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best-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	02:14:22	0.0002	2.4684	1.1067	0.0000	0.0000	0.0000	0.0000
+2	02:16:16	0.0001	0.6708	0.4050	0.5707	0.5608	0.5657	0.4388
+3	02:18:12	0.0001	0.2820	0.2055	0.7391	0.8437	0.7879	0.6667
+4	02:20:07	0.0001	0.1439	0.1366	0.8271	0.8784	0.8520	0.7646
+5	02:22:03	0.0001	0.0857	0.1259	0.8233	0.8784	0.8499	0.7613
+6	02:23:58	0.0001	0.0630	0.1208	0.8462	0.9007	0.8726	0.8031
+7	02:25:53	0.0001	0.0496	0.1267	0.8548	0.9057	0.8795	0.7987
+8	02:27:49	0.0000	0.0408	0.1264	0.8561	0.9007	0.8779	0.7996
+9	02:29:44	0.0000	0.0373	0.1214	0.8522	0.9156	0.8828	0.8092
+10	02:31:40	0.0000	0.0339	0.1222	0.8492	0.9082	0.8777	0.8026

runs/events.out.tfevents.1696644748.s-stefan-it-autotrain-flair-hmbench-hmbyt5-ajmc-de-c395f-66c5j5.121.17

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+quod O O
+conveniat O O
+, O O
+negel O O
+? O O
+Vgl O O
+. O O
+zu O O
+0 B-work B-work
+. I-work I-work
+C I-work I-work
+. I-work I-work
+658 B-scope B-scope
+. O O
+
+869 O O
+. O O
+d O O
+. O O
+h O O
+. O O
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+τόπος O O
+ἐπιστώμένος O O
+ποιεῖ O O
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+, O O
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+hat O O
+Kunde O O
+von O O
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+, O O
+so O O
+
+-DOCSTART- O O O
+
+ich O O
+dich O O
+( O O
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+meine O O
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+Mysien B-loc B-loc
+) O O
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+? O O
+
+Unterwegs O O
+war O O
+dem O O
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+. O O
+1006f B-scope B-scope
+. I-scope I-scope
+
+( O O
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+, O O
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+, O O
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+
+981 O O
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+
+985 O O
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+986 O O
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+. O O
+
+Wie O O
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+. O O
+

training.log

@@ -0,0 +1,265 @@
+2023-10-07 02:12:28,913 ----------------------------------------------------------------------------------------------------
+2023-10-07 02:12:28,914 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 02:12:28,914 ----------------------------------------------------------------------------------------------------
+2023-10-07 02:12:28,914 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 02:12:28,914 ----------------------------------------------------------------------------------------------------
+2023-10-07 02:12:28,914 Train:  1100 sentences
+2023-10-07 02:12:28,914         (train_with_dev=False, train_with_test=False)
+2023-10-07 02:12:28,914 ----------------------------------------------------------------------------------------------------
+2023-10-07 02:12:28,914 Training Params:
+2023-10-07 02:12:28,914  - learning_rate: "0.00016" 
+2023-10-07 02:12:28,914  - mini_batch_size: "4"
+2023-10-07 02:12:28,914  - max_epochs: "10"
+2023-10-07 02:12:28,914  - shuffle: "True"
+2023-10-07 02:12:28,914 ----------------------------------------------------------------------------------------------------
+2023-10-07 02:12:28,914 Plugins:
+2023-10-07 02:12:28,914  - TensorboardLogger
+2023-10-07 02:12:28,915  - LinearScheduler | warmup_fraction: '0.1'
+2023-10-07 02:12:28,915 ----------------------------------------------------------------------------------------------------
+2023-10-07 02:12:28,915 Final evaluation on model from best epoch (best-model.pt)
+2023-10-07 02:12:28,915  - metric: "('micro avg', 'f1-score')"
+2023-10-07 02:12:28,915 ----------------------------------------------------------------------------------------------------
+2023-10-07 02:12:28,915 Computation:
+2023-10-07 02:12:28,915  - compute on device: cuda:0
+2023-10-07 02:12:28,915  - embedding storage: none
+2023-10-07 02:12:28,915 ----------------------------------------------------------------------------------------------------
+2023-10-07 02:12:28,915 Model training base path: "hmbench-ajmc/de-hmbyt5-preliminary/byt5-small-historic-multilingual-span20-flax-bs4-wsFalse-e10-lr0.00016-poolingfirst-layers-1-crfFalse-5"
+2023-10-07 02:12:28,915 ----------------------------------------------------------------------------------------------------
+2023-10-07 02:12:28,915 ----------------------------------------------------------------------------------------------------
+2023-10-07 02:12:28,915 Logging anything other than scalars to TensorBoard is currently not supported.
