2966 lines
442 KiB
Plaintext
2966 lines
442 KiB
Plaintext
2024-11-27 20:27:51.845022: I tensorflow/core/platform/cpu_feature_guard.cc:193] This TensorFlow binary is optimized with oneAPI Deep Neural Network Library (oneDNN) to use the following CPU instructions in performance-critical operations: AVX2 FMA
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To enable them in other operations, rebuild TensorFlow with the appropriate compiler flags.
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2024-11-27 20:27:52.768738: W tensorflow/compiler/xla/stream_executor/platform/default/dso_loader.cc:64] Could not load dynamic library 'libnvinfer_plugin.so.7'; dlerror: libcudnn.so.8: cannot open shared object file: No such file or directory; LD_LIBRARY_PATH: :/home/gpu/NLP/.env/lib/python3.10/site-packages/tensorrt:/home/gpu/NLP/.env/lib/python3.10/site-packages/tensorrt
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2024-11-27 20:27:52.768771: W tensorflow/compiler/tf2tensorrt/utils/py_utils.cc:38] TF-TRT Warning: Cannot dlopen some TensorRT libraries. If you would like to use Nvidia GPU with TensorRT, please make sure the missing libraries mentioned above are installed properly.
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HooshvareLab/bert-base-parsbert-ner-uncased
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##################################################
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##################################################
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2024-11-27 20:27:54,011 Reading data from data
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2024-11-27 20:27:54,012 Train: data/data110.txt
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2024-11-27 20:27:54,012 Dev: None
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2024-11-27 20:27:54,012 Test: None
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2024-11-27 20:27:54,081 No test split found. Using 10% (i.e. 11 samples) of the train split as test data
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2024-11-27 20:27:54,082 No dev split found. Using 10% (i.e. 10 samples) of the train split as dev data
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2024-11-27 20:27:54,082 Computing label dictionary. Progress:
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0it [00:00, ?it/s]
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0it [00:00, ?it/s]
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89it [00:00, 16180.19it/s]
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2024-11-27 20:27:54,090 Dictionary created for label 'ner' with 12 values: Org (seen 187 times), Sub (seen 125 times), Href (seen 123 times), Adv (seen 81 times), Aim (seen 37 times), Ref (seen 24 times), Act (seen 22 times), Pro (seen 15 times), Date (seen 14 times), Fac (seen 3 times), Num (seen 3 times), Event (seen 2 times)
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2024-11-27 20:28:57.220417: W tensorflow/compiler/xla/stream_executor/platform/default/dso_loader.cc:64] Could not load dynamic library 'libcudnn.so.8'; dlerror: libcudnn.so.8: cannot open shared object file: No such file or directory; LD_LIBRARY_PATH: :/home/gpu/NLP/.env/lib/python3.10/site-packages/tensorrt:/home/gpu/NLP/.env/lib/python3.10/site-packages/tensorrt
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2024-11-27 20:28:57.220472: W tensorflow/core/common_runtime/gpu/gpu_device.cc:1934] Cannot dlopen some GPU libraries. Please make sure the missing libraries mentioned above are installed properly if you would like to use GPU. Follow the guide at https://www.tensorflow.org/install/gpu for how to download and setup the required libraries for your platform.
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Skipping registering GPU devices...
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model read successfully !
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##################################################
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##################################################
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2024-11-27 20:29:00,586 SequenceTagger predicts: Dictionary with 49 tags: O, S-Org, B-Org, E-Org, I-Org, S-Sub, B-Sub, E-Sub, I-Sub, S-Href, B-Href, E-Href, I-Href, S-Adv, B-Adv, E-Adv, I-Adv, S-Aim, B-Aim, E-Aim, I-Aim, S-Ref, B-Ref, E-Ref, I-Ref, S-Act, B-Act, E-Act, I-Act, S-Pro, B-Pro, E-Pro, I-Pro, S-Date, B-Date, E-Date, I-Date, S-Fac, B-Fac, E-Fac, I-Fac, S-Num, B-Num, E-Num, I-Num, S-Event, B-Event, E-Event, I-Event
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/home/gpu/NLP/.env/lib/python3.10/site-packages/flair/trainers/trainer.py:499: FutureWarning: `torch.cuda.amp.GradScaler(args...)` is deprecated. Please use `torch.amp.GradScaler('cuda', args...)` instead.
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scaler = torch.cuda.amp.GradScaler(enabled=use_amp and flair.device.type != "cpu")
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2024-11-27 20:29:00,591 ----------------------------------------------------------------------------------------------------
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2024-11-27 20:29:00,593 Model: "SequenceTagger(
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(embeddings): TransformerWordEmbeddings(
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(model): BertModel(
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(embeddings): BertEmbeddings(
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(word_embeddings): Embedding(100001, 768, padding_idx=0)
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(position_embeddings): Embedding(512, 768)
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(token_type_embeddings): Embedding(2, 768)
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(LayerNorm): LayerNorm((768,), eps=1e-12, elementwise_affine=True)
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(dropout): Dropout(p=0.1, inplace=False)
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)
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(encoder): BertEncoder(
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(layer): ModuleList(
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(0-11): 12 x BertLayer(
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(attention): BertAttention(
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(self): BertSdpaSelfAttention(
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(query): Linear(in_features=768, out_features=768, bias=True)
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(key): Linear(in_features=768, out_features=768, bias=True)
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(value): Linear(in_features=768, out_features=768, bias=True)
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(dropout): Dropout(p=0.1, inplace=False)
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)
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(output): BertSelfOutput(
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(dense): Linear(in_features=768, out_features=768, bias=True)
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(LayerNorm): LayerNorm((768,), eps=1e-12, elementwise_affine=True)
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(dropout): Dropout(p=0.1, inplace=False)
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)
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)
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(intermediate): BertIntermediate(
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(dense): Linear(in_features=768, out_features=3072, bias=True)
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(intermediate_act_fn): GELUActivation()
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)
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(output): BertOutput(
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(dense): Linear(in_features=3072, out_features=768, bias=True)
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(LayerNorm): LayerNorm((768,), eps=1e-12, elementwise_affine=True)
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(dropout): Dropout(p=0.1, inplace=False)
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)
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)
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)
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)
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(pooler): BertPooler(
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(dense): Linear(in_features=768, out_features=768, bias=True)
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(activation): Tanh()
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)
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)
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)
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(locked_dropout): LockedDropout(p=0.5)
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(linear): Linear(in_features=768, out_features=49, bias=True)
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(loss_function): CrossEntropyLoss()
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)"
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2024-11-27 20:29:00,593 ----------------------------------------------------------------------------------------------------
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2024-11-27 20:29:00,593 Corpus: 89 train + 10 dev + 11 test sentences
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2024-11-27 20:29:00,593 ----------------------------------------------------------------------------------------------------
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2024-11-27 20:29:00,593 Train: 89 sentences
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2024-11-27 20:29:00,593 (train_with_dev=False, train_with_test=False)
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2024-11-27 20:29:00,593 ----------------------------------------------------------------------------------------------------
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2024-11-27 20:29:00,593 Training Params:
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2024-11-27 20:29:00,593 - learning_rate: "4e-05"
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2024-11-27 20:29:00,593 - mini_batch_size: "10"
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2024-11-27 20:29:00,593 - max_epochs: "200"
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2024-11-27 20:29:00,593 - shuffle: "True"
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2024-11-27 20:29:00,594 ----------------------------------------------------------------------------------------------------
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2024-11-27 20:29:00,594 Plugins:
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2024-11-27 20:29:00,594 - LinearScheduler | warmup_fraction: '0.1'
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2024-11-27 20:29:00,594 ----------------------------------------------------------------------------------------------------
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2024-11-27 20:29:00,594 Final evaluation on model after last epoch (final-model.pt)
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2024-11-27 20:29:00,594 - metric: "('micro avg', 'f1-score')"
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2024-11-27 20:29:00,594 ----------------------------------------------------------------------------------------------------
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2024-11-27 20:29:00,594 Computation:
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2024-11-27 20:29:00,594 - compute on device: cuda:0
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2024-11-27 20:29:00,594 - embedding storage: none
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2024-11-27 20:29:00,594 ----------------------------------------------------------------------------------------------------
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2024-11-27 20:29:00,594 Model training base path: "taggers"
