - samples/sec: 242.96 - lr: 0.050000 | |
| 2021-02-10 17:57:58,885 epoch 99 - iter 378/632 - loss 0.13858958 - samples/sec: 243.85 - lr: 0.050000 | |
| 2021-02-10 17:58:07,436 epoch 99 - iter 441/632 - loss 0.13916979 - samples/sec: 235.96 - lr: 0.050000 | |
| 2021-02-10 17:58:17,204 epoch 99 - iter 504/632 - loss 0.13734192 - samples/sec: 206.55 - lr: 0.050000 | |
| 2021-02-10 17:58:25,737 epoch 99 - iter 567/632 - loss 0.13834449 - samples/sec: 236.47 - lr: 0.050000 | |
| 2021-02-10 17:58:34,296 epoch 99 - iter 630/632 - loss 0.13636826 - samples/sec: 235.77 - lr: 0.050000 | |
| 2021-02-10 17:58:34,462 ---------------------------------------------------------------------------------------------------- | |
| 2021-02-10 17:58:34,462 EPOCH 99 done: loss 0.1360 - lr 0.0500000 | |
| 2021-02-10 17:58:34,462 BAD EPOCHS (no improvement): 0 | |
| 2021-02-10 17:58:34,466 ---------------------------------------------------------------------------------------------------- | |
| 2021-02-10 17:58:43,005 epoch 100 - iter 63/632 - loss 0.14351709 - samples/sec: 236.36 - lr: 0.050000 | |
| 2021-02-10 17:58:51,463 epoch 100 - iter 126/632 - loss 0.14345568 - samples/sec: 238.56 - lr: 0.050000 | |
| 2021-02-10 17:58:59,840 epoch 100 - iter 189/632 - loss 0.13780179 - samples/sec: 240.88 - lr: 0.050000 | |
| 2021-02-10 17:59:08,430 epoch 100 - iter 252/632 - loss 0.13977880 - samples/sec: 234.91 - lr: 0.050000 | |
| 2021-02-10 17:59:16,626 epoch 100 - iter 315/632 - loss 0.13735397 - samples/sec: 246.16 - lr: 0.050000 | |
| 2021-02-10 17:59:24,802 epoch 100 - iter 378/632 - loss 0.14111090 - samples/sec: 246.81 - lr: 0.050000 | |
| 2021-02-10 17:59:33,390 epoch 100 - iter 441/632 - loss 0.14067310 - samples/sec: 234.96 - lr: 0.050000 | |
| 2021-02-10 17:59:41,832 epoch 100 - iter 504/632 - loss 0.13960805 - samples/sec: 239.03 - lr: 0.050000 | |
| 2021-02-10 17:59:50,317 epoch 100 - iter 567/632 - loss 0.13840974 - samples/sec: 237.81 - lr: 0.050000 | |
| 2021-02-10 17:59:58,733 epoch 100 - iter 630/632 - loss 0.13775702 - samples/sec: 239.77 - lr: 0.050000 | |
| 2021-02-10 17:59:58,874 ---------------------------------------------------------------------------------------------------- | |
| 2021-02-10 17:59:58,874 EPOCH 100 done: loss 0.1376 - lr 0.0500000 | |
| 2021-02-10 17:59:58,874 BAD EPOCHS (no improvement): 1 | |
| 2021-02-10 17:59:58,876 ---------------------------------------------------------------------------------------------------- | |
| 2021-02-10 18:00:07,289 epoch 101 - iter 63/632 - loss 0.12206253 - samples/sec: 239.88 - lr: 0.050000 | |
| 2021-02-10 18:00:15,857 epoch 101 - iter 126/632 - loss 0.12175784 - samples/sec: 235.49 - lr: 0.050000 | |
| 2021-02-10 18:00:24,669 epoch 101 - iter 189/632 - loss 0.12899715 - samples/sec: 229.00 - lr: 0.050000 | |
| 2021-02-10 18:00:32,982 epoch 101 - iter 252/632 - loss 0.12876892 - samples/sec: 242.74 - lr: 0.050000 | |
| 2021-02-10 18:00:41,297 epoch 101 - iter 315/632 - loss 0.13426289 - samples/sec: 242.67 - lr: 0.050000 | |
| 2021-02-10 18:00:49,781 epoch 101 - iter 378/632 - loss 0.13471942 - samples/sec: 237.82 - lr: 0.050000 | |
| 2021-02-10 18:00:58,404 epoch 101 - iter 441/632 - loss 0.13488805 - samples/sec: 234.00 - lr: 0.050000 | |
| 2021-02-10 18:01:07,072 epoch 101 - iter 504/632 - loss 0.13631958 - samples/sec: 232.81 - lr: 0.050000 | |
| 2021-02-10 18:01:15,575 epoch 101 - iter 567/632 - loss 0.13732083 - samples/sec: 237.30 - lr: 0.050000 | |
| 2021-02-10 18:01:24,002 epoch 101 - iter 630/632 - loss 0.13906778 - samples/sec: 239.43 - lr: 0.050000 | |
| 2021-02-10 18:01:24,170 ---------------------------------------------------------------------------------------------------- | |
| 2021-02-10 18:01:24,170 EPOCH 101 done: loss 0.1396 - lr 0.0500000 | |
| 2021-02-10 18:01:24,170 BAD EPOCHS (no improvement): 2 | |
| 2021-02-10 18:01:24,177 ---------------------------------------------------------------------------------------------------- | |
| 2021-02-10 18:01:32,793 epoch 102 - iter 63/632 - loss 0.15222261 - samples/sec: 234.19 - lr: 0.050000 | |
| 2021-02-10 18:01:41,512 epoch 102 - iter 126/632 - loss 0.16249072 - samples/sec: 231.42 - lr: 0.050000 | |
| 2021-02-10 18:01:49,912 epoch 102 - iter 189/632 - loss 0.16182036 - samples/sec: 240.20 - lr: 0.050000 | |
| 2021-02-10 18:01:58,206 epoch 102 - iter 252/632 - loss 0.15596675 - samples/sec: 243.30 - lr: 0.050000 | |
| 2021-02-10 18:02:06,519 epoch 102 - iter 315/632 - loss 0.15134077 - samples/sec: 242.74 - lr: 0.050000 | |
| 2021-02-10 18:02:15,060 epoch 102 - iter 378/632 - loss 0.14961137 - samples/sec: 236.25 - lr: 0.050000 | |
| 2021-02-10 18:02:23,590 epoch 102 - iter 441/632 - loss 0.14824122 - samples/sec: 236.56 - lr: 0.050000 | |
| 2021-02-10 18:02:32,102 epoch 102 - iter 504/632 - loss 0.14725092 - samples/sec: 237.07 - lr: 0.050000 | |
| 2021-02-10 18:02:40,774 epoch 102 - iter 567/632 - loss 0.14651330 - samples/sec: 232.69 - lr: 0.050000 | |
| 2021-02-10 18:02:49,188 epoch 102 - iter 630/632 - loss 0.14631182 - samples/sec: 239.82 - lr: 0.050000 | |
| 2021-02-10 18:02:49,354 ---------------------------------------------------------------------------------------------------- | |
| 2021-02-10 18:02:49,354 EPOCH 102 done: loss 0.1462 - lr 0.0500000 | |
| 2021-02-10 18:02:49,354 BAD EPOCHS (no improvement): 3 | |
| 2021-02-10 18:02:49,360 ---------------------------------------------------------------------------------------------------- | |
| 2021-02-10 18:02:57,881 epoch 103 - iter 63/632 - loss 0.15396993 - samples/sec: 236.84 - lr: 0.050000 | |
| 2021-02-10 18:03:06,367 epoch 103 - iter 126/632 - loss 0.13960779 - samples/sec: 237.77 - lr: 0.050000 | |
| 2021-02-10 18:03:14,679 epoch 103 - iter 189/632 - loss 0.14205339 - samples/sec: 242.78 - lr: 0.050000 | |
| 2021-02-10 18:03:23,198 epoch 103 - iter 252/632 - loss 0.14222131 - samples/sec: 236.84 - lr: 0.050000 | |
| 2021-02-10 18:03:31,376 epoch 103 - iter 315/632 - loss 0.14043885 - samples/sec: 246.75 - lr: 0.050000 | |
| 2021-02-10 18:03:39,921 epoch 103 - iter 378/632 - loss 0.13885334 - samples/sec: 236.15 - lr: 0.050000 | |
| 2021-02-10 18:03:48,392 epoch 103 - iter 441/632 - loss 0.13904872 - samples/sec: 238.20 - lr: 0.050000 | |
| 2021-02-10 18:03:56,971 epoch 103 - iter 504/632 - loss 0.14086911 - samples/sec: 235.20 - lr: 0.050000 | |
| 2021-02-10 18:04:05,797 epoch 103 - iter 567/632 - loss 0.13977366 - samples/sec: 228.63 - lr: 0.050000 | |
| 2021-02-10 18:04:14,295 epoch 103 - iter 630/632 - loss 0.13918182 - samples/sec: 237.44 - lr: 0.050000 | |
| 2021-02-10 18:04:14,446 ---------------------------------------------------------------------------------------------------- | |
| 2021-02-10 18:04:14,446 EPOCH 103 done: loss 0.1391 - lr 0.0500000 | |
| 2021-02-10 18:04:14,446 BAD EPOCHS (no improvement): 4 | |
| 2021-02-10 18:04:14,452 ---------------------------------------------------------------------------------------------------- | |
| 2021-02-10 18:04:22,887 epoch 104 - iter 63/632 - loss 0.11860142 - samples/sec: 239.22 - lr: 0.025000 | |
| 2021-02-10 18:04:31,336 epoch 104 - iter 126/632 - loss 0.13258001 - samples/sec: 238.84 - lr: 0.025000 | |
| 2021-02-10 18:04:39,738 epoch 104 - iter 189/632 - loss 0.13258533 - samples/sec: 240.15 - lr: 0.025000 | |
| 2021-02-10 18:04:48,217 epoch 104 - iter 252/632 - loss 0.13101165 - samples/sec: 238.00 - lr: 0.025000 | |
| 2021-02-10 18:04:56,822 epoch 104 - iter 315/632 - loss 0.13292647 - samples/sec: 234.50 - lr: 0.025000 | |
| 2021-02-10 18:05:05,425 epoch 104 - iter 378/632 - loss 0.13781685 - samples/sec: 234.55 - lr: 0.025000 | |
| 2021-02-10 18:05:13,603 epoch 104 - iter 441/632 - loss 0.13698247 - samples/sec: 246.73 - lr: 0.025000 | |
| 2021-02-10 18:05:22,004 epoch 104 - iter 504/632 - loss 0.13593227 - samples/sec: 240.20 - lr: 0.025000 | |
| 2021-02-10 18:05:30,600 epoch 104 - iter 567/632 - loss 0.13691489 - samples/sec: 234.73 - lr: 0.025000 | |
| 2021-02-10 18:05:39,209 epoch 104 - iter 630/632 - loss 0.13695641 - samples/sec: 234.37 - lr: 0.025000 | |
| 2021-02-10 18:05:39,363 ---------------------------------------------------------------------------------------------------- | |
| 2021-02-10 18:05:39,363 EPOCH 104 done: loss 0.1369 - lr 0.0250000 | |
| 2021-02-10 18:05:39,364 BAD EPOCHS (no improvement): 1 | |
| 2021-02-10 18:05:39,366 ---------------------------------------------------------------------------------------------------- | |
| 2021-02-10 18:05:47,805 epoch 105 - iter 63/632 - loss 0.14690529 - samples/sec: 239.14 - lr: 0.025000 | |
| 2021-02-10 18:05:56,318 epoch 105 - iter 126/632 - loss 0.13248340 - samples/sec: 237.00 - lr: 0.025000 | |
| 2021-02-10 18:06:04,645 epoch 105 - iter 189/632 - loss 0.12474294 - samples/sec: 242.34 - lr: 0.025000 | |
| 2021-02-10 18:06:13,103 epoch 105 - iter 252/632 - loss 0.13128264 - samples/sec: 238.57 - lr: 0.025000 | |
| 2021-02-10 18:06:21,925 epoch 105 - iter 315/632 - loss 0.13275648 - samples/sec: 228.72 - lr: 0.025000 | |
| 2021-02-10 18:06:30,170 epoch 105 - iter 378/632 - loss 0.13296755 - samples/sec: 244.71 - lr: 0.025000 | |
| 2021-02-10 18:06:38,480 epoch 105 - iter 441/632 - loss 0.13100385 - samples/sec: 242.85 - lr: 0.025000 | |
| 2021-02-10 18:06:47,046 epoch 105 - iter 504/632 - loss 0.13164371 - samples/sec: 235.55 - lr: 0.025000 | |
| 2021-02-10 18:06:55,362 epoch 105 - iter 567/632 - loss 0.13222397 - samples/sec: 242.65 - lr: 0.025000 | |
