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best-model.pt

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final-model.pt

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loss.tsv

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+EPOCH	TIMESTAMP	LEARNING_RATE	TRAIN_LOSS	DEV_LOSS	DEV_PRECISION	DEV_RECALL	DEV_F1	DEV_ACCURACY
+1	00:37:31	0.0001	2.5127	1.1886	0.0000	0.0000	0.0000	0.0000
+2	00:39:26	0.0001	0.7138	0.4619	0.5755	0.6526	0.6116	0.4582
+3	00:41:22	0.0001	0.3144	0.2281	0.7137	0.8164	0.7616	0.6351
+4	00:43:18	0.0001	0.1666	0.1488	0.8211	0.8883	0.8534	0.7666
+5	00:45:13	0.0001	0.1003	0.1298	0.8022	0.8958	0.8464	0.7568
+6	00:47:09	0.0001	0.0728	0.1200	0.8284	0.9107	0.8676	0.7876
+7	00:49:05	0.0001	0.0586	0.1259	0.8483	0.9156	0.8807	0.8022
+8	00:51:01	0.0000	0.0498	0.1271	0.8447	0.9181	0.8799	0.8009
+9	00:52:56	0.0000	0.0415	0.1236	0.8463	0.9156	0.8796	0.8022
+10	00:54:50	0.0000	0.0395	0.1268	0.8440	0.9132	0.8772	0.8000

runs/events.out.tfevents.1696638937.s-stefan-it-autotrain-flair-hmbench-hmbyt5-ajmc-de-c395f-66c5j5.121.12

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test.tsv

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+quod O O
+conveniat O O
+, O O
+negel O O
+? O O
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+. O O
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+0 B-work B-work
+. I-work I-work
+C I-work I-work
+. I-work I-work
+658 B-scope B-scope
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+
+869 O O
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+

training.log

@@ -0,0 +1,264 @@
+2023-10-07 00:35:37,817 ----------------------------------------------------------------------------------------------------
+2023-10-07 00:35:37,818 Model: "SequenceTagger(
+  (embeddings): ByT5Embeddings(
+    (model): T5EncoderModel(
+      (shared): Embedding(384, 1472)
+      (encoder): T5Stack(
+        (embed_tokens): Embedding(384, 1472)
+        (block): ModuleList(
+          (0): T5Block(
+            (layer): ModuleList(
+              (0): T5LayerSelfAttention(
+                (SelfAttention): T5Attention(
+                  (q): Linear(in_features=1472, out_features=384, bias=False)
+                  (k): Linear(in_features=1472, out_features=384, bias=False)
+                  (v): Linear(in_features=1472, out_features=384, bias=False)
+                  (o): Linear(in_features=384, out_features=1472, bias=False)
+                  (relative_attention_bias): Embedding(32, 6)
+                )
+                (layer_norm): T5LayerNorm()
+                (dropout): Dropout(p=0.1, inplace=False)
+              )
+              (1): T5LayerFF(
+                (DenseReluDense): T5DenseGatedActDense(
+                  (wi_0): Linear(in_features=1472, out_features=3584, bias=False)
+                  (wi_1): Linear(in_features=1472, out_features=3584, bias=False)
+                  (wo): Linear(in_features=3584, out_features=1472, bias=False)
+                  (dropout): Dropout(p=0.1, inplace=False)
+                  (act): NewGELUActivation()
+                )
+                (layer_norm): T5LayerNorm()
+                (dropout): Dropout(p=0.1, inplace=False)
+              )
+            )
+          )
+          (1-11): 11 x T5Block(
+            (layer): ModuleList(
+              (0): T5LayerSelfAttention(
+                (SelfAttention): T5Attention(
+                  (q): Linear(in_features=1472, out_features=384, bias=False)
+                  (k): Linear(in_features=1472, out_features=384, bias=False)