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2024-11-27 20:29:00,594 ----------------------------------------------------------------------------------------------------
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2024-11-27 20:29:00,594 ----------------------------------------------------------------------------------------------------
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2024-11-27 20:29:01,631 epoch 1 - iter 1/9 - loss 4.65710957 - time (sec): 1.04 - samples/sec: 533.89 - lr: 0.000000 - momentum: 0.000000
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2024-11-27 20:29:01,717 epoch 1 - iter 2/9 - loss 4.65563200 - time (sec): 1.12 - samples/sec: 968.58 - lr: 0.000000 - momentum: 0.000000
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2024-11-27 20:29:01,846 epoch 1 - iter 3/9 - loss 4.63586331 - time (sec): 1.25 - samples/sec: 1342.62 - lr: 0.000000 - momentum: 0.000000
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2024-11-27 20:29:01,979 epoch 1 - iter 4/9 - loss 4.59567359 - time (sec): 1.38 - samples/sec: 1642.39 - lr: 0.000001 - momentum: 0.000000
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2024-11-27 20:29:02,117 epoch 1 - iter 5/9 - loss 4.62587248 - time (sec): 1.52 - samples/sec: 1882.69 - lr: 0.000001 - momentum: 0.000000
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2024-11-27 20:29:02,253 epoch 1 - iter 6/9 - loss 4.64331523 - time (sec): 1.66 - samples/sec: 2109.53 - lr: 0.000001 - momentum: 0.000000
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2024-11-27 20:29:02,388 epoch 1 - iter 7/9 - loss 4.64093422 - time (sec): 1.79 - samples/sec: 2241.83 - lr: 0.000001 - momentum: 0.000000
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2024-11-27 20:29:02,524 epoch 1 - iter 8/9 - loss 4.60011713 - time (sec): 1.93 - samples/sec: 2425.15 - lr: 0.000001 - momentum: 0.000000
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2024-11-27 20:29:02,646 epoch 1 - iter 9/9 - loss 4.62793420 - time (sec): 2.05 - samples/sec: 2534.08 - lr: 0.000002 - momentum: 0.000000
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2024-11-27 20:29:02,646 ----------------------------------------------------------------------------------------------------
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2024-11-27 20:29:02,647 EPOCH 1 done: loss 4.6279 - lr: 0.000002
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100%|███████████████████████████████████████████████████████████████████████████████████| 1/1 [00:00<00:00, 3.10it/s]
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2024-11-27 20:29:02,993 DEV : loss 3.9344329833984375 - f1-score (micro avg) 0.0
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2024-11-27 20:29:02,994 ----------------------------------------------------------------------------------------------------
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2024-11-27 20:29:03,095 epoch 2 - iter 1/9 - loss 4.37824857 - time (sec): 0.10 - samples/sec: 6053.26 - lr: 0.000002 - momentum: 0.000000
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2024-11-27 20:29:03,223 epoch 2 - iter 2/9 - loss 4.38069158 - time (sec): 0.23 - samples/sec: 5253.47 - lr: 0.000002 - momentum: 0.000000
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2024-11-27 20:29:03,339 epoch 2 - iter 3/9 - loss 4.39503646 - time (sec): 0.34 - samples/sec: 5208.31 - lr: 0.000002 - momentum: 0.000000
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2024-11-27 20:29:03,469 epoch 2 - iter 4/9 - loss 4.34063966 - time (sec): 0.47 - samples/sec: 4935.00 - lr: 0.000002 - momentum: 0.000000
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2024-11-27 20:29:03,595 epoch 2 - iter 5/9 - loss 4.36152841 - time (sec): 0.60 - samples/sec: 4634.64 - lr: 0.000003 - momentum: 0.000000
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2024-11-27 20:29:03,747 epoch 2 - iter 6/9 - loss 4.34590180 - time (sec): 0.75 - samples/sec: 4631.33 - lr: 0.000003 - momentum: 0.000000
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2024-11-27 20:29:03,896 epoch 2 - iter 7/9 - loss 4.36621268 - time (sec): 0.90 - samples/sec: 4514.09 - lr: 0.000003 - momentum: 0.000000
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2024-11-27 20:29:04,017 epoch 2 - iter 8/9 - loss 4.35754908 - time (sec): 1.02 - samples/sec: 4516.87 - lr: 0.000003 - momentum: 0.000000
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2024-11-27 20:29:04,151 epoch 2 - iter 9/9 - loss 4.30139411 - time (sec): 1.16 - samples/sec: 4496.23 - lr: 0.000003 - momentum: 0.000000
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|
2024-11-27 20:29:04,151 ----------------------------------------------------------------------------------------------------
|
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2024-11-27 20:29:04,152 EPOCH 2 done: loss 4.3014 - lr: 0.000003
|
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0%| | 0/1 [00:00<?, ?it/s]
|
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100%|███████████████████████████████████████████████████████████████████████████████████| 1/1 [00:00<00:00, 5.84it/s]
|
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100%|███████████████████████████████████████████████████████████████████████████████████| 1/1 [00:00<00:00, 5.83it/s]
|
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2024-11-27 20:29:04,345 DEV : loss 3.539954423904419 - f1-score (micro avg) 0.0
|
|
2024-11-27 20:29:04,346 ----------------------------------------------------------------------------------------------------
|
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2024-11-27 20:29:04,438 epoch 3 - iter 1/9 - loss 3.73002616 - time (sec): 0.09 - samples/sec: 5805.17 - lr: 0.000004 - momentum: 0.000000
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2024-11-27 20:29:04,566 epoch 3 - iter 2/9 - loss 3.84019942 - time (sec): 0.22 - samples/sec: 4646.47 - lr: 0.000004 - momentum: 0.000000
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2024-11-27 20:29:04,700 epoch 3 - iter 3/9 - loss 3.88445774 - time (sec): 0.35 - samples/sec: 4591.36 - lr: 0.000004 - momentum: 0.000000
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2024-11-27 20:29:04,821 epoch 3 - iter 4/9 - loss 3.94652426 - time (sec): 0.47 - samples/sec: 4403.03 - lr: 0.000004 - momentum: 0.000000
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2024-11-27 20:29:05,020 epoch 3 - iter 5/9 - loss 3.99284617 - time (sec): 0.67 - samples/sec: 3955.20 - lr: 0.000004 - momentum: 0.000000
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2024-11-27 20:29:05,127 epoch 3 - iter 6/9 - loss 3.96889081 - time (sec): 0.78 - samples/sec: 4298.33 - lr: 0.000005 - momentum: 0.000000
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2024-11-27 20:29:05,275 epoch 3 - iter 7/9 - loss 3.88889752 - time (sec): 0.93 - samples/sec: 4330.64 - lr: 0.000005 - momentum: 0.000000
|
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2024-11-27 20:29:05,419 epoch 3 - iter 8/9 - loss 3.85103200 - time (sec): 1.07 - samples/sec: 4285.06 - lr: 0.000005 - momentum: 0.000000
|
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2024-11-27 20:29:05,569 epoch 3 - iter 9/9 - loss 3.78396775 - time (sec): 1.22 - samples/sec: 4253.19 - lr: 0.000005 - momentum: 0.000000
|
|
2024-11-27 20:29:05,569 ----------------------------------------------------------------------------------------------------
|
|
2024-11-27 20:29:05,569 EPOCH 3 done: loss 3.7840 - lr: 0.000005
|
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|
|
0%| | 0/1 [00:00<?, ?it/s]
|
|
100%|███████████████████████████████████████████████████████████████████████████████████| 1/1 [00:00<00:00, 7.07it/s]
|
|
100%|███████████████████████████████████████████████████████████████████████████████████| 1/1 [00:00<00:00, 7.06it/s]
|
|
2024-11-27 20:29:05,730 DEV : loss 2.900636911392212 - f1-score (micro avg) 0.0
|
|
2024-11-27 20:29:05,731 ----------------------------------------------------------------------------------------------------
|
|
2024-11-27 20:29:05,832 epoch 4 - iter 1/9 - loss 3.22742473 - time (sec): 0.10 - samples/sec: 5855.19 - lr: 0.000006 - momentum: 0.000000
|
|
2024-11-27 20:29:05,979 epoch 4 - iter 2/9 - loss 3.31094363 - time (sec): 0.25 - samples/sec: 4459.48 - lr: 0.000006 - momentum: 0.000000
|
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2024-11-27 20:29:06,116 epoch 4 - iter 3/9 - loss 3.28288037 - time (sec): 0.38 - samples/sec: 4452.01 - lr: 0.000006 - momentum: 0.000000
|
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2024-11-27 20:29:06,253 epoch 4 - iter 4/9 - loss 3.28166289 - time (sec): 0.52 - samples/sec: 4478.27 - lr: 0.000006 - momentum: 0.000000
|
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2024-11-27 20:29:06,390 epoch 4 - iter 5/9 - loss 3.24330797 - time (sec): 0.66 - samples/sec: 4530.80 - lr: 0.000006 - momentum: 0.000000
|
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2024-11-27 20:29:06,519 epoch 4 - iter 6/9 - loss 3.24703410 - time (sec): 0.79 - samples/sec: 4569.48 - lr: 0.000007 - momentum: 0.000000
|
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2024-11-27 20:29:06,645 epoch 4 - iter 7/9 - loss 3.23159396 - time (sec): 0.91 - samples/sec: 4488.35 - lr: 0.000007 - momentum: 0.000000
|
|
2024-11-27 20:29:06,779 epoch 4 - iter 8/9 - loss 3.15571434 - time (sec): 1.05 - samples/sec: 4458.77 - lr: 0.000007 - momentum: 0.000000
|
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2024-11-27 20:29:06,928 epoch 4 - iter 9/9 - loss 3.13214054 - time (sec): 1.20 - samples/sec: 4345.86 - lr: 0.000007 - momentum: 0.000000
|
|
2024-11-27 20:29:06,928 ----------------------------------------------------------------------------------------------------
|
|
2024-11-27 20:29:06,929 EPOCH 4 done: loss 3.1321 - lr: 0.000007
|
|
|
|
0%| | 0/1 [00:00<?, ?it/s]
|
|
100%|███████████████████████████████████████████████████████████████████████████████████| 1/1 [00:00<00:00, 6.50it/s]
|
|
100%|███████████████████████████████████████████████████████████████████████████████████| 1/1 [00:00<00:00, 6.49it/s]
|
|
2024-11-27 20:29:07,101 DEV : loss 2.1738452911376953 - f1-score (micro avg) 0.0
|
|
2024-11-27 20:29:07,103 ----------------------------------------------------------------------------------------------------
|
|
2024-11-27 20:29:07,180 epoch 5 - iter 1/9 - loss 2.62938865 - time (sec): 0.08 - samples/sec: 5414.43 - lr: 0.000007 - momentum: 0.000000
|
|
2024-11-27 20:29:07,310 epoch 5 - iter 2/9 - loss 2.71079555 - time (sec): 0.21 - samples/sec: 5510.62 - lr: 0.000008 - momentum: 0.000000
|
|
2024-11-27 20:29:07,456 epoch 5 - iter 3/9 - loss 2.68516902 - time (sec): 0.35 - samples/sec: 5081.50 - lr: 0.000008 - momentum: 0.000000
|
|
2024-11-27 20:29:07,613 epoch 5 - iter 4/9 - loss 2.69871886 - time (sec): 0.51 - samples/sec: 4937.57 - lr: 0.000008 - momentum: 0.000000
|
|
2024-11-27 20:29:07,766 epoch 5 - iter 5/9 - loss 2.65938070 - time (sec): 0.66 - samples/sec: 4810.36 - lr: 0.000008 - momentum: 0.000000
|
|
2024-11-27 20:29:07,895 epoch 5 - iter 6/9 - loss 2.60109779 - time (sec): 0.79 - samples/sec: 4598.49 - lr: 0.000008 - momentum: 0.000000
|
|
2024-11-27 20:29:08,028 epoch 5 - iter 7/9 - loss 2.60479700 - time (sec): 0.92 - samples/sec: 4562.93 - lr: 0.000009 - momentum: 0.000000
|
|
2024-11-27 20:29:08,152 epoch 5 - iter 8/9 - loss 2.57236534 - time (sec): 1.05 - samples/sec: 4499.91 - lr: 0.000009 - momentum: 0.000000
|
|
2024-11-27 20:29:08,267 epoch 5 - iter 9/9 - loss 2.54716352 - time (sec): 1.16 - samples/sec: 4466.45 - lr: 0.000009 - momentum: 0.000000
|
|
2024-11-27 20:29:08,268 ----------------------------------------------------------------------------------------------------
|
|
2024-11-27 20:29:08,268 EPOCH 5 done: loss 2.5472 - lr: 0.000009
|
|
|
|
0%| | 0/1 [00:00<?, ?it/s]
|
|
100%|███████████████████████████████████████████████████████████████████████████████████| 1/1 [00:00<00:00, 8.06it/s]
|
|
100%|███████████████████████████████████████████████████████████████████████████████████| 1/1 [00:00<00:00, 8.04it/s]
|
|
2024-11-27 20:29:08,411 DEV : loss 2.0339701175689697 - f1-score (micro avg) 0.0
|
|