+2023-10-07 02:12:39,998 epoch 1 - iter 27/275 - loss 3.23597451 - time (sec): 11.08 - samples/sec: 215.66 - lr: 0.000015 - momentum: 0.000000
+2023-10-07 02:12:50,779 epoch 1 - iter 54/275 - loss 3.22462504 - time (sec): 21.86 - samples/sec: 217.59 - lr: 0.000031 - momentum: 0.000000
+2023-10-07 02:13:01,461 epoch 1 - iter 81/275 - loss 3.20370274 - time (sec): 32.54 - samples/sec: 215.31 - lr: 0.000047 - momentum: 0.000000
+2023-10-07 02:13:11,505 epoch 1 - iter 108/275 - loss 3.16206007 - time (sec): 42.59 - samples/sec: 213.67 - lr: 0.000062 - momentum: 0.000000
+2023-10-07 02:13:22,015 epoch 1 - iter 135/275 - loss 3.08191132 - time (sec): 53.10 - samples/sec: 212.60 - lr: 0.000078 - momentum: 0.000000
+2023-10-07 02:13:32,226 epoch 1 - iter 162/275 - loss 2.98632345 - time (sec): 63.31 - samples/sec: 212.12 - lr: 0.000094 - momentum: 0.000000
+2023-10-07 02:13:42,861 epoch 1 - iter 189/275 - loss 2.87335549 - time (sec): 73.94 - samples/sec: 212.19 - lr: 0.000109 - momentum: 0.000000
+2023-10-07 02:13:53,276 epoch 1 - iter 216/275 - loss 2.75590896 - time (sec): 84.36 - samples/sec: 211.51 - lr: 0.000125 - momentum: 0.000000
+2023-10-07 02:14:03,691 epoch 1 - iter 243/275 - loss 2.63230218 - time (sec): 94.78 - samples/sec: 211.23 - lr: 0.000141 - momentum: 0.000000
+2023-10-07 02:14:14,534 epoch 1 - iter 270/275 - loss 2.49511163 - time (sec): 105.62 - samples/sec: 211.72 - lr: 0.000157 - momentum: 0.000000
+2023-10-07 02:14:16,472 ----------------------------------------------------------------------------------------------------
+2023-10-07 02:14:16,472 EPOCH 1 done: loss 2.4684 - lr: 0.000157
+2023-10-07 02:14:22,844 DEV : loss 1.106745719909668 - f1-score (micro avg)  0.0
+2023-10-07 02:14:22,849 ----------------------------------------------------------------------------------------------------
+2023-10-07 02:14:32,759 epoch 2 - iter 27/275 - loss 1.03794459 - time (sec): 9.91 - samples/sec: 201.13 - lr: 0.000158 - momentum: 0.000000
+2023-10-07 02:14:43,440 epoch 2 - iter 54/275 - loss 0.93637007 - time (sec): 20.59 - samples/sec: 209.04 - lr: 0.000157 - momentum: 0.000000
+2023-10-07 02:14:53,649 epoch 2 - iter 81/275 - loss 0.93217268 - time (sec): 30.80 - samples/sec: 210.53 - lr: 0.000155 - momentum: 0.000000
+2023-10-07 02:15:04,743 epoch 2 - iter 108/275 - loss 0.89211071 - time (sec): 41.89 - samples/sec: 212.38 - lr: 0.000153 - momentum: 0.000000
+2023-10-07 02:15:15,037 epoch 2 - iter 135/275 - loss 0.85263776 - time (sec): 52.19 - samples/sec: 210.25 - lr: 0.000151 - momentum: 0.000000
+2023-10-07 02:15:26,454 epoch 2 - iter 162/275 - loss 0.78822686 - time (sec): 63.60 - samples/sec: 211.47 - lr: 0.000150 - momentum: 0.000000
+2023-10-07 02:15:36,979 epoch 2 - iter 189/275 - loss 0.76715336 - time (sec): 74.13 - samples/sec: 212.09 - lr: 0.000148 - momentum: 0.000000