+                  (v): Linear(in_features=1472, out_features=384, bias=False)
+                  (o): Linear(in_features=384, out_features=1472, bias=False)
+                )
+                (layer_norm): T5LayerNorm()
+                (dropout): Dropout(p=0.1, inplace=False)
+              )
+              (1): T5LayerFF(
+                (DenseReluDense): T5DenseGatedActDense(
+                  (wi_0): Linear(in_features=1472, out_features=3584, bias=False)
+                  (wi_1): Linear(in_features=1472, out_features=3584, bias=False)
+                  (wo): Linear(in_features=3584, out_features=1472, bias=False)
+                  (dropout): Dropout(p=0.1, inplace=False)
+                  (act): NewGELUActivation()
+                )
+                (layer_norm): T5LayerNorm()
+                (dropout): Dropout(p=0.1, inplace=False)
+              )
+            )
+          )
+        )
+        (final_layer_norm): T5LayerNorm()
+        (dropout): Dropout(p=0.1, inplace=False)
+      )
+    )
+  )
+  (locked_dropout): LockedDropout(p=0.5)
+  (linear): Linear(in_features=1472, out_features=25, bias=True)
+  (loss_function): CrossEntropyLoss()
+)"
+2023-10-07 00:35:37,818 ----------------------------------------------------------------------------------------------------
+2023-10-07 00:35:37,818 MultiCorpus: 1100 train + 206 dev + 240 test sentences
+ - NER_HIPE_2022 Corpus: 1100 train + 206 dev + 240 test sentences - /app/.flair/datasets/ner_hipe_2022/v2.1/ajmc/de/with_doc_seperator
+2023-10-07 00:35:37,818 ----------------------------------------------------------------------------------------------------
+2023-10-07 00:35:37,818 Train:  1100 sentences
+2023-10-07 00:35:37,818         (train_with_dev=False, train_with_test=False)
+2023-10-07 00:35:37,818 ----------------------------------------------------------------------------------------------------
+2023-10-07 00:35:37,818 Training Params:
+2023-10-07 00:35:37,818  - learning_rate: "0.00015" 
+2023-10-07 00:35:37,818  - mini_batch_size: "4"
+2023-10-07 00:35:37,818  - max_epochs: "10"
+2023-10-07 00:35:37,818  - shuffle: "True"
+2023-10-07 00:35:37,818 ----------------------------------------------------------------------------------------------------
+2023-10-07 00:35:37,819 Plugins:
+2023-10-07 00:35:37,819  - TensorboardLogger
+2023-10-07 00:35:37,819  - LinearScheduler | warmup_fraction: '0.1'
+2023-10-07 00:35:37,819 ----------------------------------------------------------------------------------------------------
+2023-10-07 00:35:37,819 Final evaluation on model from best epoch (best-model.pt)
+2023-10-07 00:35:37,819  - metric: "('micro avg', 'f1-score')"
+2023-10-07 00:35:37,819 ----------------------------------------------------------------------------------------------------
+2023-10-07 00:35:37,819 Computation:
+2023-10-07 00:35:37,819  - compute on device: cuda:0
+2023-10-07 00:35:37,819  - embedding storage: none
+2023-10-07 00:35:37,819 ----------------------------------------------------------------------------------------------------
+2023-10-07 00:35:37,819 Model training base path: "hmbench-ajmc/de-hmbyt5-preliminary/byt5-small-historic-multilingual-span20-flax-bs4-wsFalse-e10-lr0.00015-poolingfirst-layers-1-crfFalse-4"
+2023-10-07 00:35:37,819 ----------------------------------------------------------------------------------------------------
+2023-10-07 00:35:37,819 ----------------------------------------------------------------------------------------------------
+2023-10-07 00:35:37,819 Logging anything other than scalars to TensorBoard is currently not supported.