2024-11-27 20:29:08,412 ----------------------------------------------------------------------------------------------------
|
|
2024-11-27 20:29:08,509 epoch 6 - iter 1/9 - loss 1.99921950 - time (sec): 0.10 - samples/sec: 4896.39 - lr: 0.000009 - momentum: 0.000000
|
|
2024-11-27 20:29:08,657 epoch 6 - iter 2/9 - loss 2.07233029 - time (sec): 0.24 - samples/sec: 4068.45 - lr: 0.000009 - momentum: 0.000000
|
|
2024-11-27 20:29:08,797 epoch 6 - iter 3/9 - loss 2.24569257 - time (sec): 0.38 - samples/sec: 3883.09 - lr: 0.000010 - momentum: 0.000000
|
|
2024-11-27 20:29:08,931 epoch 6 - iter 4/9 - loss 2.44873776 - time (sec): 0.52 - samples/sec: 4055.94 - lr: 0.000010 - momentum: 0.000000
|
|
2024-11-27 20:29:09,050 epoch 6 - iter 5/9 - loss 2.41291128 - time (sec): 0.64 - samples/sec: 4140.87 - lr: 0.000010 - momentum: 0.000000
|
|
2024-11-27 20:29:09,185 epoch 6 - iter 6/9 - loss 2.36885264 - time (sec): 0.77 - samples/sec: 4233.26 - lr: 0.000010 - momentum: 0.000000
|
|
2024-11-27 20:29:09,329 epoch 6 - iter 7/9 - loss 2.32401940 - time (sec): 0.92 - samples/sec: 4237.50 - lr: 0.000010 - momentum: 0.000000
|
|
2024-11-27 20:29:09,462 epoch 6 - iter 8/9 - loss 2.36411761 - time (sec): 1.05 - samples/sec: 4469.21 - lr: 0.000011 - momentum: 0.000000
|
|
2024-11-27 20:29:09,595 epoch 6 - iter 9/9 - loss 2.33427041 - time (sec): 1.18 - samples/sec: 4397.27 - lr: 0.000011 - momentum: 0.000000
|
|
2024-11-27 20:29:09,595 ----------------------------------------------------------------------------------------------------
|
|
2024-11-27 20:29:09,595 EPOCH 6 done: loss 2.3343 - lr: 0.000011
|
|
|
|
0%| | 0/1 [00:00<?, ?it/s]
|
|
100%|███████████████████████████████████████████████████████████████████████████████████| 1/1 [00:00<00:00, 7.09it/s]
|
|
100%|███████████████████████████████████████████████████████████████████████████████████| 1/1 [00:00<00:00, 7.08it/s]
|
|
2024-11-27 20:29:09,755 DEV : loss 1.879949688911438 - f1-score (micro avg) 0.0
|
|
2024-11-27 20:29:09,757 ----------------------------------------------------------------------------------------------------
|
|
2024-11-27 20:29:09,844 epoch 7 - iter 1/9 - loss 2.16848339 - time (sec): 0.09 - samples/sec: 6112.29 - lr: 0.000011 - momentum: 0.000000
|
|
2024-11-27 20:29:09,962 epoch 7 - iter 2/9 - loss 2.29448985 - time (sec): 0.20 - samples/sec: 4672.31 - lr: 0.000011 - momentum: 0.000000
|
|
2024-11-27 20:29:10,114 epoch 7 - iter 3/9 - loss 2.13111173 - time (sec): 0.36 - samples/sec: 4469.31 - lr: 0.000011 - momentum: 0.000000
|
|
2024-11-27 20:29:10,253 epoch 7 - iter 4/9 - loss 2.16561873 - time (sec): 0.50 - samples/sec: 4470.61 - lr: 0.000012 - momentum: 0.000000
|
|
2024-11-27 20:29:10,392 epoch 7 - iter 5/9 - loss 2.14808656 - time (sec): 0.63 - samples/sec: 4406.26 - lr: 0.000012 - momentum: 0.000000
|
|
2024-11-27 20:29:10,533 epoch 7 - iter 6/9 - loss 2.11914668 - time (sec): 0.78 - samples/sec: 4472.05 - lr: 0.000012 - momentum: 0.000000
|
|
2024-11-27 20:29:10,666 epoch 7 - iter 7/9 - loss 2.07698398 - time (sec): 0.91 - samples/sec: 4475.94 - lr: 0.000012 - momentum: 0.000000
|
|
2024-11-27 20:29:10,807 epoch 7 - iter 8/9 - loss 2.07106576 - time (sec): 1.05 - samples/sec: 4434.39 - lr: 0.000012 - momentum: 0.000000
|
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2024-11-27 20:29:10,953 epoch 7 - iter 9/9 - loss 2.07483418 - time (sec): 1.20 - samples/sec: 4347.57 - lr: 0.000013 - momentum: 0.000000
|
|
2024-11-27 20:29:10,953 ----------------------------------------------------------------------------------------------------
|
|
2024-11-27 20:29:10,953 EPOCH 7 done: loss 2.0748 - lr: 0.000013
|
|
|
|
0%| | 0/1 [00:00<?, ?it/s]
|
|
100%|███████████████████████████████████████████████████████████████████████████████████| 1/1 [00:00<00:00, 7.32it/s]
|
|
100%|███████████████████████████████████████████████████████████████████████████████████| 1/1 [00:00<00:00, 7.31it/s]
|
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2024-11-27 20:29:11,109 DEV : loss 1.8713529109954834 - f1-score (micro avg) 0.0632
|
|
2024-11-27 20:29:11,110 ----------------------------------------------------------------------------------------------------
|
|
2024-11-27 20:29:11,217 epoch 8 - iter 1/9 - loss 1.87273206 - time (sec): 0.11 - samples/sec: 6649.05 - lr: 0.000013 - momentum: 0.000000
|
|
2024-11-27 20:29:11,387 epoch 8 - iter 2/9 - loss 1.78886561 - time (sec): 0.28 - samples/sec: 5059.36 - lr: 0.000013 - momentum: 0.000000
|
|
2024-11-27 20:29:11,539 epoch 8 - iter 3/9 - loss 1.84165413 - time (sec): 0.43 - samples/sec: 4463.17 - lr: 0.000013 - momentum: 0.000000
|
|
2024-11-27 20:29:11,675 epoch 8 - iter 4/9 - loss 1.84900604 - time (sec): 0.56 - samples/sec: 4660.83 - lr: 0.000013 - momentum: 0.000000
|
|
2024-11-27 20:29:11,799 epoch 8 - iter 5/9 - loss 1.85377756 - time (sec): 0.69 - samples/sec: 4475.71 - lr: 0.000014 - momentum: 0.000000
|
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2024-11-27 20:29:11,927 epoch 8 - iter 6/9 - loss 1.84083789 - time (sec): 0.82 - samples/sec: 4361.48 - lr: 0.000014 - momentum: 0.000000
|
|
2024-11-27 20:29:12,050 epoch 8 - iter 7/9 - loss 1.84613008 - time (sec): 0.94 - samples/sec: 4277.72 - lr: 0.000014 - momentum: 0.000000
|
|
2024-11-27 20:29:12,185 epoch 8 - iter 8/9 - loss 1.86877101 - time (sec): 1.07 - samples/sec: 4227.27 - lr: 0.000014 - momentum: 0.000000
|
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2024-11-27 20:29:12,337 epoch 8 - iter 9/9 - loss 1.88354012 - time (sec): 1.23 - samples/sec: 4238.73 - lr: 0.000014 - momentum: 0.000000
|
|
2024-11-27 20:29:12,338 ----------------------------------------------------------------------------------------------------
|
|
2024-11-27 20:29:12,338 EPOCH 8 done: loss 1.8835 - lr: 0.000014
|
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|
|
0%| | 0/1 [00:00<?, ?it/s]
|
|
100%|███████████████████████████████████████████████████████████████████████████████████| 1/1 [00:00<00:00, 6.43it/s]
|
|
100%|███████████████████████████████████████████████████████████████████████████████████| 1/1 [00:00<00:00, 6.42it/s]
|
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2024-11-27 20:29:12,512 DEV : loss 1.7369611263275146 - f1-score (micro avg) 0.2143
|
|
2024-11-27 20:29:12,514 ----------------------------------------------------------------------------------------------------
|
|
2024-11-27 20:29:12,613 epoch 9 - iter 1/9 - loss 1.78296490 - time (sec): 0.10 - samples/sec: 5226.98 - lr: 0.000015 - momentum: 0.000000
|
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2024-11-27 20:29:12,752 epoch 9 - iter 2/9 - loss 1.83527719 - time (sec): 0.24 - samples/sec: 4826.98 - lr: 0.000015 - momentum: 0.000000
|
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2024-11-27 20:29:12,900 epoch 9 - iter 3/9 - loss 1.82313075 - time (sec): 0.39 - samples/sec: 4671.66 - lr: 0.000015 - momentum: 0.000000
|
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2024-11-27 20:29:13,038 epoch 9 - iter 4/9 - loss 1.80609907 - time (sec): 0.52 - samples/sec: 4782.25 - lr: 0.000015 - momentum: 0.000000
|
|
2024-11-27 20:29:13,167 epoch 9 - iter 5/9 - loss 1.79152546 - time (sec): 0.65 - samples/sec: 4531.94 - lr: 0.000016 - momentum: 0.000000
|
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2024-11-27 20:29:13,294 epoch 9 - iter 6/9 - loss 1.80673774 - time (sec): 0.78 - samples/sec: 4504.62 - lr: 0.000016 - momentum: 0.000000
|
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2024-11-27 20:29:13,430 epoch 9 - iter 7/9 - loss 1.77034694 - time (sec): 0.92 - samples/sec: 4393.34 - lr: 0.000016 - momentum: 0.000000
|
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2024-11-27 20:29:13,592 epoch 9 - iter 8/9 - loss 1.76966631 - time (sec): 1.08 - samples/sec: 4320.26 - lr: 0.000016 - momentum: 0.000000
|
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2024-11-27 20:29:13,745 epoch 9 - iter 9/9 - loss 1.78298214 - time (sec): 1.23 - samples/sec: 4225.88 - lr: 0.000016 - momentum: 0.000000
|
|
2024-11-27 20:29:13,745 ----------------------------------------------------------------------------------------------------
|
|
2024-11-27 20:29:13,745 EPOCH 9 done: loss 1.7830 - lr: 0.000016
|
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|
|
0%| | 0/1 [00:00<?, ?it/s]
|
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100%|███████████████████████████████████████████████████████████████████████████████████| 1/1 [00:00<00:00, 7.18it/s]
|
|
100%|███████████████████████████████████████████████████████████████████████████████████| 1/1 [00:00<00:00, 7.17it/s]
|
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2024-11-27 20:29:13,904 DEV : loss 1.7234623432159424 - f1-score (micro avg) 0.283
|
|
2024-11-27 20:29:13,905 ----------------------------------------------------------------------------------------------------
|
|
2024-11-27 20:29:14,020 epoch 10 - iter 1/9 - loss 1.46885790 - time (sec): 0.11 - samples/sec: 6490.95 - lr: 0.000017 - momentum: 0.000000
|
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2024-11-27 20:29:14,193 epoch 10 - iter 2/9 - loss 1.60625023 - time (sec): 0.29 - samples/sec: 4478.17 - lr: 0.000017 - momentum: 0.000000
|
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2024-11-27 20:29:14,339 epoch 10 - iter 3/9 - loss 1.55650434 - time (sec): 0.43 - samples/sec: 4131.59 - lr: 0.000017 - momentum: 0.000000
|
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2024-11-27 20:29:14,489 epoch 10 - iter 4/9 - loss 1.61630698 - time (sec): 0.58 - samples/sec: 4151.85 - lr: 0.000017 - momentum: 0.000000
|
|
2024-11-27 20:29:14,629 epoch 10 - iter 5/9 - loss 1.61318645 - time (sec): 0.72 - samples/sec: 4081.29 - lr: 0.000017 - momentum: 0.000000
|
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2024-11-27 20:29:14,767 epoch 10 - iter 6/9 - loss 1.58353285 - time (sec): 0.86 - samples/sec: 3974.33 - lr: 0.000018 - momentum: 0.000000
|
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2024-11-27 20:29:14,913 epoch 10 - iter 7/9 - loss 1.58295703 - time (sec): 1.01 - samples/sec: 4056.63 - lr: 0.000018 - momentum: 0.000000
|
|
2024-11-27 20:29:15,191 epoch 10 - iter 8/9 - loss 1.60262613 - time (sec): 1.28 - samples/sec: 3664.89 - lr: 0.000018 - momentum: 0.000000
|
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2024-11-27 20:29:15,323 epoch 10 - iter 9/9 - loss 1.61272190 - time (sec): 1.42 - samples/sec: 3667.08 - lr: 0.000018 - momentum: 0.000000
|
|
2024-11-27 20:29:15,323 ----------------------------------------------------------------------------------------------------
|
|
2024-11-27 20:29:15,324 EPOCH 10 done: loss 1.6127 - lr: 0.000018
|
|
|
|
0%| | 0/1 [00:00<?, ?it/s]
|
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100%|███████████████████████████████████████████████████████████████████████████████████| 1/1 [00:00<00:00, 7.12it/s]
|
|
100%|███████████████████████████████████████████████████████████████████████████████████| 1/1 [00:00<00:00, 7.10it/s]
|
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2024-11-27 20:29:15,483 DEV : loss 1.7543907165527344 - f1-score (micro avg) 0.3137
|
|
2024-11-27 20:29:15,485 ----------------------------------------------------------------------------------------------------
|
|
2024-11-27 20:29:15,588 epoch 11 - iter 1/9 - loss 1.52427195 - time (sec): 0.10 - samples/sec: 5204.30 - lr: 0.000018 - momentum: 0.000000
|
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2024-11-27 20:29:15,723 epoch 11 - iter 2/9 - loss 1.46047124 - time (sec): 0.24 - samples/sec: 5212.79 - lr: 0.000019 - momentum: 0.000000
|
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2024-11-27 20:29:15,862 epoch 11 - iter 3/9 - loss 1.46857593 - time (sec): 0.38 - samples/sec: 4956.56 - lr: 0.000019 - momentum: 0.000000
|
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2024-11-27 20:29:15,998 epoch 11 - iter 4/9 - loss 1.52389318 - time (sec): 0.51 - samples/sec: 4807.75 - lr: 0.000019 - momentum: 0.000000
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2024-11-27 20:29:16,147 epoch 11 - iter 5/9 - loss 1.49680630 - time (sec): 0.66 - samples/sec: 4657.72 - lr: 0.000019 - momentum: 0.000000