| 2021-02-10 18:07:03,774 epoch 105 - iter 630/632 - loss 0.13099526 - samples/sec: 239.86 - lr: 0.025000 | |
| 2021-02-10 18:07:03,910 ---------------------------------------------------------------------------------------------------- | |
| 2021-02-10 18:07:03,910 EPOCH 105 done: loss 0.1307 - lr 0.0250000 | |
| 2021-02-10 18:07:03,910 BAD EPOCHS (no improvement): 0 | |
| 2021-02-10 18:07:03,918 ---------------------------------------------------------------------------------------------------- | |
| 2021-02-10 18:07:12,438 epoch 106 - iter 63/632 - loss 0.13554237 - samples/sec: 236.87 - lr: 0.025000 | |
| 2021-02-10 18:07:20,887 epoch 106 - iter 126/632 - loss 0.12924417 - samples/sec: 238.82 - lr: 0.025000 | |
| 2021-02-10 18:07:29,349 epoch 106 - iter 189/632 - loss 0.13345889 - samples/sec: 238.47 - lr: 0.025000 | |
| 2021-02-10 18:07:37,871 epoch 106 - iter 252/632 - loss 0.13369396 - samples/sec: 236.77 - lr: 0.025000 | |
| 2021-02-10 18:07:46,339 epoch 106 - iter 315/632 - loss 0.13830435 - samples/sec: 238.28 - lr: 0.025000 | |
| 2021-02-10 18:07:54,612 epoch 106 - iter 378/632 - loss 0.13851632 - samples/sec: 243.90 - lr: 0.025000 | |
| 2021-02-10 18:08:03,017 epoch 106 - iter 441/632 - loss 0.13746964 - samples/sec: 240.09 - lr: 0.025000 | |
| 2021-02-10 18:08:11,417 epoch 106 - iter 504/632 - loss 0.13642730 - samples/sec: 240.20 - lr: 0.025000 | |
| 2021-02-10 18:08:20,005 epoch 106 - iter 567/632 - loss 0.13784808 - samples/sec: 234.96 - lr: 0.025000 | |
| 2021-02-10 18:08:28,670 epoch 106 - iter 630/632 - loss 0.13843078 - samples/sec: 232.88 - lr: 0.025000 | |
| 2021-02-10 18:08:28,808 ---------------------------------------------------------------------------------------------------- | |
| 2021-02-10 18:08:28,809 EPOCH 106 done: loss 0.1383 - lr 0.0250000 | |
| 2021-02-10 18:08:28,809 BAD EPOCHS (no improvement): 1 | |
| 2021-02-10 18:08:28,812 ---------------------------------------------------------------------------------------------------- | |
| 2021-02-10 18:08:37,375 epoch 107 - iter 63/632 - loss 0.15206806 - samples/sec: 235.64 - lr: 0.025000 | |
| 2021-02-10 18:08:45,697 epoch 107 - iter 126/632 - loss 0.14788757 - samples/sec: 242.49 - lr: 0.025000 | |
| 2021-02-10 18:08:54,120 epoch 107 - iter 189/632 - loss 0.14246400 - samples/sec: 239.55 - lr: 0.025000 | |
| 2021-02-10 18:09:02,624 epoch 107 - iter 252/632 - loss 0.14404705 - samples/sec: 237.30 - lr: 0.025000 | |
| 2021-02-10 18:09:11,072 epoch 107 - iter 315/632 - loss 0.13899337 - samples/sec: 238.85 - lr: 0.025000 | |
| 2021-02-10 18:09:19,371 epoch 107 - iter 378/632 - loss 0.13927710 - samples/sec: 243.13 - lr: 0.025000 | |
| 2021-02-10 18:09:27,701 epoch 107 - iter 441/632 - loss 0.13989981 - samples/sec: 242.25 - lr: 0.025000 | |
| 2021-02-10 18:09:36,302 epoch 107 - iter 504/632 - loss 0.13824449 - samples/sec: 234.60 - lr: 0.025000 | |
| 2021-02-10 18:09:44,713 epoch 107 - iter 567/632 - loss 0.13734774 - samples/sec: 239.92 - lr: 0.025000 | |
| 2021-02-10 18:09:53,565 epoch 107 - iter 630/632 - loss 0.13858725 - samples/sec: 227.95 - lr: 0.025000 | |
| 2021-02-10 18:09:53,743 ---------------------------------------------------------------------------------------------------- | |
| 2021-02-10 18:09:53,743 EPOCH 107 done: loss 0.1383 - lr 0.0250000 | |
| 2021-02-10 18:09:53,743 BAD EPOCHS (no improvement): 2 | |
| 2021-02-10 18:09:53,747 ---------------------------------------------------------------------------------------------------- | |
| 2021-02-10 18:10:02,265 epoch 108 - iter 63/632 - loss 0.12236256 - samples/sec: 236.90 - lr: 0.025000 | |
| 2021-02-10 18:10:10,802 epoch 108 - iter 126/632 - loss 0.13599004 - samples/sec: 236.38 - lr: 0.025000 | |
| 2021-02-10 18:10:19,285 epoch 108 - iter 189/632 - loss 0.12892972 - samples/sec: 237.88 - lr: 0.025000 | |
| 2021-02-10 18:10:27,495 epoch 108 - iter 252/632 - loss 0.12828962 - samples/sec: 245.79 - lr: 0.025000 | |
| 2021-02-10 18:10:35,981 epoch 108 - iter 315/632 - loss 0.12745142 - samples/sec: 237.78 - lr: 0.025000 | |
| 2021-02-10 18:10:44,888 epoch 108 - iter 378/632 - loss 0.12836386 - samples/sec: 226.54 - lr: 0.025000 | |
| 2021-02-10 18:10:53,127 epoch 108 - iter 441/632 - loss 0.13094178 - samples/sec: 244.91 - lr: 0.025000 | |
| 2021-02-10 18:11:01,488 epoch 108 - iter 504/632 - loss 0.13110118 - samples/sec: 241.36 - lr: 0.025000 | |
| 2021-02-10 18:11:09,971 epoch 108 - iter 567/632 - loss 0.13307203 - samples/sec: 237.87 - lr: 0.025000 | |
| 2021-02-10 18:11:18,731 epoch 108 - iter 630/632 - loss 0.13162737 - samples/sec: 230.33 - lr: 0.025000 | |
| 2021-02-10 18:11:18,992 ---------------------------------------------------------------------------------------------------- | |
| 2021-02-10 18:11:18,993 EPOCH 108 done: loss 0.1318 - lr 0.0250000 | |
| 2021-02-10 18:11:18,993 BAD EPOCHS (no improvement): 3 | |
| 2021-02-10 18:11:18,997 ---------------------------------------------------------------------------------------------------- | |
| 2021-02-10 18:11:27,468 epoch 109 - iter 63/632 - loss 0.14738728 - samples/sec: 238.20 - lr: 0.025000 | |
| 2021-02-10 18:11:36,175 epoch 109 - iter 126/632 - loss 0.13488076 - samples/sec: 231.74 - lr: 0.025000 | |
| 2021-02-10 18:11:44,423 epoch 109 - iter 189/632 - loss 0.13193420 - samples/sec: 244.64 - lr: 0.025000 | |
| 2021-02-10 18:11:52,816 epoch 109 - iter 252/632 - loss 0.13066013 - samples/sec: 240.44 - lr: 0.025000 | |
| 2021-02-10 18:12:01,164 epoch 109 - iter 315/632 - loss 0.13092968 - samples/sec: 241.73 - lr: 0.025000 | |
| 2021-02-10 18:12:09,659 epoch 109 - iter 378/632 - loss 0.13027489 - samples/sec: 237.52 - lr: 0.025000 | |
| 2021-02-10 18:12:18,041 epoch 109 - iter 441/632 - loss 0.13233763 - samples/sec: 240.75 - lr: 0.025000 | |
| 2021-02-10 18:12:26,646 epoch 109 - iter 504/632 - loss 0.13159123 - samples/sec: 234.48 - lr: 0.025000 | |
| 2021-02-10 18:12:35,175 epoch 109 - iter 567/632 - loss 0.13469669 - samples/sec: 236.59 - lr: 0.025000 | |
| 2021-02-10 18:12:43,867 epoch 109 - iter 630/632 - loss 0.13639915 - samples/sec: 232.16 - lr: 0.025000 | |
| 2021-02-10 18:12:44,020 ---------------------------------------------------------------------------------------------------- | |
| 2021-02-10 18:12:44,020 EPOCH 109 done: loss 0.1361 - lr 0.0250000 | |
| 2021-02-10 18:12:44,020 BAD EPOCHS (no improvement): 4 | |
| 2021-02-10 18:12:44,023 ---------------------------------------------------------------------------------------------------- | |
| 2021-02-10 18:12:52,592 epoch 110 - iter 63/632 - loss 0.14510068 - samples/sec: 235.49 - lr: 0.012500 | |
| 2021-02-10 18:13:01,012 epoch 110 - iter 126/632 - loss 0.13517114 - samples/sec: 239.66 - lr: 0.012500 | |
| 2021-02-10 18:13:09,494 epoch 110 - iter 189/632 - loss 0.13486893 - samples/sec: 237.88 - lr: 0.012500 | |
| 2021-02-10 18:13:18,048 epoch 110 - iter 252/632 - loss 0.13345408 - samples/sec: 235.90 - lr: 0.012500 | |
| 2021-02-10 18:13:26,365 epoch 110 - iter 315/632 - loss 0.13382878 - samples/sec: 242.62 - lr: 0.012500 | |
| 2021-02-10 18:13:34,513 epoch 110 - iter 378/632 - loss 0.13097311 - samples/sec: 247.65 - lr: 0.012500 | |
| 2021-02-10 18:13:43,053 epoch 110 - iter 441/632 - loss 0.13052955 - samples/sec: 236.30 - lr: 0.012500 | |
| 2021-02-10 18:13:51,565 epoch 110 - iter 504/632 - loss 0.13098427 - samples/sec: 237.06 - lr: 0.012500 | |
| 2021-02-10 18:13:59,917 epoch 110 - iter 567/632 - loss 0.13223788 - samples/sec: 241.60 - lr: 0.012500 | |
| 2021-02-10 18:14:08,576 epoch 110 - iter 630/632 - loss 0.13278988 - samples/sec: 233.03 - lr: 0.012500 | |
| 2021-02-10 18:14:08,727 ---------------------------------------------------------------------------------------------------- | |
| 2021-02-10 18:14:08,727 EPOCH 110 done: loss 0.1327 - lr 0.0125000 | |
| 2021-02-10 18:14:08,727 BAD EPOCHS (no improvement): 1 | |
| 2021-02-10 18:14:08,734 ---------------------------------------------------------------------------------------------------- | |
| 2021-02-10 18:14:17,321 epoch 111 - iter 63/632 - loss 0.11139661 - samples/sec: 235.03 - lr: 0.012500 | |
| 2021-02-10 18:14:25,651 epoch 111 - iter 126/632 - loss 0.11261350 - samples/sec: 242.24 - lr: 0.012500 | |
| 2021-02-10 18:14:34,129 epoch 111 - iter 189/632 - loss 0.11437224 - samples/sec: 238.00 - lr: 0.012500 | |
| 2021-02-10 18:14:42,590 epoch 111 - iter 252/632 - loss 0.11657006 - samples/sec: 238.49 - lr: 0.012500 | |
| 2021-02-10 18:14:51,488 epoch 111 - iter 315/632 - loss 0.12363446 - samples/sec: 226.79 - lr: 0.012500 | |
| 2021-02-10 18:15:00,008 epoch 111 - iter 378/632 - loss 0.12439576 - samples/sec: 236.81 - lr: 0.012500 | |
| 2021-02-10 18:15:08,394 epoch 111 - iter 441/632 - loss 0.12702845 - samples/sec: 240.64 - lr: 0.012500 | |
| 2021-02-10 18:15:16,968 epoch 111 - iter 504/632 - loss 0.12869492 - samples/sec: 235.34 - lr: 0.012500 | |
| 2021-02-10 18:15:25,339 epoch 111 - iter 567/632 - loss 0.12991457 - samples/sec: 241.06 - lr: 0.012500 | |
| 2021-02-10 18:15:33,920 epoch 111 - iter 630/632 - loss 0.13031573 - samples/sec: 235.15 - lr: 0.012500 | |
| 2021-02-10 18:15:34,098 ---------------------------------------------------------------------------------------------------- | |
| 2021-02-10 18:15:34,098 EPOCH 111 done: loss 0.1301 - lr 0.0125000 | |
| 2021-02-10 18:15:34,098 BAD EPOCHS (no improvement): 0 | |
| 2021-02-10 18:15:34,113 ---------------------------------------------------------------------------------------------------- | |