+2023-10-07 02:15:47,831 epoch 2 - iter 216/275 - loss 0.73485356 - time (sec): 84.98 - samples/sec: 212.67 - lr: 0.000146 - momentum: 0.000000
+2023-10-07 02:15:58,308 epoch 2 - iter 243/275 - loss 0.69914070 - time (sec): 95.46 - samples/sec: 212.73 - lr: 0.000144 - momentum: 0.000000
+2023-10-07 02:16:08,417 epoch 2 - iter 270/275 - loss 0.67613944 - time (sec): 105.57 - samples/sec: 211.86 - lr: 0.000143 - momentum: 0.000000
+2023-10-07 02:16:10,370 ----------------------------------------------------------------------------------------------------
+2023-10-07 02:16:10,370 EPOCH 2 done: loss 0.6708 - lr: 0.000143
+2023-10-07 02:16:16,959 DEV : loss 0.4049922525882721 - f1-score (micro avg)  0.5657
+2023-10-07 02:16:16,964 saving best model
+2023-10-07 02:16:17,905 ----------------------------------------------------------------------------------------------------
+2023-10-07 02:16:27,808 epoch 3 - iter 27/275 - loss 0.36210755 - time (sec): 9.90 - samples/sec: 204.70 - lr: 0.000141 - momentum: 0.000000
+2023-10-07 02:16:38,961 epoch 3 - iter 54/275 - loss 0.34685352 - time (sec): 21.06 - samples/sec: 212.25 - lr: 0.000139 - momentum: 0.000000
+2023-10-07 02:16:48,704 epoch 3 - iter 81/275 - loss 0.33215168 - time (sec): 30.80 - samples/sec: 210.05 - lr: 0.000137 - momentum: 0.000000
+2023-10-07 02:16:59,168 epoch 3 - iter 108/275 - loss 0.31409223 - time (sec): 41.26 - samples/sec: 209.97 - lr: 0.000135 - momentum: 0.000000
+2023-10-07 02:17:10,897 epoch 3 - iter 135/275 - loss 0.31849588 - time (sec): 52.99 - samples/sec: 212.00 - lr: 0.000134 - momentum: 0.000000
+2023-10-07 02:17:21,087 epoch 3 - iter 162/275 - loss 0.31293264 - time (sec): 63.18 - samples/sec: 211.31 - lr: 0.000132 - momentum: 0.000000
+2023-10-07 02:17:31,541 epoch 3 - iter 189/275 - loss 0.31181772 - time (sec): 73.64 - samples/sec: 212.57 - lr: 0.000130 - momentum: 0.000000
+2023-10-07 02:17:41,640 epoch 3 - iter 216/275 - loss 0.29993482 - time (sec): 83.73 - samples/sec: 211.98 - lr: 0.000128 - momentum: 0.000000
+2023-10-07 02:17:53,115 epoch 3 - iter 243/275 - loss 0.28383867 - time (sec): 95.21 - samples/sec: 211.68 - lr: 0.000127 - momentum: 0.000000
+2023-10-07 02:18:03,420 epoch 3 - iter 270/275 - loss 0.28319392 - time (sec): 105.51 - samples/sec: 211.11 - lr: 0.000125 - momentum: 0.000000
+2023-10-07 02:18:05,667 ----------------------------------------------------------------------------------------------------
+2023-10-07 02:18:05,667 EPOCH 3 done: loss 0.2820 - lr: 0.000125
+2023-10-07 02:18:12,203 DEV : loss 0.2055114060640335 - f1-score (micro avg)  0.7879
+2023-10-07 02:18:12,208 saving best model
+2023-10-07 02:18:13,055 ----------------------------------------------------------------------------------------------------