+2023-10-07 00:35:48,212 epoch 1 - iter 27/275 - loss 3.24465135 - time (sec): 10.39 - samples/sec: 206.42 - lr: 0.000014 - momentum: 0.000000
+2023-10-07 00:35:58,672 epoch 1 - iter 54/275 - loss 3.23785816 - time (sec): 20.85 - samples/sec: 209.05 - lr: 0.000029 - momentum: 0.000000
+2023-10-07 00:36:09,968 epoch 1 - iter 81/275 - loss 3.21707274 - time (sec): 32.15 - samples/sec: 214.57 - lr: 0.000044 - momentum: 0.000000
+2023-10-07 00:36:20,709 epoch 1 - iter 108/275 - loss 3.17604538 - time (sec): 42.89 - samples/sec: 212.81 - lr: 0.000058 - momentum: 0.000000
+2023-10-07 00:36:31,347 epoch 1 - iter 135/275 - loss 3.09663227 - time (sec): 53.53 - samples/sec: 212.85 - lr: 0.000073 - momentum: 0.000000
+2023-10-07 00:36:41,548 epoch 1 - iter 162/275 - loss 3.00566947 - time (sec): 63.73 - samples/sec: 210.98 - lr: 0.000088 - momentum: 0.000000
+2023-10-07 00:36:51,662 epoch 1 - iter 189/275 - loss 2.90577773 - time (sec): 73.84 - samples/sec: 210.29 - lr: 0.000103 - momentum: 0.000000
+2023-10-07 00:37:02,931 epoch 1 - iter 216/275 - loss 2.77695018 - time (sec): 85.11 - samples/sec: 211.41 - lr: 0.000117 - momentum: 0.000000
+2023-10-07 00:37:13,250 epoch 1 - iter 243/275 - loss 2.65848440 - time (sec): 95.43 - samples/sec: 211.60 - lr: 0.000132 - momentum: 0.000000
+2023-10-07 00:37:23,817 epoch 1 - iter 270/275 - loss 2.53096374 - time (sec): 106.00 - samples/sec: 211.36 - lr: 0.000147 - momentum: 0.000000
+2023-10-07 00:37:25,592 ----------------------------------------------------------------------------------------------------
+2023-10-07 00:37:25,593 EPOCH 1 done: loss 2.5127 - lr: 0.000147
+2023-10-07 00:37:31,862 DEV : loss 1.1886310577392578 - f1-score (micro avg)  0.0
+2023-10-07 00:37:31,867 ----------------------------------------------------------------------------------------------------
+2023-10-07 00:37:42,508 epoch 2 - iter 27/275 - loss 1.07637212 - time (sec): 10.64 - samples/sec: 216.93 - lr: 0.000148 - momentum: 0.000000
+2023-10-07 00:37:52,995 epoch 2 - iter 54/275 - loss 1.00421005 - time (sec): 21.13 - samples/sec: 206.43 - lr: 0.000147 - momentum: 0.000000
+2023-10-07 00:38:02,866 epoch 2 - iter 81/275 - loss 0.96377651 - time (sec): 31.00 - samples/sec: 204.05 - lr: 0.000145 - momentum: 0.000000
+2023-10-07 00:38:13,234 epoch 2 - iter 108/275 - loss 0.91682659 - time (sec): 41.37 - samples/sec: 207.15 - lr: 0.000144 - momentum: 0.000000
+2023-10-07 00:38:23,920 epoch 2 - iter 135/275 - loss 0.86832986 - time (sec): 52.05 - samples/sec: 208.72 - lr: 0.000142 - momentum: 0.000000
+2023-10-07 00:38:34,433 epoch 2 - iter 162/275 - loss 0.83414533 - time (sec): 62.56 - samples/sec: 208.20 - lr: 0.000140 - momentum: 0.000000
+2023-10-07 00:38:46,166 epoch 2 - iter 189/275 - loss 0.79830847 - time (sec): 74.30 - samples/sec: 209.66 - lr: 0.000139 - momentum: 0.000000
+2023-10-07 00:38:56,879 epoch 2 - iter 216/275 - loss 0.76820675 - time (sec): 85.01 - samples/sec: 209.90 - lr: 0.000137 - momentum: 0.000000
+2023-10-07 00:39:07,497 epoch 2 - iter 243/275 - loss 0.74101144 - time (sec): 95.63 - samples/sec: 210.38 - lr: 0.000135 - momentum: 0.000000
+2023-10-07 00:39:17,810 epoch 2 - iter 270/275 - loss 0.72190363 - time (sec): 105.94 - samples/sec: 210.39 - lr: 0.000134 - momentum: 0.000000