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2024-11-27 20:29:16,311 epoch 11 - iter 6/9 - loss 1.47908682 - time (sec): 0.82 - samples/sec: 4434.95 - lr: 0.000019 - momentum: 0.000000
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2024-11-27 20:29:16,450 epoch 11 - iter 7/9 - loss 1.45410125 - time (sec): 0.96 - samples/sec: 4412.70 - lr: 0.000020 - momentum: 0.000000
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2024-11-27 20:29:16,582 epoch 11 - iter 8/9 - loss 1.46786505 - time (sec): 1.10 - samples/sec: 4307.29 - lr: 0.000020 - momentum: 0.000000
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2024-11-27 20:29:16,697 epoch 11 - iter 9/9 - loss 1.43482754 - time (sec): 1.21 - samples/sec: 4288.83 - lr: 0.000020 - momentum: 0.000000
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2024-11-27 20:29:16,698 ----------------------------------------------------------------------------------------------------
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2024-11-27 20:29:16,698 EPOCH 11 done: loss 1.4348 - lr: 0.000020
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0%| | 0/1 [00:00<?, ?it/s]
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100%|███████████████████████████████████████████████████████████████████████████████████| 1/1 [00:00<00:00, 7.54it/s]
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100%|███████████████████████████████████████████████████████████████████████████████████| 1/1 [00:00<00:00, 7.52it/s]
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2024-11-27 20:29:16,851 DEV : loss 1.6048448085784912 - f1-score (micro avg) 0.2807
|
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2024-11-27 20:29:16,852 ----------------------------------------------------------------------------------------------------
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2024-11-27 20:29:16,948 epoch 12 - iter 1/9 - loss 1.23830875 - time (sec): 0.09 - samples/sec: 5886.08 - lr: 0.000020 - momentum: 0.000000
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2024-11-27 20:29:17,085 epoch 12 - iter 2/9 - loss 1.30954938 - time (sec): 0.23 - samples/sec: 4903.04 - lr: 0.000020 - momentum: 0.000000
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2024-11-27 20:29:17,217 epoch 12 - iter 3/9 - loss 1.34112733 - time (sec): 0.36 - samples/sec: 4459.92 - lr: 0.000021 - momentum: 0.000000
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2024-11-27 20:29:17,352 epoch 12 - iter 4/9 - loss 1.41620322 - time (sec): 0.50 - samples/sec: 4311.65 - lr: 0.000021 - momentum: 0.000000
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2024-11-27 20:29:17,508 epoch 12 - iter 5/9 - loss 1.37333150 - time (sec): 0.65 - samples/sec: 4390.79 - lr: 0.000021 - momentum: 0.000000
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2024-11-27 20:29:17,675 epoch 12 - iter 6/9 - loss 1.31723633 - time (sec): 0.82 - samples/sec: 4343.49 - lr: 0.000021 - momentum: 0.000000
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2024-11-27 20:29:17,819 epoch 12 - iter 7/9 - loss 1.32293562 - time (sec): 0.97 - samples/sec: 4212.61 - lr: 0.000021 - momentum: 0.000000
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2024-11-27 20:29:17,965 epoch 12 - iter 8/9 - loss 1.33313049 - time (sec): 1.11 - samples/sec: 4164.25 - lr: 0.000022 - momentum: 0.000000
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2024-11-27 20:29:18,102 epoch 12 - iter 9/9 - loss 1.34291191 - time (sec): 1.25 - samples/sec: 4160.81 - lr: 0.000022 - momentum: 0.000000
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2024-11-27 20:29:18,102 ----------------------------------------------------------------------------------------------------
|
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2024-11-27 20:29:18,102 EPOCH 12 done: loss 1.3429 - lr: 0.000022
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0%| | 0/1 [00:00<?, ?it/s]
|
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100%|███████████████████████████████████████████████████████████████████████████████████| 1/1 [00:00<00:00, 6.72it/s]
|
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100%|███████████████████████████████████████████████████████████████████████████████████| 1/1 [00:00<00:00, 6.71it/s]
|
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2024-11-27 20:29:18,271 DEV : loss 1.5551443099975586 - f1-score (micro avg) 0.2958
|
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2024-11-27 20:29:18,272 ----------------------------------------------------------------------------------------------------
|
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2024-11-27 20:29:18,382 epoch 13 - iter 1/9 - loss 1.11624752 - time (sec): 0.11 - samples/sec: 5368.20 - lr: 0.000022 - momentum: 0.000000
|
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2024-11-27 20:29:18,522 epoch 13 - iter 2/9 - loss 1.23846520 - time (sec): 0.25 - samples/sec: 4922.43 - lr: 0.000022 - momentum: 0.000000
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2024-11-27 20:29:18,652 epoch 13 - iter 3/9 - loss 1.27966323 - time (sec): 0.38 - samples/sec: 4580.73 - lr: 0.000022 - momentum: 0.000000
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2024-11-27 20:29:18,775 epoch 13 - iter 4/9 - loss 1.16550886 - time (sec): 0.50 - samples/sec: 4830.16 - lr: 0.000023 - momentum: 0.000000
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2024-11-27 20:29:18,914 epoch 13 - iter 5/9 - loss 1.20383874 - time (sec): 0.64 - samples/sec: 4630.94 - lr: 0.000023 - momentum: 0.000000
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2024-11-27 20:29:19,042 epoch 13 - iter 6/9 - loss 1.19953740 - time (sec): 0.77 - samples/sec: 4546.74 - lr: 0.000023 - momentum: 0.000000
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2024-11-27 20:29:19,161 epoch 13 - iter 7/9 - loss 1.21007009 - time (sec): 0.89 - samples/sec: 4536.14 - lr: 0.000023 - momentum: 0.000000
|
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2024-11-27 20:29:19,292 epoch 13 - iter 8/9 - loss 1.23645585 - time (sec): 1.02 - samples/sec: 4500.64 - lr: 0.000023 - momentum: 0.000000
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2024-11-27 20:29:19,439 epoch 13 - iter 9/9 - loss 1.21980619 - time (sec): 1.17 - samples/sec: 4455.40 - lr: 0.000024 - momentum: 0.000000
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2024-11-27 20:29:19,440 ----------------------------------------------------------------------------------------------------
|
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2024-11-27 20:29:19,440 EPOCH 13 done: loss 1.2198 - lr: 0.000024
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|
0%| | 0/1 [00:00<?, ?it/s]
|
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100%|███████████████████████████████████████████████████████████████████████████████████| 1/1 [00:00<00:00, 5.91it/s]
|
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100%|███████████████████████████████████████████████████████████████████████████████████| 1/1 [00:00<00:00, 5.91it/s]
|
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2024-11-27 20:29:19,629 DEV : loss 1.5637989044189453 - f1-score (micro avg) 0.3309
|
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2024-11-27 20:29:19,630 ----------------------------------------------------------------------------------------------------
|
|
2024-11-27 20:29:19,737 epoch 14 - iter 1/9 - loss 1.09814238 - time (sec): 0.11 - samples/sec: 6143.78 - lr: 0.000024 - momentum: 0.000000
|
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2024-11-27 20:29:19,892 epoch 14 - iter 2/9 - loss 1.23113839 - time (sec): 0.26 - samples/sec: 5068.37 - lr: 0.000024 - momentum: 0.000000
|
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2024-11-27 20:29:20,035 epoch 14 - iter 3/9 - loss 1.21173445 - time (sec): 0.40 - samples/sec: 4628.99 - lr: 0.000024 - momentum: 0.000000
|
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2024-11-27 20:29:20,175 epoch 14 - iter 4/9 - loss 1.18221412 - time (sec): 0.54 - samples/sec: 4377.43 - lr: 0.000024 - momentum: 0.000000
|
|
2024-11-27 20:29:20,303 epoch 14 - iter 5/9 - loss 1.15910906 - time (sec): 0.67 - samples/sec: 4261.29 - lr: 0.000025 - momentum: 0.000000
|
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2024-11-27 20:29:20,441 epoch 14 - iter 6/9 - loss 1.12550807 - time (sec): 0.81 - samples/sec: 4288.70 - lr: 0.000025 - momentum: 0.000000
|
|
2024-11-27 20:29:20,601 epoch 14 - iter 7/9 - loss 1.10136577 - time (sec): 0.97 - samples/sec: 4300.73 - lr: 0.000025 - momentum: 0.000000
|
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2024-11-27 20:29:20,939 epoch 14 - iter 8/9 - loss 1.12143781 - time (sec): 1.31 - samples/sec: 3584.66 - lr: 0.000025 - momentum: 0.000000
|
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2024-11-27 20:29:21,074 epoch 14 - iter 9/9 - loss 1.10769044 - time (sec): 1.44 - samples/sec: 3599.92 - lr: 0.000026 - momentum: 0.000000
|
|
2024-11-27 20:29:21,075 ----------------------------------------------------------------------------------------------------
|
|
2024-11-27 20:29:21,075 EPOCH 14 done: loss 1.1077 - lr: 0.000026
|
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|
|
0%| | 0/1 [00:00<?, ?it/s]
|
|
100%|███████████████████████████████████████████████████████████████████████████████████| 1/1 [00:00<00:00, 7.21it/s]
|
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100%|███████████████████████████████████████████████████████████████████████████████████| 1/1 [00:00<00:00, 7.20it/s]
|
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2024-11-27 20:29:21,233 DEV : loss 1.540261149406433 - f1-score (micro avg) 0.3636
|
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2024-11-27 20:29:21,234 ----------------------------------------------------------------------------------------------------
|
|
2024-11-27 20:29:21,334 epoch 15 - iter 1/9 - loss 1.11011481 - time (sec): 0.10 - samples/sec: 6834.17 - lr: 0.000026 - momentum: 0.000000
|
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2024-11-27 20:29:21,465 epoch 15 - iter 2/9 - loss 1.16364276 - time (sec): 0.23 - samples/sec: 5550.76 - lr: 0.000026 - momentum: 0.000000
|
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2024-11-27 20:29:21,595 epoch 15 - iter 3/9 - loss 1.05183530 - time (sec): 0.36 - samples/sec: 5133.89 - lr: 0.000026 - momentum: 0.000000
|
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2024-11-27 20:29:21,735 epoch 15 - iter 4/9 - loss 1.06076362 - time (sec): 0.50 - samples/sec: 4756.13 - lr: 0.000026 - momentum: 0.000000
|
|
2024-11-27 20:29:21,878 epoch 15 - iter 5/9 - loss 1.01150052 - time (sec): 0.64 - samples/sec: 4512.08 - lr: 0.000027 - momentum: 0.000000
|
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2024-11-27 20:29:22,022 epoch 15 - iter 6/9 - loss 1.00936649 - time (sec): 0.79 - samples/sec: 4340.66 - lr: 0.000027 - momentum: 0.000000
|
|
2024-11-27 20:29:22,171 epoch 15 - iter 7/9 - loss 0.98042386 - time (sec): 0.94 - samples/sec: 4236.16 - lr: 0.000027 - momentum: 0.000000
|
|
2024-11-27 20:29:22,328 epoch 15 - iter 8/9 - loss 0.97703855 - time (sec): 1.09 - samples/sec: 4183.64 - lr: 0.000027 - momentum: 0.000000
|
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2024-11-27 20:29:22,482 epoch 15 - iter 9/9 - loss 0.96891336 - time (sec): 1.25 - samples/sec: 4168.17 - lr: 0.000027 - momentum: 0.000000
|
|
2024-11-27 20:29:22,482 ----------------------------------------------------------------------------------------------------
|
|
2024-11-27 20:29:22,482 EPOCH 15 done: loss 0.9689 - lr: 0.000027
|
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|
|
0%| | 0/1 [00:00<?, ?it/s]
|
|
100%|███████████████████████████████████████████████████████████████████████████████████| 1/1 [00:00<00:00, 7.08it/s]
|
|
100%|███████████████████████████████████████████████████████████████████████████████████| 1/1 [00:00<00:00, 7.06it/s]
|
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2024-11-27 20:29:22,643 DEV : loss 1.6106945276260376 - f1-score (micro avg) 0.3566
|
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2024-11-27 20:29:22,644 ----------------------------------------------------------------------------------------------------