+2023-10-07 02:18:22,915 epoch 4 - iter 27/275 - loss 0.18218725 - time (sec): 9.86 - samples/sec: 204.60 - lr: 0.000123 - momentum: 0.000000
+2023-10-07 02:18:33,400 epoch 4 - iter 54/275 - loss 0.17494835 - time (sec): 20.34 - samples/sec: 204.09 - lr: 0.000121 - momentum: 0.000000
+2023-10-07 02:18:43,892 epoch 4 - iter 81/275 - loss 0.17221347 - time (sec): 30.83 - samples/sec: 205.84 - lr: 0.000119 - momentum: 0.000000
+2023-10-07 02:18:54,265 epoch 4 - iter 108/275 - loss 0.16848851 - time (sec): 41.21 - samples/sec: 205.18 - lr: 0.000118 - momentum: 0.000000
+2023-10-07 02:19:04,912 epoch 4 - iter 135/275 - loss 0.16270097 - time (sec): 51.85 - samples/sec: 206.52 - lr: 0.000116 - momentum: 0.000000
+2023-10-07 02:19:16,228 epoch 4 - iter 162/275 - loss 0.15537070 - time (sec): 63.17 - samples/sec: 208.97 - lr: 0.000114 - momentum: 0.000000
+2023-10-07 02:19:26,738 epoch 4 - iter 189/275 - loss 0.15649557 - time (sec): 73.68 - samples/sec: 209.17 - lr: 0.000112 - momentum: 0.000000
+2023-10-07 02:19:37,435 epoch 4 - iter 216/275 - loss 0.14952139 - time (sec): 84.38 - samples/sec: 208.44 - lr: 0.000111 - momentum: 0.000000
+2023-10-07 02:19:48,127 epoch 4 - iter 243/275 - loss 0.14597619 - time (sec): 95.07 - samples/sec: 208.83 - lr: 0.000109 - momentum: 0.000000
+2023-10-07 02:19:59,178 epoch 4 - iter 270/275 - loss 0.14571486 - time (sec): 106.12 - samples/sec: 210.01 - lr: 0.000107 - momentum: 0.000000
+2023-10-07 02:20:01,262 ----------------------------------------------------------------------------------------------------
+2023-10-07 02:20:01,262 EPOCH 4 done: loss 0.1439 - lr: 0.000107
+2023-10-07 02:20:07,795 DEV : loss 0.13657842576503754 - f1-score (micro avg)  0.852
+2023-10-07 02:20:07,800 saving best model
+2023-10-07 02:20:08,650 ----------------------------------------------------------------------------------------------------
+2023-10-07 02:20:19,324 epoch 5 - iter 27/275 - loss 0.10735410 - time (sec): 10.67 - samples/sec: 217.29 - lr: 0.000105 - momentum: 0.000000
+2023-10-07 02:20:30,041 epoch 5 - iter 54/275 - loss 0.09200243 - time (sec): 21.39 - samples/sec: 215.10 - lr: 0.000103 - momentum: 0.000000
+2023-10-07 02:20:39,930 epoch 5 - iter 81/275 - loss 0.09209995 - time (sec): 31.28 - samples/sec: 211.07 - lr: 0.000102 - momentum: 0.000000
+2023-10-07 02:20:51,698 epoch 5 - iter 108/275 - loss 0.09118834 - time (sec): 43.05 - samples/sec: 212.84 - lr: 0.000100 - momentum: 0.000000
+2023-10-07 02:21:02,612 epoch 5 - iter 135/275 - loss 0.09336177 - time (sec): 53.96 - samples/sec: 212.73 - lr: 0.000098 - momentum: 0.000000
+2023-10-07 02:21:12,944 epoch 5 - iter 162/275 - loss 0.09227941 - time (sec): 64.29 - samples/sec: 211.13 - lr: 0.000096 - momentum: 0.000000