| 2021-02-10 18:15:42,491 epoch 112 - iter 63/632 - loss 0.12249683 - samples/sec: 240.88 - lr: 0.012500 | |
| 2021-02-10 18:15:50,960 epoch 112 - iter 126/632 - loss 0.12650944 - samples/sec: 238.28 - lr: 0.012500 | |
| 2021-02-10 18:15:59,437 epoch 112 - iter 189/632 - loss 0.12085280 - samples/sec: 238.03 - lr: 0.012500 | |
| 2021-02-10 18:16:08,043 epoch 112 - iter 252/632 - loss 0.12141031 - samples/sec: 234.47 - lr: 0.012500 | |
| 2021-02-10 18:16:16,226 epoch 112 - iter 315/632 - loss 0.11927386 - samples/sec: 246.60 - lr: 0.012500 | |
| 2021-02-10 18:16:24,450 epoch 112 - iter 378/632 - loss 0.12130919 - samples/sec: 245.36 - lr: 0.012500 | |
| 2021-02-10 18:16:33,153 epoch 112 - iter 441/632 - loss 0.12130503 - samples/sec: 231.85 - lr: 0.012500 | |
| 2021-02-10 18:16:42,092 epoch 112 - iter 504/632 - loss 0.12019487 - samples/sec: 225.73 - lr: 0.012500 | |
| 2021-02-10 18:16:50,552 epoch 112 - iter 567/632 - loss 0.12191284 - samples/sec: 238.51 - lr: 0.012500 | |
| 2021-02-10 18:16:58,940 epoch 112 - iter 630/632 - loss 0.12107155 - samples/sec: 240.55 - lr: 0.012500 | |
| 2021-02-10 18:16:59,099 ---------------------------------------------------------------------------------------------------- | |
| 2021-02-10 18:16:59,099 EPOCH 112 done: loss 0.1208 - lr 0.0125000 | |
| 2021-02-10 18:16:59,100 BAD EPOCHS (no improvement): 0 | |
| 2021-02-10 18:16:59,103 ---------------------------------------------------------------------------------------------------- | |
| 2021-02-10 18:17:07,339 epoch 113 - iter 63/632 - loss 0.10182566 - samples/sec: 245.02 - lr: 0.012500 | |
| 2021-02-10 18:17:15,648 epoch 113 - iter 126/632 - loss 0.11489396 - samples/sec: 242.85 - lr: 0.012500 | |
| 2021-02-10 18:17:24,232 epoch 113 - iter 189/632 - loss 0.12255173 - samples/sec: 235.06 - lr: 0.012500 | |
| 2021-02-10 18:17:32,668 epoch 113 - iter 252/632 - loss 0.12449595 - samples/sec: 239.21 - lr: 0.012500 | |
| 2021-02-10 18:17:41,152 epoch 113 - iter 315/632 - loss 0.12622409 - samples/sec: 237.83 - lr: 0.012500 | |
| 2021-02-10 18:17:49,414 epoch 113 - iter 378/632 - loss 0.12402297 - samples/sec: 244.24 - lr: 0.012500 | |
| 2021-02-10 18:17:57,940 epoch 113 - iter 441/632 - loss 0.12554692 - samples/sec: 236.66 - lr: 0.012500 | |
| 2021-02-10 18:18:06,218 epoch 113 - iter 504/632 - loss 0.12549302 - samples/sec: 243.75 - lr: 0.012500 | |
| 2021-02-10 18:18:25,441 epoch 113 - iter 567/632 - loss 0.12639988 - samples/sec: 228.56 - lr: 0.012500 | |
| 2021-02-10 18:18:34,093 epoch 113 - iter 630/632 - loss 0.12748923 - samples/sec: 233.21 - lr: 0.012500 | |
| 2021-02-10 18:18:34,276 ---------------------------------------------------------------------------------------------------- | |
| 2021-02-10 18:18:34,276 EPOCH 113 done: loss 0.1273 - lr 0.0125000 | |
| 2021-02-10 18:18:34,276 BAD EPOCHS (no improvement): 1 | |
| 2021-02-10 18:18:45,975 ---------------------------------------------------------------------------------------------------- | |
| 2021-02-10 18:18:54,406 epoch 114 - iter 63/632 - loss 0.11659544 - samples/sec: 239.37 - lr: 0.012500 | |
| 2021-02-10 18:19:04,487 epoch 114 - iter 126/632 - loss 0.12287171 - samples/sec: 200.13 - lr: 0.012500 | |
| 2021-02-10 18:19:12,773 epoch 114 - iter 189/632 - loss 0.12654210 - samples/sec: 243.49 - lr: 0.012500 | |
| 2021-02-10 18:19:21,401 epoch 114 - iter 252/632 - loss 0.12275678 - samples/sec: 233.86 - lr: 0.012500 | |
| 2021-02-10 18:19:29,880 epoch 114 - iter 315/632 - loss 0.12196717 - samples/sec: 237.97 - lr: 0.012500 | |
| 2021-02-10 18:19:38,267 epoch 114 - iter 378/632 - loss 0.12108622 - samples/sec: 240.60 - lr: 0.012500 | |
| 2021-02-10 18:19:46,686 epoch 114 - iter 441/632 - loss 0.12067901 - samples/sec: 239.69 - lr: 0.012500 | |
| 2021-02-10 18:19:55,160 epoch 114 - iter 504/632 - loss 0.11921487 - samples/sec: 238.12 - lr: 0.012500 | |
| 2021-02-10 18:20:03,580 epoch 114 - iter 567/632 - loss 0.11875058 - samples/sec: 239.66 - lr: 0.012500 | |
| 2021-02-10 18:20:12,040 epoch 114 - iter 630/632 - loss 0.12135315 - samples/sec: 238.51 - lr: 0.012500 | |
| 2021-02-10 18:20:12,189 ---------------------------------------------------------------------------------------------------- | |
| 2021-02-10 18:20:12,189 EPOCH 114 done: loss 0.1211 - lr 0.0125000 | |
| 2021-02-10 18:20:12,189 BAD EPOCHS (no improvement): 2 | |
| 2021-02-10 18:20:12,192 ---------------------------------------------------------------------------------------------------- | |
| 2021-02-10 18:20:20,548 epoch 115 - iter 63/632 - loss 0.11943464 - samples/sec: 241.49 - lr: 0.012500 | |
| 2021-02-10 18:20:29,086 epoch 115 - iter 126/632 - loss 0.12124593 - samples/sec: 236.32 - lr: 0.012500 | |
| 2021-02-10 18:20:37,846 epoch 115 - iter 189/632 - loss 0.13136084 - samples/sec: 230.34 - lr: 0.012500 | |
| 2021-02-10 18:20:46,321 epoch 115 - iter 252/632 - loss 0.13270938 - samples/sec: 238.08 - lr: 0.012500 | |
| 2021-02-10 18:20:54,617 epoch 115 - iter 315/632 - loss 0.12855188 - samples/sec: 243.23 - lr: 0.012500 | |
| 2021-02-10 18:21:03,201 epoch 115 - iter 378/632 - loss 0.12705645 - samples/sec: 235.05 - lr: 0.012500 | |
| 2021-02-10 18:21:11,662 epoch 115 - iter 441/632 - loss 0.12641171 - samples/sec: 238.49 - lr: 0.012500 | |
| 2021-02-10 18:21:20,275 epoch 115 - iter 504/632 - loss 0.12613333 - samples/sec: 234.27 - lr: 0.012500 | |
| 2021-02-10 18:21:28,434 epoch 115 - iter 567/632 - loss 0.12605413 - samples/sec: 247.30 - lr: 0.012500 | |
| 2021-02-10 18:21:36,907 epoch 115 - iter 630/632 - loss 0.12463015 - samples/sec: 238.16 - lr: 0.012500 | |
| 2021-02-10 18:21:37,032 ---------------------------------------------------------------------------------------------------- | |
| 2021-02-10 18:21:37,032 EPOCH 115 done: loss 0.1247 - lr 0.0125000 | |
| 2021-02-10 18:21:37,032 BAD EPOCHS (no improvement): 3 | |
| 2021-02-10 18:21:37,058 ---------------------------------------------------------------------------------------------------- | |
| 2021-02-10 18:21:45,368 epoch 116 - iter 63/632 - loss 0.11824221 - samples/sec: 242.86 - lr: 0.012500 | |
| 2021-02-10 18:21:53,884 epoch 116 - iter 126/632 - loss 0.12139028 - samples/sec: 236.93 - lr: 0.012500 | |
| 2021-02-10 18:22:02,395 epoch 116 - iter 189/632 - loss 0.12037539 - samples/sec: 237.11 - lr: 0.012500 | |
| 2021-02-10 18:22:10,724 epoch 116 - iter 252/632 - loss 0.12076820 - samples/sec: 242.28 - lr: 0.012500 | |
| 2021-02-10 18:22:19,245 epoch 116 - iter 315/632 - loss 0.11805986 - samples/sec: 236.81 - lr: 0.012500 | |
| 2021-02-10 18:22:28,020 epoch 116 - iter 378/632 - loss 0.11879072 - samples/sec: 229.92 - lr: 0.012500 | |
| 2021-02-10 18:22:36,670 epoch 116 - iter 441/632 - loss 0.11994522 - samples/sec: 233.27 - lr: 0.012500 | |
| 2021-02-10 18:22:45,089 epoch 116 - iter 504/632 - loss 0.11831586 - samples/sec: 239.68 - lr: 0.012500 | |
| 2021-02-10 18:22:53,442 epoch 116 - iter 567/632 - loss 0.11899422 - samples/sec: 241.56 - lr: 0.012500 | |
| 2021-02-10 18:23:01,884 epoch 116 - iter 630/632 - loss 0.12148101 - samples/sec: 239.01 - lr: 0.012500 | |
| 2021-02-10 18:23:02,062 ---------------------------------------------------------------------------------------------------- | |
| 2021-02-10 18:23:02,062 EPOCH 116 done: loss 0.1215 - lr 0.0125000 | |
| 2021-02-10 18:23:02,062 BAD EPOCHS (no improvement): 4 | |
| 2021-02-10 18:23:02,065 ---------------------------------------------------------------------------------------------------- | |
| 2021-02-10 18:23:10,705 epoch 117 - iter 63/632 - loss 0.11609050 - samples/sec: 233.55 - lr: 0.006250 | |
| 2021-02-10 18:23:19,093 epoch 117 - iter 126/632 - loss 0.11916886 - samples/sec: 240.57 - lr: 0.006250 | |
| 2021-02-10 18:23:27,702 epoch 117 - iter 189/632 - loss 0.12583577 - samples/sec: 234.38 - lr: 0.006250 | |
| 2021-02-10 18:23:35,801 epoch 117 - iter 252/632 - loss 0.12915552 - samples/sec: 249.16 - lr: 0.006250 | |
| 2021-02-10 18:23:44,061 epoch 117 - iter 315/632 - loss 0.12730506 - samples/sec: 244.28 - lr: 0.006250 | |
| 2021-02-10 18:23:52,517 epoch 117 - iter 378/632 - loss 0.12555011 - samples/sec: 238.62 - lr: 0.006250 | |
| 2021-02-10 18:24:00,717 epoch 117 - iter 441/632 - loss 0.12778878 - samples/sec: 246.10 - lr: 0.006250 | |
| 2021-02-10 18:24:09,182 epoch 117 - iter 504/632 - loss 0.12500904 - samples/sec: 238.37 - lr: 0.006250 | |
| 2021-02-10 18:24:17,878 epoch 117 - iter 567/632 - loss 0.12397765 - samples/sec: 232.06 - lr: 0.006250 | |
| 2021-02-10 18:24:26,099 epoch 117 - iter 630/632 - loss 0.12368386 - samples/sec: 245.44 - lr: 0.006250 | |
| 2021-02-10 18:24:26,302 ---------------------------------------------------------------------------------------------------- | |
| 2021-02-10 18:24:26,302 EPOCH 117 done: loss 0.1243 - lr 0.0062500 | |
| 2021-02-10 18:24:26,302 BAD EPOCHS (no improvement): 1 | |
| 2021-02-10 18:24:26,306 ---------------------------------------------------------------------------------------------------- | |
| 2021-02-10 18:24:34,699 epoch 118 - iter 63/632 - loss 0.11854375 - samples/sec: 240.46 - lr: 0.006250 | |
| 2021-02-10 18:24:43,037 epoch 118 - iter 126/632 - loss 0.11304414 - samples/sec: 242.00 - lr: 0.006250 | |
| 2021-02-10 18:24:51,256 epoch 118 - iter 189/632 - loss 0.11739147 - samples/sec: 245.51 - lr: 0.006250 | |
| 2021-02-10 18:24:59,779 epoch 118 - iter 252/632 - loss 0.11497980 - samples/sec: 236.76 - lr: 0.006250 | |