|
|
2024-11-27 20:29:22,743 epoch 16 - iter 1/9 - loss 0.67864396 - time (sec): 0.10 - samples/sec: 6373.81 - lr: 0.000028 - momentum: 0.000000
|
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2024-11-27 20:29:22,878 epoch 16 - iter 2/9 - loss 0.72796478 - time (sec): 0.23 - samples/sec: 5037.74 - lr: 0.000028 - momentum: 0.000000
|
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2024-11-27 20:29:23,015 epoch 16 - iter 3/9 - loss 0.71037902 - time (sec): 0.37 - samples/sec: 4669.28 - lr: 0.000028 - momentum: 0.000000
|
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2024-11-27 20:29:23,166 epoch 16 - iter 4/9 - loss 0.76522151 - time (sec): 0.52 - samples/sec: 4543.61 - lr: 0.000028 - momentum: 0.000000
|
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2024-11-27 20:29:23,366 epoch 16 - iter 5/9 - loss 0.77929607 - time (sec): 0.72 - samples/sec: 4089.48 - lr: 0.000028 - momentum: 0.000000
|
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2024-11-27 20:29:23,591 epoch 16 - iter 6/9 - loss 0.81672054 - time (sec): 0.95 - samples/sec: 3793.74 - lr: 0.000029 - momentum: 0.000000
|
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2024-11-27 20:29:23,734 epoch 16 - iter 7/9 - loss 0.81104267 - time (sec): 1.09 - samples/sec: 3849.61 - lr: 0.000029 - momentum: 0.000000
|
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2024-11-27 20:29:23,874 epoch 16 - iter 8/9 - loss 0.81759425 - time (sec): 1.23 - samples/sec: 3902.58 - lr: 0.000029 - momentum: 0.000000
|
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2024-11-27 20:29:23,998 epoch 16 - iter 9/9 - loss 0.82073339 - time (sec): 1.35 - samples/sec: 3841.03 - lr: 0.000029 - momentum: 0.000000
|
|
2024-11-27 20:29:23,998 ----------------------------------------------------------------------------------------------------
|
|
2024-11-27 20:29:23,998 EPOCH 16 done: loss 0.8207 - lr: 0.000029
|
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|
|
0%| | 0/1 [00:00<?, ?it/s]
|
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100%|███████████████████████████████████████████████████████████████████████████████████| 1/1 [00:00<00:00, 7.67it/s]
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100%|███████████████████████████████████████████████████████████████████████████████████| 1/1 [00:00<00:00, 7.65it/s]
|
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2024-11-27 20:29:24,148 DEV : loss 1.5810456275939941 - f1-score (micro avg) 0.3407
|
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2024-11-27 20:29:24,149 ----------------------------------------------------------------------------------------------------
|
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2024-11-27 20:29:24,250 epoch 17 - iter 1/9 - loss 0.57284213 - time (sec): 0.10 - samples/sec: 5972.17 - lr: 0.000029 - momentum: 0.000000
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2024-11-27 20:29:24,399 epoch 17 - iter 2/9 - loss 0.65595718 - time (sec): 0.25 - samples/sec: 5032.29 - lr: 0.000030 - momentum: 0.000000
|
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2024-11-27 20:29:24,550 epoch 17 - iter 3/9 - loss 0.67987346 - time (sec): 0.40 - samples/sec: 4503.70 - lr: 0.000030 - momentum: 0.000000
|
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2024-11-27 20:29:24,700 epoch 17 - iter 4/9 - loss 0.66112536 - time (sec): 0.55 - samples/sec: 4500.44 - lr: 0.000030 - momentum: 0.000000
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2024-11-27 20:29:24,833 epoch 17 - iter 5/9 - loss 0.69180893 - time (sec): 0.68 - samples/sec: 4331.86 - lr: 0.000030 - momentum: 0.000000
|
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2024-11-27 20:29:24,961 epoch 17 - iter 6/9 - loss 0.67681233 - time (sec): 0.81 - samples/sec: 4301.68 - lr: 0.000030 - momentum: 0.000000
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2024-11-27 20:29:25,101 epoch 17 - iter 7/9 - loss 0.68173757 - time (sec): 0.95 - samples/sec: 4266.12 - lr: 0.000031 - momentum: 0.000000
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2024-11-27 20:29:25,245 epoch 17 - iter 8/9 - loss 0.67496161 - time (sec): 1.09 - samples/sec: 4273.66 - lr: 0.000031 - momentum: 0.000000
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2024-11-27 20:29:25,386 epoch 17 - iter 9/9 - loss 0.68725066 - time (sec): 1.24 - samples/sec: 4207.20 - lr: 0.000031 - momentum: 0.000000
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2024-11-27 20:29:25,386 ----------------------------------------------------------------------------------------------------
|
|
2024-11-27 20:29:25,386 EPOCH 17 done: loss 0.6873 - lr: 0.000031
|
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0%| | 0/1 [00:00<?, ?it/s]
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100%|███████████████████████████████████████████████████████████████████████████████████| 1/1 [00:00<00:00, 6.62it/s]
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100%|███████████████████████████████████████████████████████████████████████████████████| 1/1 [00:00<00:00, 6.61it/s]
|
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2024-11-27 20:29:25,557 DEV : loss 1.642511010169983 - f1-score (micro avg) 0.3566
|
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2024-11-27 20:29:25,558 ----------------------------------------------------------------------------------------------------
|
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2024-11-27 20:29:25,649 epoch 18 - iter 1/9 - loss 0.78564389 - time (sec): 0.09 - samples/sec: 5264.33 - lr: 0.000031 - momentum: 0.000000
|
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2024-11-27 20:29:25,785 epoch 18 - iter 2/9 - loss 0.71524547 - time (sec): 0.23 - samples/sec: 4686.82 - lr: 0.000031 - momentum: 0.000000
|
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2024-11-27 20:29:25,929 epoch 18 - iter 3/9 - loss 0.70257258 - time (sec): 0.37 - samples/sec: 4767.31 - lr: 0.000032 - momentum: 0.000000
|
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2024-11-27 20:29:26,066 epoch 18 - iter 4/9 - loss 0.68090267 - time (sec): 0.51 - samples/sec: 4520.05 - lr: 0.000032 - momentum: 0.000000
|
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2024-11-27 20:29:26,208 epoch 18 - iter 5/9 - loss 0.65315040 - time (sec): 0.65 - samples/sec: 4438.17 - lr: 0.000032 - momentum: 0.000000
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2024-11-27 20:29:26,340 epoch 18 - iter 6/9 - loss 0.64000930 - time (sec): 0.78 - samples/sec: 4307.33 - lr: 0.000032 - momentum: 0.000000
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2024-11-27 20:29:26,475 epoch 18 - iter 7/9 - loss 0.63304207 - time (sec): 0.92 - samples/sec: 4414.64 - lr: 0.000032 - momentum: 0.000000
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2024-11-27 20:29:26,620 epoch 18 - iter 8/9 - loss 0.60347502 - time (sec): 1.06 - samples/sec: 4371.89 - lr: 0.000033 - momentum: 0.000000
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2024-11-27 20:29:26,775 epoch 18 - iter 9/9 - loss 0.58457908 - time (sec): 1.22 - samples/sec: 4272.77 - lr: 0.000033 - momentum: 0.000000
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2024-11-27 20:29:26,776 ----------------------------------------------------------------------------------------------------
|
|
2024-11-27 20:29:26,776 EPOCH 18 done: loss 0.5846 - lr: 0.000033
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0%| | 0/1 [00:00<?, ?it/s]
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100%|███████████████████████████████████████████████████████████████████████████████████| 1/1 [00:00<00:00, 6.02it/s]
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100%|███████████████████████████████████████████████████████████████████████████████████| 1/1 [00:00<00:00, 6.02it/s]
|
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2024-11-27 20:29:26,962 DEV : loss 1.6325932741165161 - f1-score (micro avg) 0.3288
|
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2024-11-27 20:29:26,963 ----------------------------------------------------------------------------------------------------
|
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2024-11-27 20:29:27,187 epoch 19 - iter 1/9 - loss 0.53870540 - time (sec): 0.22 - samples/sec: 2532.70 - lr: 0.000033 - momentum: 0.000000
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2024-11-27 20:29:27,338 epoch 19 - iter 2/9 - loss 0.51635178 - time (sec): 0.37 - samples/sec: 3098.46 - lr: 0.000033 - momentum: 0.000000
|
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2024-11-27 20:29:27,469 epoch 19 - iter 3/9 - loss 0.47709909 - time (sec): 0.51 - samples/sec: 3382.05 - lr: 0.000033 - momentum: 0.000000
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2024-11-27 20:29:27,613 epoch 19 - iter 4/9 - loss 0.52798308 - time (sec): 0.65 - samples/sec: 3560.79 - lr: 0.000034 - momentum: 0.000000
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2024-11-27 20:29:27,758 epoch 19 - iter 5/9 - loss 0.50519193 - time (sec): 0.79 - samples/sec: 3621.64 - lr: 0.000034 - momentum: 0.000000
|
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2024-11-27 20:29:27,894 epoch 19 - iter 6/9 - loss 0.50885023 - time (sec): 0.93 - samples/sec: 3723.01 - lr: 0.000034 - momentum: 0.000000
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2024-11-27 20:29:28,040 epoch 19 - iter 7/9 - loss 0.47256950 - time (sec): 1.08 - samples/sec: 3776.15 - lr: 0.000034 - momentum: 0.000000
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2024-11-27 20:29:28,202 epoch 19 - iter 8/9 - loss 0.45971542 - time (sec): 1.24 - samples/sec: 3769.89 - lr: 0.000034 - momentum: 0.000000
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2024-11-27 20:29:28,359 epoch 19 - iter 9/9 - loss 0.46459373 - time (sec): 1.39 - samples/sec: 3726.52 - lr: 0.000035 - momentum: 0.000000
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2024-11-27 20:29:28,359 ----------------------------------------------------------------------------------------------------
|
|
2024-11-27 20:29:28,359 EPOCH 19 done: loss 0.4646 - lr: 0.000035
|
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|
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0%| | 0/1 [00:00<?, ?it/s]
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100%|███████████████████████████████████████████████████████████████████████████████████| 1/1 [00:00<00:00, 6.71it/s]
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100%|███████████████████████████████████████████████████████████████████████████████████| 1/1 [00:00<00:00, 6.70it/s]
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2024-11-27 20:29:28,528 DEV : loss 1.651373267173767 - f1-score (micro avg) 0.3194
|
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2024-11-27 20:29:28,529 ----------------------------------------------------------------------------------------------------
|
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2024-11-27 20:29:28,646 epoch 20 - iter 1/9 - loss 0.30202963 - time (sec): 0.12 - samples/sec: 5715.91 - lr: 0.000035 - momentum: 0.000000
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2024-11-27 20:29:28,807 epoch 20 - iter 2/9 - loss 0.36676713 - time (sec): 0.28 - samples/sec: 4391.02 - lr: 0.000035 - momentum: 0.000000
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2024-11-27 20:29:28,943 epoch 20 - iter 3/9 - loss 0.38591658 - time (sec): 0.41 - samples/sec: 4185.20 - lr: 0.000035 - momentum: 0.000000
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2024-11-27 20:29:29,098 epoch 20 - iter 4/9 - loss 0.34878419 - time (sec): 0.57 - samples/sec: 4010.76 - lr: 0.000036 - momentum: 0.000000
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2024-11-27 20:29:29,259 epoch 20 - iter 5/9 - loss 0.38364523 - time (sec): 0.73 - samples/sec: 3905.49 - lr: 0.000036 - momentum: 0.000000
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2024-11-27 20:29:29,482 epoch 20 - iter 6/9 - loss 0.38373751 - time (sec): 0.95 - samples/sec: 3557.29 - lr: 0.000036 - momentum: 0.000000