+2023-10-07 02:21:23,975 epoch 5 - iter 189/275 - loss 0.08857508 - time (sec): 75.32 - samples/sec: 211.03 - lr: 0.000095 - momentum: 0.000000
+2023-10-07 02:21:34,493 epoch 5 - iter 216/275 - loss 0.08863026 - time (sec): 85.84 - samples/sec: 211.12 - lr: 0.000093 - momentum: 0.000000
+2023-10-07 02:21:44,705 epoch 5 - iter 243/275 - loss 0.09010889 - time (sec): 96.05 - samples/sec: 209.69 - lr: 0.000091 - momentum: 0.000000
+2023-10-07 02:21:55,180 epoch 5 - iter 270/275 - loss 0.08568815 - time (sec): 106.53 - samples/sec: 210.17 - lr: 0.000089 - momentum: 0.000000
+2023-10-07 02:21:57,055 ----------------------------------------------------------------------------------------------------
+2023-10-07 02:21:57,055 EPOCH 5 done: loss 0.0857 - lr: 0.000089
+2023-10-07 02:22:03,604 DEV : loss 0.12589101493358612 - f1-score (micro avg)  0.8499
+2023-10-07 02:22:03,610 ----------------------------------------------------------------------------------------------------
+2023-10-07 02:22:14,143 epoch 6 - iter 27/275 - loss 0.05644948 - time (sec): 10.53 - samples/sec: 205.18 - lr: 0.000087 - momentum: 0.000000
+2023-10-07 02:22:25,074 epoch 6 - iter 54/275 - loss 0.07001457 - time (sec): 21.46 - samples/sec: 211.75 - lr: 0.000086 - momentum: 0.000000
+2023-10-07 02:22:35,448 epoch 6 - iter 81/275 - loss 0.06319042 - time (sec): 31.84 - samples/sec: 212.48 - lr: 0.000084 - momentum: 0.000000
+2023-10-07 02:22:46,343 epoch 6 - iter 108/275 - loss 0.06152701 - time (sec): 42.73 - samples/sec: 211.57 - lr: 0.000082 - momentum: 0.000000
+2023-10-07 02:22:56,285 epoch 6 - iter 135/275 - loss 0.06315256 - time (sec): 52.67 - samples/sec: 211.26 - lr: 0.000080 - momentum: 0.000000
+2023-10-07 02:23:06,825 epoch 6 - iter 162/275 - loss 0.06048732 - time (sec): 63.21 - samples/sec: 210.47 - lr: 0.000079 - momentum: 0.000000
+2023-10-07 02:23:18,249 epoch 6 - iter 189/275 - loss 0.05972327 - time (sec): 74.64 - samples/sec: 211.77 - lr: 0.000077 - momentum: 0.000000
+2023-10-07 02:23:28,702 epoch 6 - iter 216/275 - loss 0.06084496 - time (sec): 85.09 - samples/sec: 211.37 - lr: 0.000075 - momentum: 0.000000
+2023-10-07 02:23:39,463 epoch 6 - iter 243/275 - loss 0.06321011 - time (sec): 95.85 - samples/sec: 211.46 - lr: 0.000073 - momentum: 0.000000
+2023-10-07 02:23:49,914 epoch 6 - iter 270/275 - loss 0.06222198 - time (sec): 106.30 - samples/sec: 210.65 - lr: 0.000072 - momentum: 0.000000
+2023-10-07 02:23:51,737 ----------------------------------------------------------------------------------------------------
+2023-10-07 02:23:51,737 EPOCH 6 done: loss 0.0630 - lr: 0.000072
+2023-10-07 02:23:58,273 DEV : loss 0.1208251342177391 - f1-score (micro avg)  0.8726
+2023-10-07 02:23:58,278 saving best model
+2023-10-07 02:23:59,127 ----------------------------------------------------------------------------------------------------