| 2021-02-10 18:25:08,349 epoch 118 - iter 315/632 - loss 0.11537714 - samples/sec: 235.45 - lr: 0.006250 | |
| 2021-02-10 18:25:16,761 epoch 118 - iter 378/632 - loss 0.11516655 - samples/sec: 239.90 - lr: 0.006250 | |
| 2021-02-10 18:25:25,198 epoch 118 - iter 441/632 - loss 0.11471641 - samples/sec: 239.17 - lr: 0.006250 | |
| 2021-02-10 18:25:33,784 epoch 118 - iter 504/632 - loss 0.11556196 - samples/sec: 235.01 - lr: 0.006250 | |
| 2021-02-10 18:25:42,142 epoch 118 - iter 567/632 - loss 0.11970688 - samples/sec: 241.43 - lr: 0.006250 | |
| 2021-02-10 18:25:50,608 epoch 118 - iter 630/632 - loss 0.12162790 - samples/sec: 238.33 - lr: 0.006250 | |
| 2021-02-10 18:25:50,750 ---------------------------------------------------------------------------------------------------- | |
| 2021-02-10 18:25:50,750 EPOCH 118 done: loss 0.1213 - lr 0.0062500 | |
| 2021-02-10 18:25:50,750 BAD EPOCHS (no improvement): 2 | |
| 2021-02-10 18:25:50,753 ---------------------------------------------------------------------------------------------------- | |
| 2021-02-10 18:25:59,472 epoch 119 - iter 63/632 - loss 0.13702916 - samples/sec: 231.44 - lr: 0.006250 | |
| 2021-02-10 18:26:07,799 epoch 119 - iter 126/632 - loss 0.13168664 - samples/sec: 242.31 - lr: 0.006250 | |
| 2021-02-10 18:26:16,334 epoch 119 - iter 189/632 - loss 0.12723453 - samples/sec: 236.43 - lr: 0.006250 | |
| 2021-02-10 18:26:25,083 epoch 119 - iter 252/632 - loss 0.12879646 - samples/sec: 230.62 - lr: 0.006250 | |
| 2021-02-10 18:26:33,482 epoch 119 - iter 315/632 - loss 0.12628547 - samples/sec: 240.26 - lr: 0.006250 | |
| 2021-02-10 18:26:42,117 epoch 119 - iter 378/632 - loss 0.12597898 - samples/sec: 233.68 - lr: 0.006250 | |
| 2021-02-10 18:26:50,711 epoch 119 - iter 441/632 - loss 0.12651364 - samples/sec: 234.78 - lr: 0.006250 | |
| 2021-02-10 18:26:59,251 epoch 119 - iter 504/632 - loss 0.12649686 - samples/sec: 236.25 - lr: 0.006250 | |
| 2021-02-10 18:27:07,539 epoch 119 - iter 567/632 - loss 0.12622540 - samples/sec: 243.48 - lr: 0.006250 | |
| 2021-02-10 18:27:15,731 epoch 119 - iter 630/632 - loss 0.12617111 - samples/sec: 246.30 - lr: 0.006250 | |
| 2021-02-10 18:27:15,885 ---------------------------------------------------------------------------------------------------- | |
| 2021-02-10 18:27:15,886 EPOCH 119 done: loss 0.1259 - lr 0.0062500 | |
| 2021-02-10 18:27:15,886 BAD EPOCHS (no improvement): 3 | |
| 2021-02-10 18:27:15,891 ---------------------------------------------------------------------------------------------------- | |
| 2021-02-10 18:27:24,076 epoch 120 - iter 63/632 - loss 0.09761096 - samples/sec: 246.53 - lr: 0.006250 | |
| 2021-02-10 18:27:32,558 epoch 120 - iter 126/632 - loss 0.10850477 - samples/sec: 237.87 - lr: 0.006250 | |
| 2021-02-10 18:27:41,002 epoch 120 - iter 189/632 - loss 0.11405252 - samples/sec: 238.98 - lr: 0.006250 | |
| 2021-02-10 18:27:49,453 epoch 120 - iter 252/632 - loss 0.10876587 - samples/sec: 238.74 - lr: 0.006250 | |
| 2021-02-10 18:27:57,897 epoch 120 - iter 315/632 - loss 0.11231193 - samples/sec: 238.96 - lr: 0.006250 | |
| 2021-02-10 18:28:05,978 epoch 120 - iter 378/632 - loss 0.11357662 - samples/sec: 249.71 - lr: 0.006250 | |
| 2021-02-10 18:28:14,590 epoch 120 - iter 441/632 - loss 0.11434362 - samples/sec: 234.30 - lr: 0.006250 | |
| 2021-02-10 18:28:23,142 epoch 120 - iter 504/632 - loss 0.11546779 - samples/sec: 235.95 - lr: 0.006250 | |
| 2021-02-10 18:28:31,395 epoch 120 - iter 567/632 - loss 0.11910463 - samples/sec: 244.52 - lr: 0.006250 | |
| 2021-02-10 18:28:39,808 epoch 120 - iter 630/632 - loss 0.12032500 - samples/sec: 239.85 - lr: 0.006250 | |
| 2021-02-10 18:28:39,963 ---------------------------------------------------------------------------------------------------- | |
| 2021-02-10 18:28:39,963 EPOCH 120 done: loss 0.1202 - lr 0.0062500 | |
| 2021-02-10 18:28:39,963 BAD EPOCHS (no improvement): 0 | |
| 2021-02-10 18:28:39,966 ---------------------------------------------------------------------------------------------------- | |
| 2021-02-10 18:28:48,363 epoch 121 - iter 63/632 - loss 0.12711464 - samples/sec: 240.33 - lr: 0.006250 | |
| 2021-02-10 18:28:56,692 epoch 121 - iter 126/632 - loss 0.12609882 - samples/sec: 242.25 - lr: 0.006250 | |
| 2021-02-10 18:29:05,042 epoch 121 - iter 189/632 - loss 0.12092892 - samples/sec: 241.66 - lr: 0.006250 | |
| 2021-02-10 18:29:13,422 epoch 121 - iter 252/632 - loss 0.12625321 - samples/sec: 240.81 - lr: 0.006250 | |
| 2021-02-10 18:29:21,946 epoch 121 - iter 315/632 - loss 0.12341450 - samples/sec: 236.70 - lr: 0.006250 | |
| 2021-02-10 18:29:30,568 epoch 121 - iter 378/632 - loss 0.12012613 - samples/sec: 234.05 - lr: 0.006250 | |
| 2021-02-10 18:29:39,099 epoch 121 - iter 441/632 - loss 0.12210557 - samples/sec: 236.53 - lr: 0.006250 | |
| 2021-02-10 18:29:47,481 epoch 121 - iter 504/632 - loss 0.11865018 - samples/sec: 240.72 - lr: 0.006250 | |
| 2021-02-10 18:29:55,946 epoch 121 - iter 567/632 - loss 0.11880800 - samples/sec: 238.39 - lr: 0.006250 | |
| 2021-02-10 18:30:04,384 epoch 121 - iter 630/632 - loss 0.12039620 - samples/sec: 239.13 - lr: 0.006250 | |
| 2021-02-10 18:30:04,544 ---------------------------------------------------------------------------------------------------- | |
| 2021-02-10 18:30:04,544 EPOCH 121 done: loss 0.1201 - lr 0.0062500 | |
| 2021-02-10 18:30:04,545 BAD EPOCHS (no improvement): 0 | |
| 2021-02-10 18:30:04,549 ---------------------------------------------------------------------------------------------------- | |
| 2021-02-10 18:30:13,373 epoch 122 - iter 63/632 - loss 0.12007046 - samples/sec: 228.66 - lr: 0.006250 | |
| 2021-02-10 18:30:22,020 epoch 122 - iter 126/632 - loss 0.11382482 - samples/sec: 233.35 - lr: 0.006250 | |
| 2021-02-10 18:30:30,537 epoch 122 - iter 189/632 - loss 0.11368548 - samples/sec: 236.92 - lr: 0.006250 | |
| 2021-02-10 18:30:39,146 epoch 122 - iter 252/632 - loss 0.11205525 - samples/sec: 234.38 - lr: 0.006250 | |
| 2021-02-10 18:30:47,382 epoch 122 - iter 315/632 - loss 0.11635375 - samples/sec: 245.02 - lr: 0.006250 | |
| 2021-02-10 18:30:55,819 epoch 122 - iter 378/632 - loss 0.11381703 - samples/sec: 239.16 - lr: 0.006250 | |
| 2021-02-10 18:31:04,442 epoch 122 - iter 441/632 - loss 0.11585299 - samples/sec: 234.00 - lr: 0.006250 | |
| 2021-02-10 18:31:12,940 epoch 122 - iter 504/632 - loss 0.11577622 - samples/sec: 237.43 - lr: 0.006250 | |
| 2021-02-10 18:31:21,231 epoch 122 - iter 567/632 - loss 0.11569927 - samples/sec: 243.41 - lr: 0.006250 | |
| 2021-02-10 18:31:29,447 epoch 122 - iter 630/632 - loss 0.11584512 - samples/sec: 245.59 - lr: 0.006250 | |
| 2021-02-10 18:31:29,618 ---------------------------------------------------------------------------------------------------- | |
| 2021-02-10 18:31:29,618 EPOCH 122 done: loss 0.1162 - lr 0.0062500 | |
| 2021-02-10 18:31:29,618 BAD EPOCHS (no improvement): 0 | |
| 2021-02-10 18:31:29,621 ---------------------------------------------------------------------------------------------------- | |
| 2021-02-10 18:31:37,825 epoch 123 - iter 63/632 - loss 0.12392205 - samples/sec: 245.99 - lr: 0.006250 | |
| 2021-02-10 18:31:46,207 epoch 123 - iter 126/632 - loss 0.11656699 - samples/sec: 240.72 - lr: 0.006250 | |
| 2021-02-10 18:31:54,659 epoch 123 - iter 189/632 - loss 0.12314478 - samples/sec: 238.76 - lr: 0.006250 | |
| 2021-02-10 18:32:03,379 epoch 123 - iter 252/632 - loss 0.12423428 - samples/sec: 231.39 - lr: 0.006250 | |
| 2021-02-10 18:32:11,705 epoch 123 - iter 315/632 - loss 0.12357983 - samples/sec: 242.36 - lr: 0.006250 | |
| 2021-02-10 18:32:20,022 epoch 123 - iter 378/632 - loss 0.12653785 - samples/sec: 242.64 - lr: 0.006250 | |
| 2021-02-10 18:32:28,500 epoch 123 - iter 441/632 - loss 0.12625223 - samples/sec: 238.00 - lr: 0.006250 | |
| 2021-02-10 18:32:36,612 epoch 123 - iter 504/632 - loss 0.12193138 - samples/sec: 248.76 - lr: 0.006250 | |
| 2021-02-10 18:32:45,348 epoch 123 - iter 567/632 - loss 0.12395472 - samples/sec: 230.97 - lr: 0.006250 | |
| 2021-02-10 18:32:53,719 epoch 123 - iter 630/632 - loss 0.12374914 - samples/sec: 241.03 - lr: 0.006250 | |
| 2021-02-10 18:32:53,880 ---------------------------------------------------------------------------------------------------- | |
| 2021-02-10 18:32:53,880 EPOCH 123 done: loss 0.1234 - lr 0.0062500 | |
| 2021-02-10 18:32:53,880 BAD EPOCHS (no improvement): 1 | |
| 2021-02-10 18:32:53,883 ---------------------------------------------------------------------------------------------------- | |
| 2021-02-10 18:33:02,476 epoch 124 - iter 63/632 - loss 0.11222096 - samples/sec: 234.82 - lr: 0.006250 | |
| 2021-02-10 18:33:10,701 epoch 124 - iter 126/632 - loss 0.11167117 - samples/sec: 245.34 - lr: 0.006250 | |
| 2021-02-10 18:33:19,088 epoch 124 - iter 189/632 - loss 0.11031051 - samples/sec: 240.58 - lr: 0.006250 | |
| 2021-02-10 18:33:27,486 epoch 124 - iter 252/632 - loss 0.11979787 - samples/sec: 240.28 - lr: 0.006250 | |
| 2021-02-10 18:33:35,995 epoch 124 - iter 315/632 - loss 0.12056673 - samples/sec: 237.14 - lr: 0.006250 | |
| 2021-02-10 18:33:44,445 epoch 124 - iter 378/632 - loss 0.11849233 - samples/sec: 238.81 - lr: 0.006250 | |
| 2021-02-10 18:33:52,946 epoch 124 - iter 441/632 - loss 0.11888521 - samples/sec: 237.39 - lr: 0.006250 | |
| 2021-02-10 18:34:01,400 epoch 124 - iter 504/632 - loss 0.12179626 - samples/sec: 238.68 - lr: 0.006250 | |