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2024-11-27 20:29:29,635 epoch 20 - iter 7/9 - loss 0.41862790 - time (sec): 1.11 - samples/sec: 3673.81 - lr: 0.000036 - momentum: 0.000000
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2024-11-27 20:29:29,756 epoch 20 - iter 8/9 - loss 0.41846545 - time (sec): 1.23 - samples/sec: 3742.62 - lr: 0.000036 - momentum: 0.000000
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2024-11-27 20:29:29,883 epoch 20 - iter 9/9 - loss 0.39449129 - time (sec): 1.35 - samples/sec: 3840.69 - lr: 0.000037 - momentum: 0.000000
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2024-11-27 20:29:29,883 ----------------------------------------------------------------------------------------------------
|
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2024-11-27 20:29:29,884 EPOCH 20 done: loss 0.3945 - lr: 0.000037
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0%| | 0/1 [00:00<?, ?it/s]
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100%|███████████████████████████████████████████████████████████████████████████████████| 1/1 [00:00<00:00, 6.71it/s]
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100%|███████████████████████████████████████████████████████████████████████████████████| 1/1 [00:00<00:00, 6.70it/s]
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2024-11-27 20:29:30,052 DEV : loss 1.719744086265564 - f1-score (micro avg) 0.3288
|
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2024-11-27 20:29:30,053 ----------------------------------------------------------------------------------------------------
|
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2024-11-27 20:29:30,215 epoch 21 - iter 1/9 - loss 0.30412179 - time (sec): 0.16 - samples/sec: 3791.18 - lr: 0.000037 - momentum: 0.000000
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2024-11-27 20:29:30,406 epoch 21 - iter 2/9 - loss 0.32552722 - time (sec): 0.35 - samples/sec: 3492.84 - lr: 0.000037 - momentum: 0.000000
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2024-11-27 20:29:30,575 epoch 21 - iter 3/9 - loss 0.32240375 - time (sec): 0.52 - samples/sec: 3727.70 - lr: 0.000037 - momentum: 0.000000
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2024-11-27 20:29:30,715 epoch 21 - iter 4/9 - loss 0.31591572 - time (sec): 0.66 - samples/sec: 3710.26 - lr: 0.000037 - momentum: 0.000000
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2024-11-27 20:29:30,837 epoch 21 - iter 5/9 - loss 0.31931353 - time (sec): 0.78 - samples/sec: 3769.45 - lr: 0.000038 - momentum: 0.000000
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2024-11-27 20:29:31,026 epoch 21 - iter 6/9 - loss 0.32774859 - time (sec): 0.97 - samples/sec: 3581.98 - lr: 0.000038 - momentum: 0.000000
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2024-11-27 20:29:31,179 epoch 21 - iter 7/9 - loss 0.33016453 - time (sec): 1.12 - samples/sec: 3622.03 - lr: 0.000038 - momentum: 0.000000
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2024-11-27 20:29:31,330 epoch 21 - iter 8/9 - loss 0.33195475 - time (sec): 1.28 - samples/sec: 3720.72 - lr: 0.000038 - momentum: 0.000000
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2024-11-27 20:29:31,452 epoch 21 - iter 9/9 - loss 0.32063925 - time (sec): 1.40 - samples/sec: 3719.95 - lr: 0.000038 - momentum: 0.000000
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|
2024-11-27 20:29:31,452 ----------------------------------------------------------------------------------------------------
|
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2024-11-27 20:29:31,452 EPOCH 21 done: loss 0.3206 - lr: 0.000038
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0%| | 0/1 [00:00<?, ?it/s]
|
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100%|███████████████████████████████████████████████████████████████████████████████████| 1/1 [00:00<00:00, 7.61it/s]
|
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100%|███████████████████████████████████████████████████████████████████████████████████| 1/1 [00:00<00:00, 7.59it/s]
|
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2024-11-27 20:29:31,604 DEV : loss 1.8332433700561523 - f1-score (micro avg) 0.2822
|
|
2024-11-27 20:29:31,605 ----------------------------------------------------------------------------------------------------
|
|
2024-11-27 20:29:31,706 epoch 22 - iter 1/9 - loss 0.24405557 - time (sec): 0.10 - samples/sec: 6419.31 - lr: 0.000039 - momentum: 0.000000
|
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2024-11-27 20:29:31,848 epoch 22 - iter 2/9 - loss 0.31744915 - time (sec): 0.24 - samples/sec: 5289.88 - lr: 0.000039 - momentum: 0.000000
|
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2024-11-27 20:29:31,992 epoch 22 - iter 3/9 - loss 0.29536304 - time (sec): 0.39 - samples/sec: 4783.02 - lr: 0.000039 - momentum: 0.000000
|
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2024-11-27 20:29:32,130 epoch 22 - iter 4/9 - loss 0.28426973 - time (sec): 0.52 - samples/sec: 4635.63 - lr: 0.000039 - momentum: 0.000000
|
|
2024-11-27 20:29:32,272 epoch 22 - iter 5/9 - loss 0.29420009 - time (sec): 0.67 - samples/sec: 4491.02 - lr: 0.000039 - momentum: 0.000000
|
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2024-11-27 20:29:32,403 epoch 22 - iter 6/9 - loss 0.28778741 - time (sec): 0.80 - samples/sec: 4517.52 - lr: 0.000040 - momentum: 0.000000
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|
2024-11-27 20:29:32,571 epoch 22 - iter 7/9 - loss 0.28940440 - time (sec): 0.96 - samples/sec: 4237.50 - lr: 0.000040 - momentum: 0.000000
|
|
2024-11-27 20:29:32,743 epoch 22 - iter 8/9 - loss 0.27989311 - time (sec): 1.14 - samples/sec: 4071.97 - lr: 0.000040 - momentum: 0.000000
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2024-11-27 20:29:32,881 epoch 22 - iter 9/9 - loss 0.28181222 - time (sec): 1.27 - samples/sec: 4076.74 - lr: 0.000040 - momentum: 0.000000
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|
2024-11-27 20:29:32,881 ----------------------------------------------------------------------------------------------------
|
|
2024-11-27 20:29:32,881 EPOCH 22 done: loss 0.2818 - lr: 0.000040
|
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|
0%| | 0/1 [00:00<?, ?it/s]
|
|
100%|███████████████████████████████████████████████████████████████████████████████████| 1/1 [00:00<00:00, 6.72it/s]
|
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100%|███████████████████████████████████████████████████████████████████████████████████| 1/1 [00:00<00:00, 6.71it/s]
|
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2024-11-27 20:29:33,049 DEV : loss 1.7695988416671753 - f1-score (micro avg) 0.3253
|
|
2024-11-27 20:29:33,050 ----------------------------------------------------------------------------------------------------
|
|
2024-11-27 20:29:33,142 epoch 23 - iter 1/9 - loss 0.14634586 - time (sec): 0.09 - samples/sec: 6101.15 - lr: 0.000040 - momentum: 0.000000
|
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2024-11-27 20:29:33,287 epoch 23 - iter 2/9 - loss 0.25852382 - time (sec): 0.24 - samples/sec: 5068.61 - lr: 0.000040 - momentum: 0.000000
|
|
2024-11-27 20:29:33,441 epoch 23 - iter 3/9 - loss 0.25600427 - time (sec): 0.39 - samples/sec: 4862.03 - lr: 0.000040 - momentum: 0.000000
|
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2024-11-27 20:29:33,581 epoch 23 - iter 4/9 - loss 0.24798095 - time (sec): 0.53 - samples/sec: 4521.24 - lr: 0.000040 - momentum: 0.000000
|
|
2024-11-27 20:29:33,717 epoch 23 - iter 5/9 - loss 0.25810789 - time (sec): 0.67 - samples/sec: 4455.79 - lr: 0.000040 - momentum: 0.000000
|
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2024-11-27 20:29:33,863 epoch 23 - iter 6/9 - loss 0.25028436 - time (sec): 0.81 - samples/sec: 4386.94 - lr: 0.000040 - momentum: 0.000000
|
|
2024-11-27 20:29:34,029 epoch 23 - iter 7/9 - loss 0.24810417 - time (sec): 0.98 - samples/sec: 4278.31 - lr: 0.000040 - momentum: 0.000000
|
|
2024-11-27 20:29:34,180 epoch 23 - iter 8/9 - loss 0.24774735 - time (sec): 1.13 - samples/sec: 4167.37 - lr: 0.000040 - momentum: 0.000000
|
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2024-11-27 20:29:34,312 epoch 23 - iter 9/9 - loss 0.24613656 - time (sec): 1.26 - samples/sec: 4123.52 - lr: 0.000040 - momentum: 0.000000
|
|
2024-11-27 20:29:34,312 ----------------------------------------------------------------------------------------------------
|
|
2024-11-27 20:29:34,312 EPOCH 23 done: loss 0.2461 - lr: 0.000040
|
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|
|
0%| | 0/1 [00:00<?, ?it/s]
|
|
100%|███████████████████████████████████████████████████████████████████████████████████| 1/1 [00:00<00:00, 6.67it/s]
|
|
100%|███████████████████████████████████████████████████████████████████████████████████| 1/1 [00:00<00:00, 6.66it/s]
|
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2024-11-27 20:29:34,482 DEV : loss 1.8034638166427612 - f1-score (micro avg) 0.3023
|
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2024-11-27 20:29:34,483 ----------------------------------------------------------------------------------------------------
|
|
2024-11-27 20:29:34,584 epoch 24 - iter 1/9 - loss 0.25845982 - time (sec): 0.10 - samples/sec: 5467.87 - lr: 0.000040 - momentum: 0.000000
|
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2024-11-27 20:29:34,723 epoch 24 - iter 2/9 - loss 0.29897947 - time (sec): 0.24 - samples/sec: 4874.32 - lr: 0.000040 - momentum: 0.000000
|
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2024-11-27 20:29:34,860 epoch 24 - iter 3/9 - loss 0.26403058 - time (sec): 0.38 - samples/sec: 4816.05 - lr: 0.000040 - momentum: 0.000000
|
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2024-11-27 20:29:35,020 epoch 24 - iter 4/9 - loss 0.26099352 - time (sec): 0.54 - samples/sec: 4582.85 - lr: 0.000040 - momentum: 0.000000
|
|
2024-11-27 20:29:35,222 epoch 24 - iter 5/9 - loss 0.23768698 - time (sec): 0.74 - samples/sec: 4222.11 - lr: 0.000040 - momentum: 0.000000
|
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2024-11-27 20:29:35,400 epoch 24 - iter 6/9 - loss 0.22878765 - time (sec): 0.92 - samples/sec: 3924.56 - lr: 0.000040 - momentum: 0.000000
|
|
2024-11-27 20:29:35,538 epoch 24 - iter 7/9 - loss 0.22962068 - time (sec): 1.05 - samples/sec: 3980.59 - lr: 0.000040 - momentum: 0.000000
|
|
2024-11-27 20:29:35,875 epoch 24 - iter 8/9 - loss 0.22404527 - time (sec): 1.39 - samples/sec: 3372.86 - lr: 0.000040 - momentum: 0.000000
|
|
2024-11-27 20:29:35,993 epoch 24 - iter 9/9 - loss 0.22333034 - time (sec): 1.51 - samples/sec: 3445.02 - lr: 0.000040 - momentum: 0.000000
|
|
2024-11-27 20:29:35,993 ----------------------------------------------------------------------------------------------------
|
|
2024-11-27 20:29:35,993 EPOCH 24 done: loss 0.2233 - lr: 0.000040
|
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|
|
0%| | 0/1 [00:00<?, ?it/s]
|
|
100%|███████████████████████████████████████████████████████████████████████████████████| 1/1 [00:00<00:00, 6.91it/s]
|
|
100%|███████████████████████████████████████████████████████████████████████████████████| 1/1 [00:00<00:00, 6.90it/s]
|
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2024-11-27 20:29:36,157 DEV : loss 1.8028219938278198 - f1-score (micro avg) 0.3247
|
|
2024-11-27 20:29:36,158 ----------------------------------------------------------------------------------------------------
|
|
2024-11-27 20:29:36,255 epoch 25 - iter 1/9 - loss 0.24806407 - time (sec): 0.10 - samples/sec: 6177.16 - lr: 0.000040 - momentum: 0.000000
|
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2024-11-27 20:29:36,401 epoch 25 - iter 2/9 - loss 0.19669651 - time (sec): 0.24 - samples/sec: 4667.18 - lr: 0.000040 - momentum: 0.000000
|
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2024-11-27 20:29:36,553 epoch 25 - iter 3/9 - loss 0.19849301 - time (sec): 0.39 - samples/sec: 4246.29 - lr: 0.000040 - momentum: 0.000000
|
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2024-11-27 20:29:36,689 epoch 25 - iter 4/9 - loss 0.19590233 - time (sec): 0.53 - samples/sec: 4149.50 - lr: 0.000039 - momentum: 0.000000
|