+2023-10-07 02:24:09,885 epoch 7 - iter 27/275 - loss 0.03876563 - time (sec): 10.76 - samples/sec: 208.90 - lr: 0.000070 - momentum: 0.000000
+2023-10-07 02:24:20,495 epoch 7 - iter 54/275 - loss 0.05629189 - time (sec): 21.37 - samples/sec: 215.00 - lr: 0.000068 - momentum: 0.000000
+2023-10-07 02:24:30,012 epoch 7 - iter 81/275 - loss 0.05064682 - time (sec): 30.88 - samples/sec: 210.92 - lr: 0.000066 - momentum: 0.000000
+2023-10-07 02:24:40,436 epoch 7 - iter 108/275 - loss 0.05021731 - time (sec): 41.31 - samples/sec: 208.87 - lr: 0.000064 - momentum: 0.000000
+2023-10-07 02:24:51,775 epoch 7 - iter 135/275 - loss 0.05655057 - time (sec): 52.65 - samples/sec: 212.34 - lr: 0.000063 - momentum: 0.000000
+2023-10-07 02:25:03,073 epoch 7 - iter 162/275 - loss 0.05126893 - time (sec): 63.94 - samples/sec: 212.58 - lr: 0.000061 - momentum: 0.000000
+2023-10-07 02:25:13,874 epoch 7 - iter 189/275 - loss 0.05162456 - time (sec): 74.75 - samples/sec: 213.07 - lr: 0.000059 - momentum: 0.000000
+2023-10-07 02:25:23,903 epoch 7 - iter 216/275 - loss 0.04951504 - time (sec): 84.77 - samples/sec: 211.15 - lr: 0.000058 - momentum: 0.000000
+2023-10-07 02:25:34,373 epoch 7 - iter 243/275 - loss 0.04717364 - time (sec): 95.25 - samples/sec: 210.64 - lr: 0.000056 - momentum: 0.000000
+2023-10-07 02:25:45,437 epoch 7 - iter 270/275 - loss 0.04980291 - time (sec): 106.31 - samples/sec: 210.78 - lr: 0.000054 - momentum: 0.000000
+2023-10-07 02:25:47,273 ----------------------------------------------------------------------------------------------------
+2023-10-07 02:25:47,273 EPOCH 7 done: loss 0.0496 - lr: 0.000054
+2023-10-07 02:25:53,830 DEV : loss 0.12672832608222961 - f1-score (micro avg)  0.8795
+2023-10-07 02:25:53,835 saving best model
+2023-10-07 02:25:54,676 ----------------------------------------------------------------------------------------------------
+2023-10-07 02:26:05,375 epoch 8 - iter 27/275 - loss 0.03165259 - time (sec): 10.70 - samples/sec: 209.13 - lr: 0.000052 - momentum: 0.000000
+2023-10-07 02:26:15,870 epoch 8 - iter 54/275 - loss 0.02197697 - time (sec): 21.19 - samples/sec: 210.51 - lr: 0.000050 - momentum: 0.000000
+2023-10-07 02:26:25,966 epoch 8 - iter 81/275 - loss 0.02864823 - time (sec): 31.29 - samples/sec: 206.34 - lr: 0.000048 - momentum: 0.000000
+2023-10-07 02:26:36,737 epoch 8 - iter 108/275 - loss 0.03438549 - time (sec): 42.06 - samples/sec: 205.59 - lr: 0.000047 - momentum: 0.000000
+2023-10-07 02:26:47,052 epoch 8 - iter 135/275 - loss 0.04362913 - time (sec): 52.37 - samples/sec: 206.88 - lr: 0.000045 - momentum: 0.000000
+2023-10-07 02:26:57,822 epoch 8 - iter 162/275 - loss 0.04486382 - time (sec): 63.14 - samples/sec: 207.68 - lr: 0.000043 - momentum: 0.000000