+2023-10-07 00:39:20,007 ----------------------------------------------------------------------------------------------------
+2023-10-07 00:39:20,007 EPOCH 2 done: loss 0.7138 - lr: 0.000134
+2023-10-07 00:39:26,571 DEV : loss 0.4618619382381439 - f1-score (micro avg)  0.6116
+2023-10-07 00:39:26,576 saving best model
+2023-10-07 00:39:27,416 ----------------------------------------------------------------------------------------------------
+2023-10-07 00:39:37,694 epoch 3 - iter 27/275 - loss 0.44334615 - time (sec): 10.28 - samples/sec: 206.01 - lr: 0.000132 - momentum: 0.000000
+2023-10-07 00:39:48,545 epoch 3 - iter 54/275 - loss 0.43316190 - time (sec): 21.13 - samples/sec: 211.62 - lr: 0.000130 - momentum: 0.000000
+2023-10-07 00:39:59,652 epoch 3 - iter 81/275 - loss 0.38824786 - time (sec): 32.23 - samples/sec: 213.19 - lr: 0.000129 - momentum: 0.000000
+2023-10-07 00:40:10,614 epoch 3 - iter 108/275 - loss 0.37049291 - time (sec): 43.20 - samples/sec: 212.24 - lr: 0.000127 - momentum: 0.000000
+2023-10-07 00:40:20,856 epoch 3 - iter 135/275 - loss 0.36359113 - time (sec): 53.44 - samples/sec: 211.70 - lr: 0.000125 - momentum: 0.000000
+2023-10-07 00:40:31,245 epoch 3 - iter 162/275 - loss 0.35571890 - time (sec): 63.83 - samples/sec: 211.04 - lr: 0.000124 - momentum: 0.000000
+2023-10-07 00:40:42,080 epoch 3 - iter 189/275 - loss 0.34026768 - time (sec): 74.66 - samples/sec: 212.68 - lr: 0.000122 - momentum: 0.000000
+2023-10-07 00:40:52,556 epoch 3 - iter 216/275 - loss 0.33070460 - time (sec): 85.14 - samples/sec: 211.55 - lr: 0.000120 - momentum: 0.000000
+2023-10-07 00:41:03,152 epoch 3 - iter 243/275 - loss 0.32397496 - time (sec): 95.73 - samples/sec: 211.12 - lr: 0.000119 - momentum: 0.000000
+2023-10-07 00:41:13,822 epoch 3 - iter 270/275 - loss 0.31454731 - time (sec): 106.40 - samples/sec: 210.71 - lr: 0.000117 - momentum: 0.000000
+2023-10-07 00:41:15,654 ----------------------------------------------------------------------------------------------------
+2023-10-07 00:41:15,654 EPOCH 3 done: loss 0.3144 - lr: 0.000117
+2023-10-07 00:41:22,311 DEV : loss 0.228062704205513 - f1-score (micro avg)  0.7616
+2023-10-07 00:41:22,318 saving best model
+2023-10-07 00:41:23,218 ----------------------------------------------------------------------------------------------------
+2023-10-07 00:41:32,733 epoch 4 - iter 27/275 - loss 0.22170771 - time (sec): 9.51 - samples/sec: 185.52 - lr: 0.000115 - momentum: 0.000000
+2023-10-07 00:41:43,680 epoch 4 - iter 54/275 - loss 0.19268526 - time (sec): 20.46 - samples/sec: 202.48 - lr: 0.000114 - momentum: 0.000000
+2023-10-07 00:41:54,307 epoch 4 - iter 81/275 - loss 0.20558909 - time (sec): 31.09 - samples/sec: 207.99 - lr: 0.000112 - momentum: 0.000000
+2023-10-07 00:42:05,276 epoch 4 - iter 108/275 - loss 0.19942196 - time (sec): 42.06 - samples/sec: 209.53 - lr: 0.000110 - momentum: 0.000000
+2023-10-07 00:42:15,305 epoch 4 - iter 135/275 - loss 0.20010328 - time (sec): 52.09 - samples/sec: 208.29 - lr: 0.000109 - momentum: 0.000000
+2023-10-07 00:42:26,051 epoch 4 - iter 162/275 - loss 0.18966403 - time (sec): 62.83 - samples/sec: 208.83 - lr: 0.000107 - momentum: 0.000000
+2023-10-07 00:42:36,199 epoch 4 - iter 189/275 - loss 0.17911069 - time (sec): 72.98 - samples/sec: 208.18 - lr: 0.000105 - momentum: 0.000000