| 2021-02-10 18:34:09,839 epoch 124 - iter 567/632 - loss 0.12434970 - samples/sec: 239.11 - lr: 0.006250 | |
| 2021-02-10 18:34:18,386 epoch 124 - iter 630/632 - loss 0.12436281 - samples/sec: 236.07 - lr: 0.006250 | |
| 2021-02-10 18:34:18,509 ---------------------------------------------------------------------------------------------------- | |
| 2021-02-10 18:34:18,510 EPOCH 124 done: loss 0.1240 - lr 0.0062500 | |
| 2021-02-10 18:34:18,510 BAD EPOCHS (no improvement): 2 | |
| 2021-02-10 18:34:18,512 ---------------------------------------------------------------------------------------------------- | |
| 2021-02-10 18:34:26,888 epoch 125 - iter 63/632 - loss 0.12769208 - samples/sec: 240.94 - lr: 0.006250 | |
| 2021-02-10 18:34:35,684 epoch 125 - iter 126/632 - loss 0.12017592 - samples/sec: 229.40 - lr: 0.006250 | |
| 2021-02-10 18:34:43,892 epoch 125 - iter 189/632 - loss 0.12182657 - samples/sec: 245.82 - lr: 0.006250 | |
| 2021-02-10 18:34:52,321 epoch 125 - iter 252/632 - loss 0.12119343 - samples/sec: 239.39 - lr: 0.006250 | |
| 2021-02-10 18:35:00,660 epoch 125 - iter 315/632 - loss 0.11896981 - samples/sec: 241.97 - lr: 0.006250 | |
| 2021-02-10 18:35:08,931 epoch 125 - iter 378/632 - loss 0.11943225 - samples/sec: 243.96 - lr: 0.006250 | |
| 2021-02-10 18:35:17,400 epoch 125 - iter 441/632 - loss 0.12057313 - samples/sec: 238.26 - lr: 0.006250 | |
| 2021-02-10 18:35:26,014 epoch 125 - iter 504/632 - loss 0.12155195 - samples/sec: 234.26 - lr: 0.006250 | |
| 2021-02-10 18:35:34,340 epoch 125 - iter 567/632 - loss 0.12200718 - samples/sec: 242.36 - lr: 0.006250 | |
| 2021-02-10 18:35:42,913 epoch 125 - iter 630/632 - loss 0.12432788 - samples/sec: 235.38 - lr: 0.006250 | |
| 2021-02-10 18:35:43,082 ---------------------------------------------------------------------------------------------------- | |
| 2021-02-10 18:35:43,083 EPOCH 125 done: loss 0.1245 - lr 0.0062500 | |
| 2021-02-10 18:35:43,083 BAD EPOCHS (no improvement): 3 | |
| 2021-02-10 18:35:43,085 ---------------------------------------------------------------------------------------------------- | |
| 2021-02-10 18:35:51,476 epoch 126 - iter 63/632 - loss 0.12446041 - samples/sec: 240.51 - lr: 0.006250 | |
| 2021-02-10 18:36:00,098 epoch 126 - iter 126/632 - loss 0.12082428 - samples/sec: 234.03 - lr: 0.006250 | |
| 2021-02-10 18:36:08,716 epoch 126 - iter 189/632 - loss 0.12856699 - samples/sec: 234.13 - lr: 0.006250 | |
| 2021-02-10 18:36:17,192 epoch 126 - iter 252/632 - loss 0.12613087 - samples/sec: 238.07 - lr: 0.006250 | |
| 2021-02-10 18:36:25,442 epoch 126 - iter 315/632 - loss 0.12528984 - samples/sec: 244.59 - lr: 0.006250 | |
| 2021-02-10 18:36:33,916 epoch 126 - iter 378/632 - loss 0.12126891 - samples/sec: 238.13 - lr: 0.006250 | |
| 2021-02-10 18:36:42,606 epoch 126 - iter 441/632 - loss 0.12092543 - samples/sec: 232.18 - lr: 0.006250 | |
| 2021-02-10 18:36:51,246 epoch 126 - iter 504/632 - loss 0.12130065 - samples/sec: 233.53 - lr: 0.006250 | |
| 2021-02-10 18:36:59,555 epoch 126 - iter 567/632 - loss 0.12064036 - samples/sec: 242.84 - lr: 0.006250 | |
| 2021-02-10 18:37:07,912 epoch 126 - iter 630/632 - loss 0.12081743 - samples/sec: 241.47 - lr: 0.006250 | |
| 2021-02-10 18:37:08,069 ---------------------------------------------------------------------------------------------------- | |
| 2021-02-10 18:37:08,069 EPOCH 126 done: loss 0.1205 - lr 0.0062500 | |
| 2021-02-10 18:37:08,069 BAD EPOCHS (no improvement): 4 | |
| 2021-02-10 18:37:08,089 ---------------------------------------------------------------------------------------------------- | |
| 2021-02-10 18:37:16,713 epoch 127 - iter 63/632 - loss 0.12070847 - samples/sec: 234.02 - lr: 0.003125 | |
| 2021-02-10 18:37:25,078 epoch 127 - iter 126/632 - loss 0.11985195 - samples/sec: 241.20 - lr: 0.003125 | |
| 2021-02-10 18:37:33,678 epoch 127 - iter 189/632 - loss 0.12163483 - samples/sec: 234.66 - lr: 0.003125 | |
| 2021-02-10 18:37:42,181 epoch 127 - iter 252/632 - loss 0.12648991 - samples/sec: 237.31 - lr: 0.003125 | |
| 2021-02-10 18:37:50,663 epoch 127 - iter 315/632 - loss 0.12661660 - samples/sec: 237.89 - lr: 0.003125 | |
| 2021-02-10 18:37:58,860 epoch 127 - iter 378/632 - loss 0.12742763 - samples/sec: 246.17 - lr: 0.003125 | |
| 2021-02-10 18:38:07,621 epoch 127 - iter 441/632 - loss 0.12659907 - samples/sec: 230.32 - lr: 0.003125 | |
| 2021-02-10 18:38:16,196 epoch 127 - iter 504/632 - loss 0.12634611 - samples/sec: 235.32 - lr: 0.003125 | |
| 2021-02-10 18:38:24,473 epoch 127 - iter 567/632 - loss 0.12681180 - samples/sec: 243.79 - lr: 0.003125 | |
| 2021-02-10 18:38:32,615 epoch 127 - iter 630/632 - loss 0.12717064 - samples/sec: 247.81 - lr: 0.003125 | |
| 2021-02-10 18:38:32,738 ---------------------------------------------------------------------------------------------------- | |
| 2021-02-10 18:38:32,738 EPOCH 127 done: loss 0.1269 - lr 0.0031250 | |
| 2021-02-10 18:38:32,738 BAD EPOCHS (no improvement): 1 | |
| 2021-02-10 18:38:32,747 ---------------------------------------------------------------------------------------------------- | |
| 2021-02-10 18:38:40,961 epoch 128 - iter 63/632 - loss 0.12997483 - samples/sec: 245.68 - lr: 0.003125 | |
| 2021-02-10 18:38:49,697 epoch 128 - iter 126/632 - loss 0.12252755 - samples/sec: 231.00 - lr: 0.003125 | |
| 2021-02-10 18:38:58,243 epoch 128 - iter 189/632 - loss 0.12175554 - samples/sec: 236.11 - lr: 0.003125 | |
| 2021-02-10 18:39:06,736 epoch 128 - iter 252/632 - loss 0.12302071 - samples/sec: 237.57 - lr: 0.003125 | |
| 2021-02-10 18:39:14,969 epoch 128 - iter 315/632 - loss 0.12122430 - samples/sec: 245.11 - lr: 0.003125 | |
| 2021-02-10 18:39:25,146 epoch 128 - iter 378/632 - loss 0.12206952 - samples/sec: 198.26 - lr: 0.003125 | |
| 2021-02-10 18:39:33,554 epoch 128 - iter 441/632 - loss 0.12425833 - samples/sec: 239.98 - lr: 0.003125 | |
| 2021-02-10 18:39:41,796 epoch 128 - iter 504/632 - loss 0.12385245 - samples/sec: 244.85 - lr: 0.003125 | |
| 2021-02-10 18:39:50,103 epoch 128 - iter 567/632 - loss 0.12296173 - samples/sec: 242.91 - lr: 0.003125 | |
| 2021-02-10 18:39:58,492 epoch 128 - iter 630/632 - loss 0.12182317 - samples/sec: 240.56 - lr: 0.003125 | |
| 2021-02-10 18:39:58,648 ---------------------------------------------------------------------------------------------------- | |
| 2021-02-10 18:39:58,648 EPOCH 128 done: loss 0.1219 - lr 0.0031250 | |
| 2021-02-10 18:39:58,648 BAD EPOCHS (no improvement): 2 | |
| 2021-02-10 18:39:58,651 ---------------------------------------------------------------------------------------------------- | |
| 2021-02-10 18:40:07,414 epoch 129 - iter 63/632 - loss 0.14770136 - samples/sec: 230.28 - lr: 0.003125 | |
| 2021-02-10 18:40:15,921 epoch 129 - iter 126/632 - loss 0.12790605 - samples/sec: 237.20 - lr: 0.003125 | |
| 2021-02-10 18:40:24,424 epoch 129 - iter 189/632 - loss 0.12786226 - samples/sec: 237.30 - lr: 0.003125 | |
| 2021-02-10 18:40:32,485 epoch 129 - iter 252/632 - loss 0.12609815 - samples/sec: 250.29 - lr: 0.003125 | |
| 2021-02-10 18:40:40,859 epoch 129 - iter 315/632 - loss 0.12344253 - samples/sec: 240.98 - lr: 0.003125 | |
| 2021-02-10 18:40:49,195 epoch 129 - iter 378/632 - loss 0.12370789 - samples/sec: 242.06 - lr: 0.003125 | |
| 2021-02-10 18:40:57,476 epoch 129 - iter 441/632 - loss 0.12298068 - samples/sec: 243.68 - lr: 0.003125 | |
| 2021-02-10 18:41:05,861 epoch 129 - iter 504/632 - loss 0.12146754 - samples/sec: 240.64 - lr: 0.003125 | |
| 2021-02-10 18:41:14,186 epoch 129 - iter 567/632 - loss 0.12303901 - samples/sec: 242.38 - lr: 0.003125 | |
| 2021-02-10 18:41:22,655 epoch 129 - iter 630/632 - loss 0.12465404 - samples/sec: 238.26 - lr: 0.003125 | |
| 2021-02-10 18:41:22,849 ---------------------------------------------------------------------------------------------------- | |
| 2021-02-10 18:41:22,849 EPOCH 129 done: loss 0.1334 - lr 0.0031250 | |
| 2021-02-10 18:41:22,849 BAD EPOCHS (no improvement): 3 | |
| 2021-02-10 18:41:22,851 ---------------------------------------------------------------------------------------------------- | |
| 2021-02-10 18:41:31,278 epoch 130 - iter 63/632 - loss 0.12133976 - samples/sec: 239.45 - lr: 0.003125 | |
| 2021-02-10 18:41:39,743 epoch 130 - iter 126/632 - loss 0.12590433 - samples/sec: 238.37 - lr: 0.003125 | |
| 2021-02-10 18:41:47,870 epoch 130 - iter 189/632 - loss 0.12153545 - samples/sec: 248.29 - lr: 0.003125 | |
| 2021-02-10 18:41:56,408 epoch 130 - iter 252/632 - loss 0.12352518 - samples/sec: 236.32 - lr: 0.003125 | |
| 2021-02-10 18:42:04,994 epoch 130 - iter 315/632 - loss 0.12329032 - samples/sec: 235.02 - lr: 0.003125 | |
| 2021-02-10 18:42:13,698 epoch 130 - iter 378/632 - loss 0.12284368 - samples/sec: 231.84 - lr: 0.003125 | |
| 2021-02-10 18:42:22,339 epoch 130 - iter 441/632 - loss 0.12094733 - samples/sec: 233.51 - lr: 0.003125 | |
| 2021-02-10 18:42:31,021 epoch 130 - iter 504/632 - loss 0.12057429 - samples/sec: 232.41 - lr: 0.003125 | |
| 2021-02-10 18:42:39,411 epoch 130 - iter 567/632 - loss 0.12064828 - samples/sec: 240.50 - lr: 0.003125 | |
| 2021-02-10 18:42:47,845 epoch 130 - iter 630/632 - loss 0.12099855 - samples/sec: 239.25 - lr: 0.003125 | |
| 2021-02-10 18:42:48,049 ---------------------------------------------------------------------------------------------------- | |
| 2021-02-10 18:42:48,049 EPOCH 130 done: loss 0.1209 - lr 0.0031250 | |
| 2021-02-10 18:42:48,049 BAD EPOCHS (no improvement): 4 | |