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2024-11-27 20:29:36,836 epoch 25 - iter 5/9 - loss 0.19105098 - time (sec): 0.68 - samples/sec: 4252.05 - lr: 0.000039 - momentum: 0.000000
|
|
2024-11-27 20:29:37,019 epoch 25 - iter 6/9 - loss 0.19283279 - time (sec): 0.86 - samples/sec: 4141.69 - lr: 0.000039 - momentum: 0.000000
|
|
2024-11-27 20:29:37,180 epoch 25 - iter 7/9 - loss 0.18422220 - time (sec): 1.02 - samples/sec: 4137.26 - lr: 0.000039 - momentum: 0.000000
|
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2024-11-27 20:29:37,317 epoch 25 - iter 8/9 - loss 0.18291770 - time (sec): 1.16 - samples/sec: 4017.65 - lr: 0.000039 - momentum: 0.000000
|
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2024-11-27 20:29:37,440 epoch 25 - iter 9/9 - loss 0.18873051 - time (sec): 1.28 - samples/sec: 4056.18 - lr: 0.000039 - momentum: 0.000000
|
|
2024-11-27 20:29:37,441 ----------------------------------------------------------------------------------------------------
|
|
2024-11-27 20:29:37,441 EPOCH 25 done: loss 0.1887 - lr: 0.000039
|
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|
|
0%| | 0/1 [00:00<?, ?it/s]
|
|
100%|███████████████████████████████████████████████████████████████████████████████████| 1/1 [00:00<00:00, 4.21it/s]
|
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100%|███████████████████████████████████████████████████████████████████████████████████| 1/1 [00:00<00:00, 4.20it/s]
|
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2024-11-27 20:29:37,698 DEV : loss 2.215428590774536 - f1-score (micro avg) 0.3538
|
|
2024-11-27 20:29:37,699 ----------------------------------------------------------------------------------------------------
|
|
2024-11-27 20:29:37,794 epoch 26 - iter 1/9 - loss 0.23973020 - time (sec): 0.09 - samples/sec: 5360.71 - lr: 0.000039 - momentum: 0.000000
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2024-11-27 20:29:37,939 epoch 26 - iter 2/9 - loss 0.19144385 - time (sec): 0.24 - samples/sec: 4925.00 - lr: 0.000039 - momentum: 0.000000
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2024-11-27 20:29:38,071 epoch 26 - iter 3/9 - loss 0.22279702 - time (sec): 0.37 - samples/sec: 4738.92 - lr: 0.000039 - momentum: 0.000000
|
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2024-11-27 20:29:38,212 epoch 26 - iter 4/9 - loss 0.19676925 - time (sec): 0.51 - samples/sec: 4588.61 - lr: 0.000039 - momentum: 0.000000
|
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2024-11-27 20:29:38,518 epoch 26 - iter 5/9 - loss 0.19104402 - time (sec): 0.82 - samples/sec: 3603.09 - lr: 0.000039 - momentum: 0.000000
|
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2024-11-27 20:29:38,655 epoch 26 - iter 6/9 - loss 0.20646592 - time (sec): 0.96 - samples/sec: 3680.52 - lr: 0.000039 - momentum: 0.000000
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2024-11-27 20:29:38,808 epoch 26 - iter 7/9 - loss 0.21389936 - time (sec): 1.11 - samples/sec: 3815.81 - lr: 0.000039 - momentum: 0.000000
|
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2024-11-27 20:29:38,971 epoch 26 - iter 8/9 - loss 0.20860614 - time (sec): 1.27 - samples/sec: 3734.11 - lr: 0.000039 - momentum: 0.000000
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2024-11-27 20:29:39,098 epoch 26 - iter 9/9 - loss 0.20370074 - time (sec): 1.40 - samples/sec: 3716.57 - lr: 0.000039 - momentum: 0.000000
|
|
2024-11-27 20:29:39,098 ----------------------------------------------------------------------------------------------------
|
|
2024-11-27 20:29:39,099 EPOCH 26 done: loss 0.2037 - lr: 0.000039
|
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0%| | 0/1 [00:00<?, ?it/s]
|
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100%|███████████████████████████████████████████████████████████████████████████████████| 1/1 [00:00<00:00, 6.06it/s]
|
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100%|███████████████████████████████████████████████████████████████████████████████████| 1/1 [00:00<00:00, 6.05it/s]
|
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2024-11-27 20:29:39,283 DEV : loss 1.8412730693817139 - f1-score (micro avg) 0.2994
|
|
2024-11-27 20:29:39,285 ----------------------------------------------------------------------------------------------------
|
|
2024-11-27 20:29:39,398 epoch 27 - iter 1/9 - loss 0.12948648 - time (sec): 0.11 - samples/sec: 5552.87 - lr: 0.000039 - momentum: 0.000000
|
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2024-11-27 20:29:39,545 epoch 27 - iter 2/9 - loss 0.12638788 - time (sec): 0.26 - samples/sec: 4350.09 - lr: 0.000039 - momentum: 0.000000
|
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2024-11-27 20:29:39,682 epoch 27 - iter 3/9 - loss 0.11755740 - time (sec): 0.40 - samples/sec: 4644.71 - lr: 0.000039 - momentum: 0.000000
|
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2024-11-27 20:29:39,822 epoch 27 - iter 4/9 - loss 0.13916747 - time (sec): 0.54 - samples/sec: 4427.71 - lr: 0.000039 - momentum: 0.000000
|
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2024-11-27 20:29:39,964 epoch 27 - iter 5/9 - loss 0.15252048 - time (sec): 0.68 - samples/sec: 4430.36 - lr: 0.000039 - momentum: 0.000000
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2024-11-27 20:29:40,081 epoch 27 - iter 6/9 - loss 0.14197444 - time (sec): 0.80 - samples/sec: 4415.32 - lr: 0.000039 - momentum: 0.000000
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2024-11-27 20:29:40,215 epoch 27 - iter 7/9 - loss 0.13497825 - time (sec): 0.93 - samples/sec: 4436.88 - lr: 0.000039 - momentum: 0.000000
|
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2024-11-27 20:29:40,347 epoch 27 - iter 8/9 - loss 0.13609403 - time (sec): 1.06 - samples/sec: 4273.69 - lr: 0.000039 - momentum: 0.000000
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2024-11-27 20:29:40,466 epoch 27 - iter 9/9 - loss 0.14042081 - time (sec): 1.18 - samples/sec: 4402.51 - lr: 0.000039 - momentum: 0.000000
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2024-11-27 20:29:40,466 ----------------------------------------------------------------------------------------------------
|
|
2024-11-27 20:29:40,467 EPOCH 27 done: loss 0.1404 - lr: 0.000039
|
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|
|
0%| | 0/1 [00:00<?, ?it/s]
|
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100%|███████████████████████████████████████████████████████████████████████████████████| 1/1 [00:00<00:00, 7.30it/s]
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100%|███████████████████████████████████████████████████████████████████████████████████| 1/1 [00:00<00:00, 7.28it/s]
|
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2024-11-27 20:29:40,623 DEV : loss 1.8396930694580078 - f1-score (micro avg) 0.3185
|
|
2024-11-27 20:29:40,624 ----------------------------------------------------------------------------------------------------
|
|
2024-11-27 20:29:40,727 epoch 28 - iter 1/9 - loss 0.24403885 - time (sec): 0.10 - samples/sec: 5379.31 - lr: 0.000039 - momentum: 0.000000
|
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2024-11-27 20:29:40,880 epoch 28 - iter 2/9 - loss 0.17667473 - time (sec): 0.25 - samples/sec: 5140.13 - lr: 0.000039 - momentum: 0.000000
|
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2024-11-27 20:29:41,113 epoch 28 - iter 3/9 - loss 0.15627949 - time (sec): 0.49 - samples/sec: 3843.23 - lr: 0.000039 - momentum: 0.000000
|
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2024-11-27 20:29:41,258 epoch 28 - iter 4/9 - loss 0.14060784 - time (sec): 0.63 - samples/sec: 3720.43 - lr: 0.000039 - momentum: 0.000000
|
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2024-11-27 20:29:41,394 epoch 28 - iter 5/9 - loss 0.13880241 - time (sec): 0.77 - samples/sec: 4005.51 - lr: 0.000039 - momentum: 0.000000
|
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2024-11-27 20:29:41,553 epoch 28 - iter 6/9 - loss 0.13416378 - time (sec): 0.93 - samples/sec: 3908.93 - lr: 0.000039 - momentum: 0.000000
|
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2024-11-27 20:29:41,737 epoch 28 - iter 7/9 - loss 0.12297955 - time (sec): 1.11 - samples/sec: 3757.31 - lr: 0.000039 - momentum: 0.000000
|
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2024-11-27 20:29:41,884 epoch 28 - iter 8/9 - loss 0.12000340 - time (sec): 1.26 - samples/sec: 3760.07 - lr: 0.000039 - momentum: 0.000000
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2024-11-27 20:29:42,018 epoch 28 - iter 9/9 - loss 0.11764506 - time (sec): 1.39 - samples/sec: 3730.75 - lr: 0.000039 - momentum: 0.000000
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2024-11-27 20:29:42,019 ----------------------------------------------------------------------------------------------------
|
|
2024-11-27 20:29:42,019 EPOCH 28 done: loss 0.1176 - lr: 0.000039
|
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|
|
0%| | 0/1 [00:00<?, ?it/s]
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100%|███████████████████████████████████████████████████████████████████████████████████| 1/1 [00:00<00:00, 6.94it/s]
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100%|███████████████████████████████████████████████████████████████████████████████████| 1/1 [00:00<00:00, 6.93it/s]
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2024-11-27 20:29:42,182 DEV : loss 2.0064477920532227 - f1-score (micro avg) 0.3158
|
|
2024-11-27 20:29:42,183 ----------------------------------------------------------------------------------------------------
|
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2024-11-27 20:29:42,276 epoch 29 - iter 1/9 - loss 0.07072657 - time (sec): 0.09 - samples/sec: 5193.55 - lr: 0.000039 - momentum: 0.000000
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2024-11-27 20:29:42,405 epoch 29 - iter 2/9 - loss 0.08915551 - time (sec): 0.22 - samples/sec: 4368.92 - lr: 0.000039 - momentum: 0.000000
|
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2024-11-27 20:29:42,550 epoch 29 - iter 3/9 - loss 0.11660870 - time (sec): 0.37 - samples/sec: 4596.60 - lr: 0.000039 - momentum: 0.000000
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2024-11-27 20:29:42,705 epoch 29 - iter 4/9 - loss 0.11134081 - time (sec): 0.52 - samples/sec: 4447.33 - lr: 0.000039 - momentum: 0.000000
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2024-11-27 20:29:42,846 epoch 29 - iter 5/9 - loss 0.10819549 - time (sec): 0.66 - samples/sec: 4463.15 - lr: 0.000039 - momentum: 0.000000
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2024-11-27 20:29:42,991 epoch 29 - iter 6/9 - loss 0.10099508 - time (sec): 0.81 - samples/sec: 4469.02 - lr: 0.000039 - momentum: 0.000000
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2024-11-27 20:29:43,134 epoch 29 - iter 7/9 - loss 0.10101614 - time (sec): 0.95 - samples/sec: 4313.01 - lr: 0.000039 - momentum: 0.000000
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2024-11-27 20:29:43,276 epoch 29 - iter 8/9 - loss 0.10052274 - time (sec): 1.09 - samples/sec: 4340.85 - lr: 0.000039 - momentum: 0.000000
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2024-11-27 20:29:43,423 epoch 29 - iter 9/9 - loss 0.10270482 - time (sec): 1.24 - samples/sec: 4195.91 - lr: 0.000039 - momentum: 0.000000
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2024-11-27 20:29:43,423 ----------------------------------------------------------------------------------------------------
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2024-11-27 20:29:43,423 EPOCH 29 done: loss 0.1027 - lr: 0.000039
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0%| | 0/1 [00:00<?, ?it/s]
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100%|███████████████████████████████████████████████████████████████████████████████████| 1/1 [00:00<00:00, 6.72it/s]
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100%|███████████████████████████████████████████████████████████████████████████████████| 1/1 [00:00<00:00, 6.71it/s]
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2024-11-27 20:29:43,592 DEV : loss 1.974439263343811 - f1-score (micro avg) 0.3293