+2023-10-07 00:42:46,986 epoch 4 - iter 216/275 - loss 0.17461571 - time (sec): 83.77 - samples/sec: 209.49 - lr: 0.000104 - momentum: 0.000000
+2023-10-07 00:42:58,186 epoch 4 - iter 243/275 - loss 0.17252150 - time (sec): 94.97 - samples/sec: 209.95 - lr: 0.000102 - momentum: 0.000000
+2023-10-07 00:43:09,350 epoch 4 - iter 270/275 - loss 0.16668016 - time (sec): 106.13 - samples/sec: 209.85 - lr: 0.000101 - momentum: 0.000000
+2023-10-07 00:43:11,595 ----------------------------------------------------------------------------------------------------
+2023-10-07 00:43:11,595 EPOCH 4 done: loss 0.1666 - lr: 0.000101
+2023-10-07 00:43:17,997 DEV : loss 0.14883744716644287 - f1-score (micro avg)  0.8534
+2023-10-07 00:43:18,002 saving best model
+2023-10-07 00:43:18,896 ----------------------------------------------------------------------------------------------------
+2023-10-07 00:43:28,939 epoch 5 - iter 27/275 - loss 0.12782776 - time (sec): 10.04 - samples/sec: 218.40 - lr: 0.000099 - momentum: 0.000000
+2023-10-07 00:43:39,135 epoch 5 - iter 54/275 - loss 0.11301519 - time (sec): 20.24 - samples/sec: 207.78 - lr: 0.000097 - momentum: 0.000000
+2023-10-07 00:43:50,382 epoch 5 - iter 81/275 - loss 0.09651918 - time (sec): 31.48 - samples/sec: 212.14 - lr: 0.000095 - momentum: 0.000000
+2023-10-07 00:44:00,614 epoch 5 - iter 108/275 - loss 0.08883584 - time (sec): 41.72 - samples/sec: 211.47 - lr: 0.000094 - momentum: 0.000000
+2023-10-07 00:44:11,723 epoch 5 - iter 135/275 - loss 0.09020465 - time (sec): 52.83 - samples/sec: 212.09 - lr: 0.000092 - momentum: 0.000000
+2023-10-07 00:44:22,057 epoch 5 - iter 162/275 - loss 0.08963939 - time (sec): 63.16 - samples/sec: 210.63 - lr: 0.000090 - momentum: 0.000000
+2023-10-07 00:44:33,182 epoch 5 - iter 189/275 - loss 0.09410623 - time (sec): 74.28 - samples/sec: 211.29 - lr: 0.000089 - momentum: 0.000000
+2023-10-07 00:44:43,846 epoch 5 - iter 216/275 - loss 0.09339511 - time (sec): 84.95 - samples/sec: 210.87 - lr: 0.000087 - momentum: 0.000000
+2023-10-07 00:44:55,157 epoch 5 - iter 243/275 - loss 0.09465580 - time (sec): 96.26 - samples/sec: 211.70 - lr: 0.000086 - momentum: 0.000000
+2023-10-07 00:45:05,582 epoch 5 - iter 270/275 - loss 0.10074098 - time (sec): 106.68 - samples/sec: 210.66 - lr: 0.000084 - momentum: 0.000000
+2023-10-07 00:45:07,299 ----------------------------------------------------------------------------------------------------
+2023-10-07 00:45:07,299 EPOCH 5 done: loss 0.1003 - lr: 0.000084
+2023-10-07 00:45:13,867 DEV : loss 0.12982256710529327 - f1-score (micro avg)  0.8464
+2023-10-07 00:45:13,872 ----------------------------------------------------------------------------------------------------
+2023-10-07 00:45:25,006 epoch 6 - iter 27/275 - loss 0.07497527 - time (sec): 11.13 - samples/sec: 216.66 - lr: 0.000082 - momentum: 0.000000
+2023-10-07 00:45:35,986 epoch 6 - iter 54/275 - loss 0.08285850 - time (sec): 22.11 - samples/sec: 213.72 - lr: 0.000080 - momentum: 0.000000
+2023-10-07 00:45:46,448 epoch 6 - iter 81/275 - loss 0.08041495 - time (sec): 32.57 - samples/sec: 212.40 - lr: 0.000079 - momentum: 0.000000
+2023-10-07 00:45:57,121 epoch 6 - iter 108/275 - loss 0.07314735 - time (sec): 43.25 - samples/sec: 209.40 - lr: 0.000077 - momentum: 0.000000