+2023-10-07 02:27:08,720 epoch 8 - iter 189/275 - loss 0.04765935 - time (sec): 74.04 - samples/sec: 208.45 - lr: 0.000042 - momentum: 0.000000
+2023-10-07 02:27:19,772 epoch 8 - iter 216/275 - loss 0.04320726 - time (sec): 85.09 - samples/sec: 210.02 - lr: 0.000040 - momentum: 0.000000
+2023-10-07 02:27:31,102 epoch 8 - iter 243/275 - loss 0.04126718 - time (sec): 96.42 - samples/sec: 211.05 - lr: 0.000038 - momentum: 0.000000
+2023-10-07 02:27:41,170 epoch 8 - iter 270/275 - loss 0.04102295 - time (sec): 106.49 - samples/sec: 209.79 - lr: 0.000036 - momentum: 0.000000
+2023-10-07 02:27:43,234 ----------------------------------------------------------------------------------------------------
+2023-10-07 02:27:43,234 EPOCH 8 done: loss 0.0408 - lr: 0.000036
+2023-10-07 02:27:49,802 DEV : loss 0.1264316886663437 - f1-score (micro avg)  0.8779
+2023-10-07 02:27:49,807 ----------------------------------------------------------------------------------------------------
+2023-10-07 02:28:00,940 epoch 9 - iter 27/275 - loss 0.00899587 - time (sec): 11.13 - samples/sec: 211.01 - lr: 0.000034 - momentum: 0.000000
+2023-10-07 02:28:11,284 epoch 9 - iter 54/275 - loss 0.02817830 - time (sec): 21.48 - samples/sec: 205.02 - lr: 0.000032 - momentum: 0.000000
+2023-10-07 02:28:22,131 epoch 9 - iter 81/275 - loss 0.02789991 - time (sec): 32.32 - samples/sec: 206.60 - lr: 0.000031 - momentum: 0.000000
+2023-10-07 02:28:32,791 epoch 9 - iter 108/275 - loss 0.03294531 - time (sec): 42.98 - samples/sec: 209.50 - lr: 0.000029 - momentum: 0.000000
+2023-10-07 02:28:43,731 epoch 9 - iter 135/275 - loss 0.03520420 - time (sec): 53.92 - samples/sec: 210.73 - lr: 0.000027 - momentum: 0.000000
+2023-10-07 02:28:54,910 epoch 9 - iter 162/275 - loss 0.03624598 - time (sec): 65.10 - samples/sec: 211.44 - lr: 0.000026 - momentum: 0.000000
+2023-10-07 02:29:05,800 epoch 9 - iter 189/275 - loss 0.03474740 - time (sec): 75.99 - samples/sec: 211.64 - lr: 0.000024 - momentum: 0.000000
+2023-10-07 02:29:15,982 epoch 9 - iter 216/275 - loss 0.03378550 - time (sec): 86.17 - samples/sec: 211.19 - lr: 0.000022 - momentum: 0.000000
+2023-10-07 02:29:26,369 epoch 9 - iter 243/275 - loss 0.03603380 - time (sec): 96.56 - samples/sec: 210.50 - lr: 0.000020 - momentum: 0.000000
+2023-10-07 02:29:36,654 epoch 9 - iter 270/275 - loss 0.03756618 - time (sec): 106.85 - samples/sec: 210.61 - lr: 0.000019 - momentum: 0.000000
+2023-10-07 02:29:38,234 ----------------------------------------------------------------------------------------------------
+2023-10-07 02:29:38,234 EPOCH 9 done: loss 0.0373 - lr: 0.000019
+2023-10-07 02:29:44,751 DEV : loss 0.1213604137301445 - f1-score (micro avg)  0.8828
+2023-10-07 02:29:44,756 saving best model