| 2021-02-10 18:42:48,053 ---------------------------------------------------------------------------------------------------- | |
| 2021-02-10 18:42:56,426 epoch 131 - iter 63/632 - loss 0.14075049 - samples/sec: 241.01 - lr: 0.001563 | |
| 2021-02-10 18:43:05,126 epoch 131 - iter 126/632 - loss 0.13373060 - samples/sec: 231.93 - lr: 0.001563 | |
| 2021-02-10 18:43:13,282 epoch 131 - iter 189/632 - loss 0.12667385 - samples/sec: 247.39 - lr: 0.001563 | |
| 2021-02-10 18:43:21,895 epoch 131 - iter 252/632 - loss 0.13031205 - samples/sec: 234.28 - lr: 0.001563 | |
| 2021-02-10 18:43:30,405 epoch 131 - iter 315/632 - loss 0.12991285 - samples/sec: 237.10 - lr: 0.001563 | |
| 2021-02-10 18:43:38,972 epoch 131 - iter 378/632 - loss 0.12767003 - samples/sec: 235.56 - lr: 0.001563 | |
| 2021-02-10 18:43:47,396 epoch 131 - iter 441/632 - loss 0.12762542 - samples/sec: 239.51 - lr: 0.001563 | |
| 2021-02-10 18:43:55,685 epoch 131 - iter 504/632 - loss 0.12915916 - samples/sec: 243.46 - lr: 0.001563 | |
| 2021-02-10 18:44:04,300 epoch 131 - iter 567/632 - loss 0.12738553 - samples/sec: 234.21 - lr: 0.001563 | |
| 2021-02-10 18:44:12,913 epoch 131 - iter 630/632 - loss 0.12419121 - samples/sec: 234.30 - lr: 0.001563 | |
| 2021-02-10 18:44:13,124 ---------------------------------------------------------------------------------------------------- | |
| 2021-02-10 18:44:13,124 EPOCH 131 done: loss 0.1241 - lr 0.0015625 | |
| 2021-02-10 18:44:13,124 BAD EPOCHS (no improvement): 1 | |
| 2021-02-10 18:44:13,127 ---------------------------------------------------------------------------------------------------- | |
| 2021-02-10 18:44:21,580 epoch 132 - iter 63/632 - loss 0.12616769 - samples/sec: 238.74 - lr: 0.001563 | |
| 2021-02-10 18:44:30,097 epoch 132 - iter 126/632 - loss 0.11778754 - samples/sec: 236.91 - lr: 0.001563 | |
| 2021-02-10 18:44:38,598 epoch 132 - iter 189/632 - loss 0.11542176 - samples/sec: 237.37 - lr: 0.001563 | |
| 2021-02-10 18:44:47,234 epoch 132 - iter 252/632 - loss 0.11645653 - samples/sec: 233.65 - lr: 0.001563 | |
| 2021-02-10 18:44:55,765 epoch 132 - iter 315/632 - loss 0.11513898 - samples/sec: 236.54 - lr: 0.001563 | |
| 2021-02-10 18:45:04,535 epoch 132 - iter 378/632 - loss 0.11461116 - samples/sec: 230.07 - lr: 0.001563 | |
| 2021-02-10 18:45:12,921 epoch 132 - iter 441/632 - loss 0.11513420 - samples/sec: 240.62 - lr: 0.001563 | |
| 2021-02-10 18:45:21,405 epoch 132 - iter 504/632 - loss 0.11546429 - samples/sec: 237.85 - lr: 0.001563 | |
| 2021-02-10 18:45:29,730 epoch 132 - iter 567/632 - loss 0.11603771 - samples/sec: 242.39 - lr: 0.001563 | |
| 2021-02-10 18:45:38,175 epoch 132 - iter 630/632 - loss 0.11442844 - samples/sec: 238.93 - lr: 0.001563 | |
| 2021-02-10 18:45:38,342 ---------------------------------------------------------------------------------------------------- | |
| 2021-02-10 18:45:38,342 EPOCH 132 done: loss 0.1149 - lr 0.0015625 | |
| 2021-02-10 18:45:38,342 BAD EPOCHS (no improvement): 0 | |
| 2021-02-10 18:45:38,344 ---------------------------------------------------------------------------------------------------- | |
| 2021-02-10 18:45:46,775 epoch 133 - iter 63/632 - loss 0.11705060 - samples/sec: 239.38 - lr: 0.001563 | |
| 2021-02-10 18:45:55,078 epoch 133 - iter 126/632 - loss 0.10500518 - samples/sec: 243.02 - lr: 0.001563 | |
| 2021-02-10 18:46:03,566 epoch 133 - iter 189/632 - loss 0.11252236 - samples/sec: 237.73 - lr: 0.001563 | |
| 2021-02-10 18:46:12,601 epoch 133 - iter 252/632 - loss 0.11572954 - samples/sec: 223.33 - lr: 0.001563 | |
| 2021-02-10 18:46:21,010 epoch 133 - iter 315/632 - loss 0.11646899 - samples/sec: 239.99 - lr: 0.001563 | |
| 2021-02-10 18:46:29,316 epoch 133 - iter 378/632 - loss 0.11457307 - samples/sec: 242.95 - lr: 0.001563 | |
| 2021-02-10 18:46:37,762 epoch 133 - iter 441/632 - loss 0.11652268 - samples/sec: 238.88 - lr: 0.001563 | |
| 2021-02-10 18:46:46,417 epoch 133 - iter 504/632 - loss 0.11785062 - samples/sec: 233.16 - lr: 0.001563 | |
| 2021-02-10 18:46:54,924 epoch 133 - iter 567/632 - loss 0.12190521 - samples/sec: 237.20 - lr: 0.001563 | |
| 2021-02-10 18:47:03,623 epoch 133 - iter 630/632 - loss 0.12139018 - samples/sec: 231.96 - lr: 0.001563 | |
| 2021-02-10 18:47:03,780 ---------------------------------------------------------------------------------------------------- | |
| 2021-02-10 18:47:03,780 EPOCH 133 done: loss 0.1211 - lr 0.0015625 | |
| 2021-02-10 18:47:03,780 BAD EPOCHS (no improvement): 1 | |
| 2021-02-10 18:47:03,783 ---------------------------------------------------------------------------------------------------- | |
| 2021-02-10 18:47:12,090 epoch 134 - iter 63/632 - loss 0.10436479 - samples/sec: 242.95 - lr: 0.001563 | |
| 2021-02-10 18:47:20,521 epoch 134 - iter 126/632 - loss 0.10775250 - samples/sec: 239.33 - lr: 0.001563 | |
| 2021-02-10 18:47:29,086 epoch 134 - iter 189/632 - loss 0.11068857 - samples/sec: 235.58 - lr: 0.001563 | |
| 2021-02-10 18:47:37,595 epoch 134 - iter 252/632 - loss 0.11089673 - samples/sec: 237.15 - lr: 0.001563 | |
| 2021-02-10 18:47:46,032 epoch 134 - iter 315/632 - loss 0.11376776 - samples/sec: 239.18 - lr: 0.001563 | |
| 2021-02-10 18:47:54,451 epoch 134 - iter 378/632 - loss 0.11668788 - samples/sec: 239.67 - lr: 0.001563 | |
| 2021-02-10 18:48:02,845 epoch 134 - iter 441/632 - loss 0.11626466 - samples/sec: 240.40 - lr: 0.001563 | |
| 2021-02-10 18:48:11,485 epoch 134 - iter 504/632 - loss 0.11927670 - samples/sec: 233.52 - lr: 0.001563 | |
| 2021-02-10 18:48:20,055 epoch 134 - iter 567/632 - loss 0.12054563 - samples/sec: 235.47 - lr: 0.001563 | |
| 2021-02-10 18:48:28,512 epoch 134 - iter 630/632 - loss 0.12127258 - samples/sec: 238.60 - lr: 0.001563 | |
| 2021-02-10 18:48:28,756 ---------------------------------------------------------------------------------------------------- | |
| 2021-02-10 18:48:28,756 EPOCH 134 done: loss 0.1227 - lr 0.0015625 | |
| 2021-02-10 18:48:28,756 BAD EPOCHS (no improvement): 2 | |
| 2021-02-10 18:48:28,759 ---------------------------------------------------------------------------------------------------- | |
| 2021-02-10 18:48:37,393 epoch 135 - iter 63/632 - loss 0.09722961 - samples/sec: 233.74 - lr: 0.001563 | |
| 2021-02-10 18:48:45,798 epoch 135 - iter 126/632 - loss 0.10862188 - samples/sec: 240.06 - lr: 0.001563 | |
| 2021-02-10 18:48:54,242 epoch 135 - iter 189/632 - loss 0.11998471 - samples/sec: 238.97 - lr: 0.001563 | |
| 2021-02-10 18:49:02,580 epoch 135 - iter 252/632 - loss 0.11551638 - samples/sec: 241.98 - lr: 0.001563 | |
| 2021-02-10 18:49:10,782 epoch 135 - iter 315/632 - loss 0.11451100 - samples/sec: 246.04 - lr: 0.001563 | |
| 2021-02-10 18:49:19,285 epoch 135 - iter 378/632 - loss 0.11617414 - samples/sec: 237.32 - lr: 0.001563 | |
| 2021-02-10 18:49:27,561 epoch 135 - iter 441/632 - loss 0.11529307 - samples/sec: 243.83 - lr: 0.001563 | |
| 2021-02-10 18:49:36,073 epoch 135 - iter 504/632 - loss 0.11544011 - samples/sec: 237.04 - lr: 0.001563 | |
| 2021-02-10 18:49:44,411 epoch 135 - iter 567/632 - loss 0.11331250 - samples/sec: 242.00 - lr: 0.001563 | |
| 2021-02-10 18:49:52,819 epoch 135 - iter 630/632 - loss 0.11568280 - samples/sec: 240.01 - lr: 0.001563 | |
| 2021-02-10 18:49:52,956 ---------------------------------------------------------------------------------------------------- | |
| 2021-02-10 18:49:52,957 EPOCH 135 done: loss 0.1154 - lr 0.0015625 | |
| 2021-02-10 18:49:52,957 BAD EPOCHS (no improvement): 3 | |
| 2021-02-10 18:49:52,960 ---------------------------------------------------------------------------------------------------- | |
| 2021-02-10 18:50:01,452 epoch 136 - iter 63/632 - loss 0.11638238 - samples/sec: 237.63 - lr: 0.001563 | |
| 2021-02-10 18:50:09,948 epoch 136 - iter 126/632 - loss 0.12437670 - samples/sec: 237.50 - lr: 0.001563 | |
| 2021-02-10 18:50:18,342 epoch 136 - iter 189/632 - loss 0.11923409 - samples/sec: 240.40 - lr: 0.001563 | |
| 2021-02-10 18:50:26,790 epoch 136 - iter 252/632 - loss 0.11890012 - samples/sec: 238.86 - lr: 0.001563 | |
| 2021-02-10 18:50:35,203 epoch 136 - iter 315/632 - loss 0.11491005 - samples/sec: 239.83 - lr: 0.001563 | |
| 2021-02-10 18:50:43,903 epoch 136 - iter 378/632 - loss 0.11710378 - samples/sec: 231.94 - lr: 0.001563 | |
| 2021-02-10 18:50:52,438 epoch 136 - iter 441/632 - loss 0.11882738 - samples/sec: 236.42 - lr: 0.001563 | |
| 2021-02-10 18:51:01,091 epoch 136 - iter 504/632 - loss 0.11749263 - samples/sec: 233.19 - lr: 0.001563 | |
| 2021-02-10 18:51:09,761 epoch 136 - iter 567/632 - loss 0.12198981 - samples/sec: 232.71 - lr: 0.001563 | |
| 2021-02-10 18:51:18,471 epoch 136 - iter 630/632 - loss 0.12392808 - samples/sec: 231.67 - lr: 0.001563 | |
| 2021-02-10 18:51:18,604 ---------------------------------------------------------------------------------------------------- | |
| 2021-02-10 18:51:18,604 EPOCH 136 done: loss 0.1238 - lr 0.0015625 | |
| 2021-02-10 18:51:18,604 BAD EPOCHS (no improvement): 4 | |
| 2021-02-10 18:51:18,607 ---------------------------------------------------------------------------------------------------- | |
| 2021-02-10 18:51:27,220 epoch 137 - iter 63/632 - loss 0.11196368 - samples/sec: 234.28 - lr: 0.000781 | |
| 2021-02-10 18:51:35,553 epoch 137 - iter 126/632 - loss 0.12087530 - samples/sec: 242.16 - lr: 0.000781 | |
| 2021-02-10 18:51:43,921 epoch 137 - iter 189/632 - loss 0.12284094 - samples/sec: 241.15 - lr: 0.000781 | |
| 2021-02-10 18:51:52,311 epoch 137 - iter 252/632 - loss 0.12179081 - samples/sec: 240.50 - lr: 0.000781 | |