+2023-10-07 00:46:07,202 epoch 6 - iter 135/275 - loss 0.07994274 - time (sec): 53.33 - samples/sec: 207.64 - lr: 0.000075 - momentum: 0.000000
+2023-10-07 00:46:18,075 epoch 6 - iter 162/275 - loss 0.07730868 - time (sec): 64.20 - samples/sec: 209.15 - lr: 0.000074 - momentum: 0.000000
+2023-10-07 00:46:28,875 epoch 6 - iter 189/275 - loss 0.07698445 - time (sec): 75.00 - samples/sec: 209.10 - lr: 0.000072 - momentum: 0.000000
+2023-10-07 00:46:39,564 epoch 6 - iter 216/275 - loss 0.07201113 - time (sec): 85.69 - samples/sec: 209.32 - lr: 0.000071 - momentum: 0.000000
+2023-10-07 00:46:49,441 epoch 6 - iter 243/275 - loss 0.07243783 - time (sec): 95.57 - samples/sec: 208.63 - lr: 0.000069 - momentum: 0.000000
+2023-10-07 00:47:01,008 epoch 6 - iter 270/275 - loss 0.07225813 - time (sec): 107.13 - samples/sec: 208.65 - lr: 0.000067 - momentum: 0.000000
+2023-10-07 00:47:02,971 ----------------------------------------------------------------------------------------------------
+2023-10-07 00:47:02,971 EPOCH 6 done: loss 0.0728 - lr: 0.000067
+2023-10-07 00:47:09,592 DEV : loss 0.12001053243875504 - f1-score (micro avg)  0.8676
+2023-10-07 00:47:09,597 saving best model
+2023-10-07 00:47:10,489 ----------------------------------------------------------------------------------------------------
+2023-10-07 00:47:21,410 epoch 7 - iter 27/275 - loss 0.06192537 - time (sec): 10.92 - samples/sec: 212.09 - lr: 0.000065 - momentum: 0.000000
+2023-10-07 00:47:31,901 epoch 7 - iter 54/275 - loss 0.05977148 - time (sec): 21.41 - samples/sec: 212.33 - lr: 0.000064 - momentum: 0.000000
+2023-10-07 00:47:41,751 epoch 7 - iter 81/275 - loss 0.06681344 - time (sec): 31.26 - samples/sec: 206.01 - lr: 0.000062 - momentum: 0.000000
+2023-10-07 00:47:52,572 epoch 7 - iter 108/275 - loss 0.05410918 - time (sec): 42.08 - samples/sec: 206.64 - lr: 0.000060 - momentum: 0.000000
+2023-10-07 00:48:02,665 epoch 7 - iter 135/275 - loss 0.05103969 - time (sec): 52.18 - samples/sec: 206.34 - lr: 0.000059 - momentum: 0.000000
+2023-10-07 00:48:12,953 epoch 7 - iter 162/275 - loss 0.05258361 - time (sec): 62.46 - samples/sec: 206.59 - lr: 0.000057 - momentum: 0.000000
+2023-10-07 00:48:24,400 epoch 7 - iter 189/275 - loss 0.05653518 - time (sec): 73.91 - samples/sec: 209.72 - lr: 0.000056 - momentum: 0.000000
+2023-10-07 00:48:34,840 epoch 7 - iter 216/275 - loss 0.05912026 - time (sec): 84.35 - samples/sec: 210.67 - lr: 0.000054 - momentum: 0.000000
+2023-10-07 00:48:45,715 epoch 7 - iter 243/275 - loss 0.05647272 - time (sec): 95.22 - samples/sec: 211.51 - lr: 0.000052 - momentum: 0.000000
+2023-10-07 00:48:56,584 epoch 7 - iter 270/275 - loss 0.05911576 - time (sec): 106.09 - samples/sec: 210.46 - lr: 0.000051 - momentum: 0.000000
+2023-10-07 00:48:58,579 ----------------------------------------------------------------------------------------------------
+2023-10-07 00:48:58,580 EPOCH 7 done: loss 0.0586 - lr: 0.000051
+2023-10-07 00:49:05,085 DEV : loss 0.12589117884635925 - f1-score (micro avg)  0.8807
+2023-10-07 00:49:05,090 saving best model
+2023-10-07 00:49:05,978 ----------------------------------------------------------------------------------------------------