+2023-10-07 02:29:45,614 ----------------------------------------------------------------------------------------------------
+2023-10-07 02:29:55,956 epoch 10 - iter 27/275 - loss 0.00898985 - time (sec): 10.34 - samples/sec: 210.06 - lr: 0.000017 - momentum: 0.000000
+2023-10-07 02:30:06,205 epoch 10 - iter 54/275 - loss 0.01494168 - time (sec): 20.59 - samples/sec: 215.07 - lr: 0.000015 - momentum: 0.000000
+2023-10-07 02:30:17,186 epoch 10 - iter 81/275 - loss 0.01826487 - time (sec): 31.57 - samples/sec: 213.68 - lr: 0.000013 - momentum: 0.000000
+2023-10-07 02:30:27,975 epoch 10 - iter 108/275 - loss 0.01960483 - time (sec): 42.36 - samples/sec: 214.40 - lr: 0.000011 - momentum: 0.000000
+2023-10-07 02:30:38,405 epoch 10 - iter 135/275 - loss 0.02051339 - time (sec): 52.79 - samples/sec: 211.43 - lr: 0.000010 - momentum: 0.000000
+2023-10-07 02:30:49,274 epoch 10 - iter 162/275 - loss 0.02458921 - time (sec): 63.66 - samples/sec: 212.10 - lr: 0.000008 - momentum: 0.000000
+2023-10-07 02:31:00,291 epoch 10 - iter 189/275 - loss 0.02944180 - time (sec): 74.67 - samples/sec: 212.15 - lr: 0.000006 - momentum: 0.000000
+2023-10-07 02:31:11,010 epoch 10 - iter 216/275 - loss 0.03490929 - time (sec): 85.39 - samples/sec: 212.65 - lr: 0.000004 - momentum: 0.000000
+2023-10-07 02:31:21,373 epoch 10 - iter 243/275 - loss 0.03412757 - time (sec): 95.76 - samples/sec: 211.91 - lr: 0.000003 - momentum: 0.000000
+2023-10-07 02:31:31,934 epoch 10 - iter 270/275 - loss 0.03438963 - time (sec): 106.32 - samples/sec: 210.94 - lr: 0.000001 - momentum: 0.000000
+2023-10-07 02:31:33,696 ----------------------------------------------------------------------------------------------------
+2023-10-07 02:31:33,696 EPOCH 10 done: loss 0.0339 - lr: 0.000001
+2023-10-07 02:31:40,228 DEV : loss 0.12219757586717606 - f1-score (micro avg)  0.8777
+2023-10-07 02:31:41,035 ----------------------------------------------------------------------------------------------------
+2023-10-07 02:31:41,036 Loading model from best epoch ...
+2023-10-07 02:31:43,709 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 02:31:50,610 
+Results:
+- F-score (micro) 0.8877
+- F-score (macro) 0.732
+- Accuracy 0.8134
+
+By class:
+              precision    recall  f1-score   support
+
+       scope     0.8857    0.8807    0.8832       176
+        pers     0.9440    0.9219    0.9328       128
+        work     0.8125    0.8784    0.8442        74
+      object     0.0000    0.0000    0.0000         2
+         loc     1.0000    1.0000    1.0000         2
+
+   micro avg     0.8854    0.8901    0.8877       382
+   macro avg     0.7284    0.7362    0.7320       382
+weighted avg     0.8870    0.8901    0.8882       382
+
+2023-10-07 02:31:50,610 ----------------------------------------------------------------------------------------------------