| 2021-02-10 18:52:00,759 epoch 137 - iter 315/632 - loss 0.11829284 - samples/sec: 238.85 - lr: 0.000781 | |
| 2021-02-10 18:52:08,935 epoch 137 - iter 378/632 - loss 0.11815120 - samples/sec: 246.81 - lr: 0.000781 | |
| 2021-02-10 18:52:17,165 epoch 137 - iter 441/632 - loss 0.11662731 - samples/sec: 245.16 - lr: 0.000781 | |
| 2021-02-10 18:52:25,500 epoch 137 - iter 504/632 - loss 0.11803480 - samples/sec: 242.11 - lr: 0.000781 | |
| 2021-02-10 18:52:33,953 epoch 137 - iter 567/632 - loss 0.11923549 - samples/sec: 238.71 - lr: 0.000781 | |
| 2021-02-10 18:52:42,236 epoch 137 - iter 630/632 - loss 0.12018875 - samples/sec: 243.58 - lr: 0.000781 | |
| 2021-02-10 18:52:42,378 ---------------------------------------------------------------------------------------------------- | |
| 2021-02-10 18:52:42,378 EPOCH 137 done: loss 0.1203 - lr 0.0007813 | |
| 2021-02-10 18:52:42,378 BAD EPOCHS (no improvement): 1 | |
| 2021-02-10 18:52:42,381 ---------------------------------------------------------------------------------------------------- | |
| 2021-02-10 18:52:50,727 epoch 138 - iter 63/632 - loss 0.11541355 - samples/sec: 241.82 - lr: 0.000781 | |
| 2021-02-10 18:52:59,397 epoch 138 - iter 126/632 - loss 0.12276214 - samples/sec: 232.71 - lr: 0.000781 | |
| 2021-02-10 18:53:07,994 epoch 138 - iter 189/632 - loss 0.11846120 - samples/sec: 234.73 - lr: 0.000781 | |
| 2021-02-10 18:53:16,744 epoch 138 - iter 252/632 - loss 0.11706607 - samples/sec: 230.59 - lr: 0.000781 | |
| 2021-02-10 18:53:25,490 epoch 138 - iter 315/632 - loss 0.11786315 - samples/sec: 230.71 - lr: 0.000781 | |
| 2021-02-10 18:53:33,917 epoch 138 - iter 378/632 - loss 0.12150069 - samples/sec: 239.47 - lr: 0.000781 | |
| 2021-02-10 18:53:42,338 epoch 138 - iter 441/632 - loss 0.12004620 - samples/sec: 239.64 - lr: 0.000781 | |
| 2021-02-10 18:53:50,789 epoch 138 - iter 504/632 - loss 0.12110239 - samples/sec: 238.76 - lr: 0.000781 | |
| 2021-02-10 18:53:59,004 epoch 138 - iter 567/632 - loss 0.12213499 - samples/sec: 245.62 - lr: 0.000781 | |
| 2021-02-10 18:54:07,246 epoch 138 - iter 630/632 - loss 0.12252728 - samples/sec: 244.83 - lr: 0.000781 | |
| 2021-02-10 18:54:07,410 ---------------------------------------------------------------------------------------------------- | |
| 2021-02-10 18:54:07,410 EPOCH 138 done: loss 0.1223 - lr 0.0007813 | |
| 2021-02-10 18:54:07,410 BAD EPOCHS (no improvement): 2 | |
| 2021-02-10 18:54:07,462 ---------------------------------------------------------------------------------------------------- | |
| 2021-02-10 18:54:15,844 epoch 139 - iter 63/632 - loss 0.12198392 - samples/sec: 240.76 - lr: 0.000781 | |
| 2021-02-10 18:54:24,470 epoch 139 - iter 126/632 - loss 0.11707854 - samples/sec: 233.92 - lr: 0.000781 | |
| 2021-02-10 18:54:32,907 epoch 139 - iter 189/632 - loss 0.12211660 - samples/sec: 239.17 - lr: 0.000781 | |
| 2021-02-10 18:54:41,507 epoch 139 - iter 252/632 - loss 0.12263273 - samples/sec: 234.61 - lr: 0.000781 | |
| 2021-02-10 18:54:49,895 epoch 139 - iter 315/632 - loss 0.11661589 - samples/sec: 240.59 - lr: 0.000781 | |
| 2021-02-10 18:54:58,275 epoch 139 - iter 378/632 - loss 0.11460026 - samples/sec: 240.78 - lr: 0.000781 | |
| 2021-02-10 18:55:06,627 epoch 139 - iter 441/632 - loss 0.11372536 - samples/sec: 241.59 - lr: 0.000781 | |
| 2021-02-10 18:55:15,098 epoch 139 - iter 504/632 - loss 0.11394547 - samples/sec: 238.23 - lr: 0.000781 | |
| 2021-02-10 18:55:23,517 epoch 139 - iter 567/632 - loss 0.11596667 - samples/sec: 239.68 - lr: 0.000781 | |
| 2021-02-10 18:55:31,889 epoch 139 - iter 630/632 - loss 0.11753302 - samples/sec: 241.02 - lr: 0.000781 | |
| 2021-02-10 18:55:32,029 ---------------------------------------------------------------------------------------------------- | |
| 2021-02-10 18:55:32,029 EPOCH 139 done: loss 0.1174 - lr 0.0007813 | |
| 2021-02-10 18:55:32,029 BAD EPOCHS (no improvement): 3 | |
| 2021-02-10 18:55:32,032 ---------------------------------------------------------------------------------------------------- | |
| 2021-02-10 18:55:40,109 epoch 140 - iter 63/632 - loss 0.11160141 - samples/sec: 249.87 - lr: 0.000781 | |
| 2021-02-10 18:55:48,489 epoch 140 - iter 126/632 - loss 0.11708466 - samples/sec: 240.76 - lr: 0.000781 | |
| 2021-02-10 18:55:57,030 epoch 140 - iter 189/632 - loss 0.12134734 - samples/sec: 236.27 - lr: 0.000781 | |
| 2021-02-10 18:56:05,772 epoch 140 - iter 252/632 - loss 0.11851964 - samples/sec: 230.81 - lr: 0.000781 | |
| 2021-02-10 18:56:14,378 epoch 140 - iter 315/632 - loss 0.11856408 - samples/sec: 234.48 - lr: 0.000781 | |
| 2021-02-10 18:56:23,005 epoch 140 - iter 378/632 - loss 0.11923459 - samples/sec: 233.88 - lr: 0.000781 | |
| 2021-02-10 18:56:31,327 epoch 140 - iter 441/632 - loss 0.11730647 - samples/sec: 242.47 - lr: 0.000781 | |
| 2021-02-10 18:56:40,125 epoch 140 - iter 504/632 - loss 0.11767531 - samples/sec: 236.36 - lr: 0.000781 | |
| 2021-02-10 18:56:55,454 epoch 140 - iter 567/632 - loss 0.11941735 - samples/sec: 238.62 - lr: 0.000781 | |
| 2021-02-10 18:57:03,807 epoch 140 - iter 630/632 - loss 0.11860670 - samples/sec: 241.55 - lr: 0.000781 | |
| 2021-02-10 18:57:03,944 ---------------------------------------------------------------------------------------------------- | |
| 2021-02-10 18:57:03,944 EPOCH 140 done: loss 0.1183 - lr 0.0007813 | |
| 2021-02-10 18:57:03,944 BAD EPOCHS (no improvement): 4 | |
| 2021-02-10 18:57:13,363 ---------------------------------------------------------------------------------------------------- | |
| 2021-02-10 18:57:21,963 epoch 141 - iter 63/632 - loss 0.10388225 - samples/sec: 234.64 - lr: 0.000391 | |
| 2021-02-10 18:57:30,350 epoch 141 - iter 126/632 - loss 0.11117028 - samples/sec: 240.60 - lr: 0.000391 | |
| 2021-02-10 18:57:39,730 epoch 141 - iter 189/632 - loss 0.10793009 - samples/sec: 244.58 - lr: 0.000391 | |
| 2021-02-10 18:57:48,066 epoch 141 - iter 252/632 - loss 0.11271542 - samples/sec: 242.06 - lr: 0.000391 | |
| 2021-02-10 18:57:56,408 epoch 141 - iter 315/632 - loss 0.11520779 - samples/sec: 241.90 - lr: 0.000391 | |
| 2021-02-10 18:58:04,659 epoch 141 - iter 378/632 - loss 0.11406059 - samples/sec: 244.55 - lr: 0.000391 | |
| 2021-02-10 18:58:13,125 epoch 141 - iter 441/632 - loss 0.11464734 - samples/sec: 238.38 - lr: 0.000391 | |
| 2021-02-10 18:58:21,902 epoch 141 - iter 504/632 - loss 0.11724065 - samples/sec: 229.87 - lr: 0.000391 | |
| 2021-02-10 18:58:30,432 epoch 141 - iter 567/632 - loss 0.11586883 - samples/sec: 236.57 - lr: 0.000391 | |
| 2021-02-10 18:58:38,984 epoch 141 - iter 630/632 - loss 0.11736141 - samples/sec: 235.97 - lr: 0.000391 | |
| 2021-02-10 18:58:39,176 ---------------------------------------------------------------------------------------------------- | |
| 2021-02-10 18:58:39,176 EPOCH 141 done: loss 0.1184 - lr 0.0003906 | |
| 2021-02-10 18:58:39,176 BAD EPOCHS (no improvement): 1 | |
| 2021-02-10 18:58:39,178 ---------------------------------------------------------------------------------------------------- | |
| 2021-02-10 18:58:47,576 epoch 142 - iter 63/632 - loss 0.11691251 - samples/sec: 240.30 - lr: 0.000391 | |
| 2021-02-10 18:58:55,800 epoch 142 - iter 126/632 - loss 0.11928092 - samples/sec: 245.37 - lr: 0.000391 | |
| 2021-02-10 18:59:04,084 epoch 142 - iter 189/632 - loss 0.12017447 - samples/sec: 243.58 - lr: 0.000391 | |
| 2021-02-10 18:59:12,589 epoch 142 - iter 252/632 - loss 0.11850893 - samples/sec: 237.26 - lr: 0.000391 | |
| 2021-02-10 18:59:21,058 epoch 142 - iter 315/632 - loss 0.11748049 - samples/sec: 238.27 - lr: 0.000391 | |
| 2021-02-10 18:59:29,540 epoch 142 - iter 378/632 - loss 0.11755803 - samples/sec: 237.92 - lr: 0.000391 | |
| 2021-02-10 18:59:37,987 epoch 142 - iter 441/632 - loss 0.11751197 - samples/sec: 238.86 - lr: 0.000391 | |
| 2021-02-10 18:59:46,616 epoch 142 - iter 504/632 - loss 0.11520916 - samples/sec: 233.86 - lr: 0.000391 | |
| 2021-02-10 18:59:55,309 epoch 142 - iter 567/632 - loss 0.11584277 - samples/sec: 232.12 - lr: 0.000391 | |
| 2021-02-10 19:00:03,685 epoch 142 - iter 630/632 - loss 0.11516478 - samples/sec: 240.93 - lr: 0.000391 | |
| 2021-02-10 19:00:03,847 ---------------------------------------------------------------------------------------------------- | |
| 2021-02-10 19:00:03,847 EPOCH 142 done: loss 0.1158 - lr 0.0003906 | |
| 2021-02-10 19:00:03,847 BAD EPOCHS (no improvement): 2 | |
| 2021-02-10 19:00:03,850 ---------------------------------------------------------------------------------------------------- | |
| 2021-02-10 19:00:13,441 epoch 143 - iter 63/632 - loss 0.10844430 - samples/sec: 210.38 - lr: 0.000391 | |
| 2021-02-10 19:00:21,809 epoch 143 - iter 126/632 - loss 0.11875681 - samples/sec: 241.14 - lr: 0.000391 | |
| 2021-02-10 19:00:30,404 epoch 143 - iter 189/632 - loss 0.11305227 - samples/sec: 234.77 - lr: 0.000391 | |
| 2021-02-10 19:00:38,927 epoch 143 - iter 252/632 - loss 0.11514628 - samples/sec: 236.74 - lr: 0.000391 | |
| 2021-02-10 19:00:47,340 epoch 143 - iter 315/632 - loss 0.11831011 - samples/sec: 239.88 - lr: 0.000391 | |
| 2021-02-10 19:00:55,853 epoch 143 - iter 378/632 - loss 0.11888185 - samples/sec: 237.02 - lr: 0.000391 | |
| 2021-02-10 19:01:04,083 epoch 143 - iter 441/632 - loss 0.11760401 - samples/sec: 245.17 - lr: 0.000391 | |
| 2021-02-10 19:01:12,555 epoch 143 - iter 504/632 - loss 0.11767117 - samples/sec: 238.17 - lr: 0.000391 | |