+2023-10-07 00:49:16,957 epoch 8 - iter 27/275 - loss 0.05427260 - time (sec): 10.98 - samples/sec: 209.15 - lr: 0.000049 - momentum: 0.000000
+2023-10-07 00:49:28,110 epoch 8 - iter 54/275 - loss 0.04989192 - time (sec): 22.13 - samples/sec: 210.65 - lr: 0.000047 - momentum: 0.000000
+2023-10-07 00:49:38,389 epoch 8 - iter 81/275 - loss 0.04274412 - time (sec): 32.41 - samples/sec: 208.64 - lr: 0.000045 - momentum: 0.000000
+2023-10-07 00:49:49,105 epoch 8 - iter 108/275 - loss 0.04776994 - time (sec): 43.13 - samples/sec: 209.34 - lr: 0.000044 - momentum: 0.000000
+2023-10-07 00:49:59,138 epoch 8 - iter 135/275 - loss 0.04621146 - time (sec): 53.16 - samples/sec: 207.10 - lr: 0.000042 - momentum: 0.000000
+2023-10-07 00:50:09,827 epoch 8 - iter 162/275 - loss 0.04777182 - time (sec): 63.85 - samples/sec: 207.29 - lr: 0.000041 - momentum: 0.000000
+2023-10-07 00:50:20,564 epoch 8 - iter 189/275 - loss 0.04810477 - time (sec): 74.58 - samples/sec: 207.45 - lr: 0.000039 - momentum: 0.000000
+2023-10-07 00:50:31,392 epoch 8 - iter 216/275 - loss 0.04777527 - time (sec): 85.41 - samples/sec: 207.73 - lr: 0.000037 - momentum: 0.000000
+2023-10-07 00:50:42,549 epoch 8 - iter 243/275 - loss 0.04744571 - time (sec): 96.57 - samples/sec: 208.49 - lr: 0.000036 - momentum: 0.000000
+2023-10-07 00:50:53,002 epoch 8 - iter 270/275 - loss 0.05011668 - time (sec): 107.02 - samples/sec: 208.86 - lr: 0.000034 - momentum: 0.000000
+2023-10-07 00:50:54,990 ----------------------------------------------------------------------------------------------------
+2023-10-07 00:50:54,990 EPOCH 8 done: loss 0.0498 - lr: 0.000034
+2023-10-07 00:51:01,481 DEV : loss 0.12705843150615692 - f1-score (micro avg)  0.8799
+2023-10-07 00:51:01,489 ----------------------------------------------------------------------------------------------------
+2023-10-07 00:51:12,097 epoch 9 - iter 27/275 - loss 0.03587233 - time (sec): 10.61 - samples/sec: 210.44 - lr: 0.000032 - momentum: 0.000000
+2023-10-07 00:51:23,158 epoch 9 - iter 54/275 - loss 0.03664267 - time (sec): 21.67 - samples/sec: 213.50 - lr: 0.000030 - momentum: 0.000000
+2023-10-07 00:51:33,824 epoch 9 - iter 81/275 - loss 0.03944543 - time (sec): 32.33 - samples/sec: 214.24 - lr: 0.000029 - momentum: 0.000000
+2023-10-07 00:51:45,477 epoch 9 - iter 108/275 - loss 0.03918142 - time (sec): 43.99 - samples/sec: 217.79 - lr: 0.000027 - momentum: 0.000000
+2023-10-07 00:51:55,747 epoch 9 - iter 135/275 - loss 0.03500996 - time (sec): 54.26 - samples/sec: 214.83 - lr: 0.000026 - momentum: 0.000000
+2023-10-07 00:52:07,007 epoch 9 - iter 162/275 - loss 0.03794301 - time (sec): 65.52 - samples/sec: 214.43 - lr: 0.000024 - momentum: 0.000000
+2023-10-07 00:52:16,787 epoch 9 - iter 189/275 - loss 0.03606300 - time (sec): 75.30 - samples/sec: 212.76 - lr: 0.000022 - momentum: 0.000000
+2023-10-07 00:52:27,623 epoch 9 - iter 216/275 - loss 0.03745300 - time (sec): 86.13 - samples/sec: 212.67 - lr: 0.000021 - momentum: 0.000000
+2023-10-07 00:52:37,879 epoch 9 - iter 243/275 - loss 0.04230847 - time (sec): 96.39 - samples/sec: 211.63 - lr: 0.000019 - momentum: 0.000000
+2023-10-07 00:52:47,756 epoch 9 - iter 270/275 - loss 0.04151868 - time (sec): 106.27 - samples/sec: 211.28 - lr: 0.000017 - momentum: 0.000000
+2023-10-07 00:52:49,548 ----------------------------------------------------------------------------------------------------
+2023-10-07 00:52:49,549 EPOCH 9 done: loss 0.0415 - lr: 0.000017
+2023-10-07 00:52:55,995 DEV : loss 0.12362600862979889 - f1-score (micro avg)  0.8796
+2023-10-07 00:52:56,000 ----------------------------------------------------------------------------------------------------
+2023-10-07 00:53:06,325 epoch 10 - iter 27/275 - loss 0.01681997 - time (sec): 10.32 - samples/sec: 202.64 - lr: 0.000015 - momentum: 0.000000
+2023-10-07 00:53:16,510 epoch 10 - iter 54/275 - loss 0.01536124 - time (sec): 20.51 - samples/sec: 205.77 - lr: 0.000014 - momentum: 0.000000
+2023-10-07 00:53:27,252 epoch 10 - iter 81/275 - loss 0.02200717 - time (sec): 31.25 - samples/sec: 207.93 - lr: 0.000012 - momentum: 0.000000
+2023-10-07 00:53:37,879 epoch 10 - iter 108/275 - loss 0.03421344 - time (sec): 41.88 - samples/sec: 207.80 - lr: 0.000011 - momentum: 0.000000
+2023-10-07 00:53:49,366 epoch 10 - iter 135/275 - loss 0.03299415 - time (sec): 53.36 - samples/sec: 210.18 - lr: 0.000009 - momentum: 0.000000
+2023-10-07 00:53:59,700 epoch 10 - iter 162/275 - loss 0.03915623 - time (sec): 63.70 - samples/sec: 210.29 - lr: 0.000007 - momentum: 0.000000
+2023-10-07 00:54:10,405 epoch 10 - iter 189/275 - loss 0.03697938 - time (sec): 74.40 - samples/sec: 210.35 - lr: 0.000006 - momentum: 0.000000
+2023-10-07 00:54:20,729 epoch 10 - iter 216/275 - loss 0.03565587 - time (sec): 84.73 - samples/sec: 209.76 - lr: 0.000004 - momentum: 0.000000
+2023-10-07 00:54:31,700 epoch 10 - iter 243/275 - loss 0.03766839 - time (sec): 95.70 - samples/sec: 210.45 - lr: 0.000002 - momentum: 0.000000
+2023-10-07 00:54:41,735 epoch 10 - iter 270/275 - loss 0.04038979 - time (sec): 105.73 - samples/sec: 209.65 - lr: 0.000001 - momentum: 0.000000
+2023-10-07 00:54:44,172 ----------------------------------------------------------------------------------------------------
+2023-10-07 00:54:44,172 EPOCH 10 done: loss 0.0395 - lr: 0.000001
+2023-10-07 00:54:50,595 DEV : loss 0.12676455080509186 - f1-score (micro avg)  0.8772
+2023-10-07 00:54:51,456 ----------------------------------------------------------------------------------------------------
+2023-10-07 00:54:51,458 Loading model from best epoch ...
+2023-10-07 00:54:54,915 SequenceTagger predicts: Dictionary with 25 tags: O, S-scope, B-scope, E-scope, I-scope, S-pers, B-pers, E-pers, I-pers, S-work, B-work, E-work, I-work, S-loc, B-loc, E-loc, I-loc, S-object, B-object, E-object, I-object, S-date, B-date, E-date, I-date
+2023-10-07 00:55:01,881 
+Results:
+- F-score (micro) 0.8866
+- F-score (macro) 0.5282
+- Accuracy 0.8173
+
+By class:
+              precision    recall  f1-score   support
+
+       scope     0.8939    0.9091    0.9014       176
+        pers     0.9147    0.9219    0.9183       128
+        work     0.8052    0.8378    0.8212        74
+      object     0.0000    0.0000    0.0000         2
+         loc     0.0000    0.0000    0.0000         2
+
+   micro avg     0.8831    0.8901    0.8866       382
+   macro avg     0.5228    0.5338    0.5282       382
+weighted avg     0.8743    0.8901    0.8821       382
+
+2023-10-07 00:55:01,881 ----------------------------------------------------------------------------------------------------