| 2021-02-10 19:01:20,791 epoch 143 - iter 567/632 - loss 0.11775527 - samples/sec: 245.03 - lr: 0.000391 | |
| 2021-02-10 19:01:29,382 epoch 143 - iter 630/632 - loss 0.11973262 - samples/sec: 234.85 - lr: 0.000391 | |
| 2021-02-10 19:01:29,549 ---------------------------------------------------------------------------------------------------- | |
| 2021-02-10 19:01:29,549 EPOCH 143 done: loss 0.1198 - lr 0.0003906 | |
| 2021-02-10 19:01:29,550 BAD EPOCHS (no improvement): 3 | |
| 2021-02-10 19:01:29,555 ---------------------------------------------------------------------------------------------------- | |
| 2021-02-10 19:01:37,781 epoch 144 - iter 63/632 - loss 0.10725790 - samples/sec: 245.31 - lr: 0.000391 | |
| 2021-02-10 19:01:46,485 epoch 144 - iter 126/632 - loss 0.11438774 - samples/sec: 231.81 - lr: 0.000391 | |
| 2021-02-10 19:01:54,831 epoch 144 - iter 189/632 - loss 0.12607135 - samples/sec: 241.79 - lr: 0.000391 | |
| 2021-02-10 19:02:03,257 epoch 144 - iter 252/632 - loss 0.12412678 - samples/sec: 239.46 - lr: 0.000391 | |
| 2021-02-10 19:02:12,067 epoch 144 - iter 315/632 - loss 0.12236619 - samples/sec: 229.05 - lr: 0.000391 | |
| 2021-02-10 19:02:20,607 epoch 144 - iter 378/632 - loss 0.12170095 - samples/sec: 236.26 - lr: 0.000391 | |
| 2021-02-10 19:02:29,096 epoch 144 - iter 441/632 - loss 0.12080145 - samples/sec: 237.71 - lr: 0.000391 | |
| 2021-02-10 19:02:37,671 epoch 144 - iter 504/632 - loss 0.12214573 - samples/sec: 235.32 - lr: 0.000391 | |
| 2021-02-10 19:02:45,931 epoch 144 - iter 567/632 - loss 0.12385044 - samples/sec: 244.28 - lr: 0.000391 | |
| 2021-02-10 19:02:54,600 epoch 144 - iter 630/632 - loss 0.12122700 - samples/sec: 232.77 - lr: 0.000391 | |
| 2021-02-10 19:02:54,754 ---------------------------------------------------------------------------------------------------- | |
| 2021-02-10 19:02:54,754 EPOCH 144 done: loss 0.1213 - lr 0.0003906 | |
| 2021-02-10 19:02:54,754 BAD EPOCHS (no improvement): 4 | |
| 2021-02-10 19:02:54,757 ---------------------------------------------------------------------------------------------------- | |
| 2021-02-10 19:03:03,246 epoch 145 - iter 63/632 - loss 0.12977737 - samples/sec: 237.70 - lr: 0.000195 | |
| 2021-02-10 19:03:11,845 epoch 145 - iter 126/632 - loss 0.12066631 - samples/sec: 234.67 - lr: 0.000195 | |
| 2021-02-10 19:03:20,441 epoch 145 - iter 189/632 - loss 0.11969409 - samples/sec: 234.74 - lr: 0.000195 | |
| 2021-02-10 19:03:28,748 epoch 145 - iter 252/632 - loss 0.11703555 - samples/sec: 242.91 - lr: 0.000195 | |
| 2021-02-10 19:03:37,084 epoch 145 - iter 315/632 - loss 0.12138864 - samples/sec: 242.06 - lr: 0.000195 | |
| 2021-02-10 19:03:45,524 epoch 145 - iter 378/632 - loss 0.11907857 - samples/sec: 239.08 - lr: 0.000195 | |
| 2021-02-10 19:03:53,967 epoch 145 - iter 441/632 - loss 0.12167091 - samples/sec: 239.00 - lr: 0.000195 | |
| 2021-02-10 19:04:02,461 epoch 145 - iter 504/632 - loss 0.12044840 - samples/sec: 237.55 - lr: 0.000195 | |
| 2021-02-10 19:04:10,845 epoch 145 - iter 567/632 - loss 0.11957044 - samples/sec: 240.69 - lr: 0.000195 | |
| 2021-02-10 19:04:19,201 epoch 145 - iter 630/632 - loss 0.11934488 - samples/sec: 241.48 - lr: 0.000195 | |
| 2021-02-10 19:04:19,385 ---------------------------------------------------------------------------------------------------- | |
| 2021-02-10 19:04:19,385 EPOCH 145 done: loss 0.1193 - lr 0.0001953 | |
| 2021-02-10 19:04:19,385 BAD EPOCHS (no improvement): 1 | |
| 2021-02-10 19:04:19,390 ---------------------------------------------------------------------------------------------------- | |
| 2021-02-10 19:04:27,716 epoch 146 - iter 63/632 - loss 0.12690681 - samples/sec: 242.37 - lr: 0.000195 | |
| 2021-02-10 19:04:35,945 epoch 146 - iter 126/632 - loss 0.12182329 - samples/sec: 245.24 - lr: 0.000195 | |
| 2021-02-10 19:04:44,289 epoch 146 - iter 189/632 - loss 0.12432239 - samples/sec: 241.83 - lr: 0.000195 | |
| 2021-02-10 19:04:52,657 epoch 146 - iter 252/632 - loss 0.11900999 - samples/sec: 241.14 - lr: 0.000195 | |
| 2021-02-10 19:05:00,981 epoch 146 - iter 315/632 - loss 0.11538020 - samples/sec: 242.41 - lr: 0.000195 | |
| 2021-02-10 19:05:09,512 epoch 146 - iter 378/632 - loss 0.11948476 - samples/sec: 236.54 - lr: 0.000195 | |
| 2021-02-10 19:05:18,343 epoch 146 - iter 441/632 - loss 0.12110189 - samples/sec: 228.48 - lr: 0.000195 | |
| 2021-02-10 19:05:26,815 epoch 146 - iter 504/632 - loss 0.11987761 - samples/sec: 238.17 - lr: 0.000195 | |
| 2021-02-10 19:05:35,237 epoch 146 - iter 567/632 - loss 0.12081856 - samples/sec: 239.60 - lr: 0.000195 | |
| 2021-02-10 19:05:43,714 epoch 146 - iter 630/632 - loss 0.12063895 - samples/sec: 238.03 - lr: 0.000195 | |
| 2021-02-10 19:05:43,849 ---------------------------------------------------------------------------------------------------- | |
| 2021-02-10 19:05:43,849 EPOCH 146 done: loss 0.1203 - lr 0.0001953 | |
| 2021-02-10 19:05:43,849 BAD EPOCHS (no improvement): 2 | |
| 2021-02-10 19:05:43,852 ---------------------------------------------------------------------------------------------------- | |
| 2021-02-10 19:05:52,279 epoch 147 - iter 63/632 - loss 0.14253285 - samples/sec: 239.47 - lr: 0.000195 | |
| 2021-02-10 19:06:00,957 epoch 147 - iter 126/632 - loss 0.13553489 - samples/sec: 232.51 - lr: 0.000195 | |
| 2021-02-10 19:06:09,595 epoch 147 - iter 189/632 - loss 0.12641247 - samples/sec: 233.59 - lr: 0.000195 | |
| 2021-02-10 19:06:18,124 epoch 147 - iter 252/632 - loss 0.12384935 - samples/sec: 236.57 - lr: 0.000195 | |
| 2021-02-10 19:06:26,476 epoch 147 - iter 315/632 - loss 0.12064955 - samples/sec: 241.60 - lr: 0.000195 | |
| 2021-02-10 19:06:35,201 epoch 147 - iter 378/632 - loss 0.11792792 - samples/sec: 231.26 - lr: 0.000195 | |
| 2021-02-10 19:06:43,502 epoch 147 - iter 441/632 - loss 0.11520012 - samples/sec: 243.10 - lr: 0.000195 | |
| 2021-02-10 19:06:52,062 epoch 147 - iter 504/632 - loss 0.11891477 - samples/sec: 235.73 - lr: 0.000195 | |
| 2021-02-10 19:07:00,550 epoch 147 - iter 567/632 - loss 0.11948391 - samples/sec: 237.74 - lr: 0.000195 | |
| 2021-02-10 19:07:08,767 epoch 147 - iter 630/632 - loss 0.11853317 - samples/sec: 245.58 - lr: 0.000195 | |
| 2021-02-10 19:07:08,908 ---------------------------------------------------------------------------------------------------- | |
| 2021-02-10 19:07:08,908 EPOCH 147 done: loss 0.1185 - lr 0.0001953 | |
| 2021-02-10 19:07:08,908 BAD EPOCHS (no improvement): 3 | |
| 2021-02-10 19:07:08,911 ---------------------------------------------------------------------------------------------------- | |
| 2021-02-10 19:07:17,270 epoch 148 - iter 63/632 - loss 0.11850380 - samples/sec: 241.44 - lr: 0.000195 | |
| 2021-02-10 19:07:25,863 epoch 148 - iter 126/632 - loss 0.11324289 - samples/sec: 234.80 - lr: 0.000195 | |
| 2021-02-10 19:07:34,250 epoch 148 - iter 189/632 - loss 0.11766642 - samples/sec: 240.62 - lr: 0.000195 | |
| 2021-02-10 19:07:42,743 epoch 148 - iter 252/632 - loss 0.11539789 - samples/sec: 237.58 - lr: 0.000195 | |
| 2021-02-10 19:07:51,182 epoch 148 - iter 315/632 - loss 0.11491143 - samples/sec: 239.12 - lr: 0.000195 | |
| 2021-02-10 19:07:59,659 epoch 148 - iter 378/632 - loss 0.11452772 - samples/sec: 238.04 - lr: 0.000195 | |
| 2021-02-10 19:08:08,072 epoch 148 - iter 441/632 - loss 0.11540206 - samples/sec: 239.84 - lr: 0.000195 | |
| 2021-02-10 19:08:16,984 epoch 148 - iter 504/632 - loss 0.11571161 - samples/sec: 226.42 - lr: 0.000195 | |
| 2021-02-10 19:08:25,591 epoch 148 - iter 567/632 - loss 0.11364174 - samples/sec: 234.44 - lr: 0.000195 | |
| 2021-02-10 19:08:33,972 epoch 148 - iter 630/632 - loss 0.11566179 - samples/sec: 240.78 - lr: 0.000195 | |
| 2021-02-10 19:08:34,101 ---------------------------------------------------------------------------------------------------- | |
| 2021-02-10 19:08:34,102 EPOCH 148 done: loss 0.1154 - lr 0.0001953 | |
| 2021-02-10 19:08:34,102 BAD EPOCHS (no improvement): 4 | |
| 2021-02-10 19:08:34,104 ---------------------------------------------------------------------------------------------------- | |
| 2021-02-10 19:08:34,104 ---------------------------------------------------------------------------------------------------- | |
| 2021-02-10 19:08:34,104 learning rate too small - quitting training! | |
| 2021-02-10 19:08:34,104 ---------------------------------------------------------------------------------------------------- | |
| 2021-02-10 19:08:45,818 ---------------------------------------------------------------------------------------------------- | |
| 2021-02-10 19:08:45,819 Testing using best model ... | |
| 2021-02-10 19:08:57,118 0.9307 0.9305 0.9306 | |
| 2021-02-10 19:08:57,119 | |
| Results: | |
| - F1-score (micro) 0.9306 | |
| - F1-score (macro) 0.9241 | |
| By class: | |
| LOC tp: 1428 - fp: 141 - fn: 86 - precision: 0.9101 - recall: 0.9432 - f1-score: 0.9264 | |
| MISC tp: 599 - fp: 85 - fn: 79 - precision: 0.8757 - recall: 0.8835 - f1-score: 0.8796 | |
| ORG tp: 1647 - fp: 136 - fn: 206 - precision: 0.9237 - recall: 0.8888 - f1-score: 0.9059 | |
| PER tp: 1574 - fp: 29 - fn: 21 - precision: 0.9819 - recall: 0.9868 - f1-score: 0.9844 | |
| 2021-02-10 19:08:57,119 ---------------------------------------------------------------------------------------------------- | |
| 2021-02-10 19:08:57,119 ---------------------------------------------------------------------------------------------------- | |