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2024-11-27 20:29:43,593 ----------------------------------------------------------------------------------------------------
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2024-11-27 20:29:43,685 epoch 30 - iter 1/9 - loss 0.08529913 - time (sec): 0.09 - samples/sec: 6360.00 - lr: 0.000039 - momentum: 0.000000
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2024-11-27 20:29:43,818 epoch 30 - iter 2/9 - loss 0.08772351 - time (sec): 0.22 - samples/sec: 5357.69 - lr: 0.000039 - momentum: 0.000000
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2024-11-27 20:29:43,953 epoch 30 - iter 3/9 - loss 0.08385826 - time (sec): 0.36 - samples/sec: 5083.11 - lr: 0.000038 - momentum: 0.000000
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2024-11-27 20:29:44,094 epoch 30 - iter 4/9 - loss 0.08394754 - time (sec): 0.50 - samples/sec: 4780.55 - lr: 0.000038 - momentum: 0.000000
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2024-11-27 20:29:44,263 epoch 30 - iter 5/9 - loss 0.08671976 - time (sec): 0.67 - samples/sec: 4369.41 - lr: 0.000038 - momentum: 0.000000
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2024-11-27 20:29:44,463 epoch 30 - iter 6/9 - loss 0.08464771 - time (sec): 0.87 - samples/sec: 4174.60 - lr: 0.000038 - momentum: 0.000000
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2024-11-27 20:29:44,669 epoch 30 - iter 7/9 - loss 0.08866241 - time (sec): 1.08 - samples/sec: 3877.27 - lr: 0.000038 - momentum: 0.000000
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2024-11-27 20:29:44,800 epoch 30 - iter 8/9 - loss 0.08949286 - time (sec): 1.21 - samples/sec: 3890.58 - lr: 0.000038 - momentum: 0.000000
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2024-11-27 20:29:44,930 epoch 30 - iter 9/9 - loss 0.08734323 - time (sec): 1.34 - samples/sec: 3888.62 - lr: 0.000038 - momentum: 0.000000
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2024-11-27 20:29:44,931 ----------------------------------------------------------------------------------------------------
|
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2024-11-27 20:29:44,931 EPOCH 30 done: loss 0.0873 - lr: 0.000038
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0%| | 0/1 [00:00<?, ?it/s]
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100%|███████████████████████████████████████████████████████████████████████████████████| 1/1 [00:00<00:00, 6.39it/s]
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100%|███████████████████████████████████████████████████████████████████████████████████| 1/1 [00:00<00:00, 6.38it/s]
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2024-11-27 20:29:45,107 DEV : loss 1.9621577262878418 - f1-score (micro avg) 0.284
|
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2024-11-27 20:29:45,108 ----------------------------------------------------------------------------------------------------
|
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2024-11-27 20:29:45,206 epoch 31 - iter 1/9 - loss 0.10894401 - time (sec): 0.10 - samples/sec: 5638.78 - lr: 0.000038 - momentum: 0.000000
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2024-11-27 20:29:45,331 epoch 31 - iter 2/9 - loss 0.06853830 - time (sec): 0.22 - samples/sec: 4903.57 - lr: 0.000038 - momentum: 0.000000
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2024-11-27 20:29:45,487 epoch 31 - iter 3/9 - loss 0.06072976 - time (sec): 0.38 - samples/sec: 4275.49 - lr: 0.000038 - momentum: 0.000000
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2024-11-27 20:29:45,629 epoch 31 - iter 4/9 - loss 0.05827872 - time (sec): 0.52 - samples/sec: 4191.66 - lr: 0.000038 - momentum: 0.000000
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2024-11-27 20:29:45,812 epoch 31 - iter 5/9 - loss 0.06146793 - time (sec): 0.70 - samples/sec: 3902.80 - lr: 0.000038 - momentum: 0.000000
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2024-11-27 20:29:45,960 epoch 31 - iter 6/9 - loss 0.05644323 - time (sec): 0.85 - samples/sec: 4008.53 - lr: 0.000038 - momentum: 0.000000
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2024-11-27 20:29:46,109 epoch 31 - iter 7/9 - loss 0.05952600 - time (sec): 1.00 - samples/sec: 4069.09 - lr: 0.000038 - momentum: 0.000000
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2024-11-27 20:29:46,263 epoch 31 - iter 8/9 - loss 0.06427407 - time (sec): 1.15 - samples/sec: 4044.48 - lr: 0.000038 - momentum: 0.000000
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2024-11-27 20:29:46,451 epoch 31 - iter 9/9 - loss 0.06498138 - time (sec): 1.34 - samples/sec: 3872.61 - lr: 0.000038 - momentum: 0.000000
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2024-11-27 20:29:46,452 ----------------------------------------------------------------------------------------------------
|
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2024-11-27 20:29:46,452 EPOCH 31 done: loss 0.0650 - lr: 0.000038
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0%| | 0/1 [00:00<?, ?it/s]
|
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100%|███████████████████████████████████████████████████████████████████████████████████| 1/1 [00:00<00:00, 6.81it/s]
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100%|███████████████████████████████████████████████████████████████████████████████████| 1/1 [00:00<00:00, 6.80it/s]
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2024-11-27 20:29:46,619 DEV : loss 2.0545997619628906 - f1-score (micro avg) 0.3046
|
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2024-11-27 20:29:46,620 ----------------------------------------------------------------------------------------------------
|
|
2024-11-27 20:29:46,731 epoch 32 - iter 1/9 - loss 0.08193054 - time (sec): 0.11 - samples/sec: 6265.76 - lr: 0.000038 - momentum: 0.000000
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2024-11-27 20:29:46,878 epoch 32 - iter 2/9 - loss 0.07055888 - time (sec): 0.26 - samples/sec: 4745.47 - lr: 0.000038 - momentum: 0.000000
|
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2024-11-27 20:29:47,031 epoch 32 - iter 3/9 - loss 0.06693102 - time (sec): 0.41 - samples/sec: 4417.14 - lr: 0.000038 - momentum: 0.000000
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2024-11-27 20:29:47,193 epoch 32 - iter 4/9 - loss 0.06096321 - time (sec): 0.57 - samples/sec: 4230.42 - lr: 0.000038 - momentum: 0.000000
|
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2024-11-27 20:29:47,360 epoch 32 - iter 5/9 - loss 0.05510763 - time (sec): 0.74 - samples/sec: 4203.82 - lr: 0.000038 - momentum: 0.000000
|
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2024-11-27 20:29:47,525 epoch 32 - iter 6/9 - loss 0.05367134 - time (sec): 0.90 - samples/sec: 4006.54 - lr: 0.000038 - momentum: 0.000000
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2024-11-27 20:29:47,668 epoch 32 - iter 7/9 - loss 0.05510440 - time (sec): 1.05 - samples/sec: 4005.63 - lr: 0.000038 - momentum: 0.000000
|
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2024-11-27 20:29:47,819 epoch 32 - iter 8/9 - loss 0.05804760 - time (sec): 1.20 - samples/sec: 3914.75 - lr: 0.000038 - momentum: 0.000000
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2024-11-27 20:29:47,963 epoch 32 - iter 9/9 - loss 0.05953212 - time (sec): 1.34 - samples/sec: 3872.79 - lr: 0.000038 - momentum: 0.000000
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2024-11-27 20:29:47,963 ----------------------------------------------------------------------------------------------------
|
|
2024-11-27 20:29:47,963 EPOCH 32 done: loss 0.0595 - lr: 0.000038
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0%| | 0/1 [00:00<?, ?it/s]
|
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100%|███████████████████████████████████████████████████████████████████████████████████| 1/1 [00:00<00:00, 6.60it/s]
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100%|███████████████████████████████████████████████████████████████████████████████████| 1/1 [00:00<00:00, 6.59it/s]
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2024-11-27 20:29:48,134 DEV : loss 1.991340160369873 - f1-score (micro avg) 0.3077
|
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2024-11-27 20:29:48,136 ----------------------------------------------------------------------------------------------------
|
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2024-11-27 20:29:48,243 epoch 33 - iter 1/9 - loss 0.06266447 - time (sec): 0.11 - samples/sec: 5394.33 - lr: 0.000038 - momentum: 0.000000
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2024-11-27 20:29:48,398 epoch 33 - iter 2/9 - loss 0.05396916 - time (sec): 0.26 - samples/sec: 4686.78 - lr: 0.000038 - momentum: 0.000000
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2024-11-27 20:29:48,553 epoch 33 - iter 3/9 - loss 0.06727400 - time (sec): 0.42 - samples/sec: 4392.09 - lr: 0.000038 - momentum: 0.000000
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2024-11-27 20:29:48,678 epoch 33 - iter 4/9 - loss 0.06543379 - time (sec): 0.54 - samples/sec: 4308.99 - lr: 0.000038 - momentum: 0.000000
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2024-11-27 20:29:48,829 epoch 33 - iter 5/9 - loss 0.06359310 - time (sec): 0.69 - samples/sec: 4281.60 - lr: 0.000038 - momentum: 0.000000
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2024-11-27 20:29:48,984 epoch 33 - iter 6/9 - loss 0.05946740 - time (sec): 0.85 - samples/sec: 4169.72 - lr: 0.000038 - momentum: 0.000000
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2024-11-27 20:29:49,118 epoch 33 - iter 7/9 - loss 0.05657876 - time (sec): 0.98 - samples/sec: 4123.14 - lr: 0.000038 - momentum: 0.000000
|
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2024-11-27 20:29:49,269 epoch 33 - iter 8/9 - loss 0.05650697 - time (sec): 1.13 - samples/sec: 4123.91 - lr: 0.000038 - momentum: 0.000000
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2024-11-27 20:29:49,582 epoch 33 - iter 9/9 - loss 0.05409143 - time (sec): 1.45 - samples/sec: 3594.82 - lr: 0.000038 - momentum: 0.000000
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2024-11-27 20:29:49,583 ----------------------------------------------------------------------------------------------------
|
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2024-11-27 20:29:49,583 EPOCH 33 done: loss 0.0541 - lr: 0.000038
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0%| | 0/1 [00:00<?, ?it/s]
|
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100%|███████████████████████████████████████████████████████████████████████████████████| 1/1 [00:00<00:00, 6.27it/s]
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100%|███████████████████████████████████████████████████████████████████████████████████| 1/1 [00:00<00:00, 6.26it/s]
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2024-11-27 20:29:49,762 DEV : loss 2.1849007606506348 - f1-score (micro avg) 0.3497
|
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2024-11-27 20:29:49,763 ----------------------------------------------------------------------------------------------------
|
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2024-11-27 20:29:49,864 epoch 34 - iter 1/9 - loss 0.02477097 - time (sec): 0.10 - samples/sec: 6767.93 - lr: 0.000038 - momentum: 0.000000
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2024-11-27 20:29:50,012 epoch 34 - iter 2/9 - loss 0.02851112 - time (sec): 0.25 - samples/sec: 5211.77 - lr: 0.000038 - momentum: 0.000000
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2024-11-27 20:29:50,155 epoch 34 - iter 3/9 - loss 0.03854129 - time (sec): 0.39 - samples/sec: 4810.79 - lr: 0.000038 - momentum: 0.000000
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2024-11-27 20:29:50,312 epoch 34 - iter 4/9 - loss 0.03930109 - time (sec): 0.55 - samples/sec: 4626.13 - lr: 0.000038 - momentum: 0.000000
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2024-11-27 20:29:50,456 epoch 34 - iter 5/9 - loss 0.03981364 - time (sec): 0.69 - samples/sec: 4428.77 - lr: 0.000038 - momentum: 0.000000
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2024-11-27 20:29:50,591 epoch 34 - iter 6/9 - loss 0.04359152 - time (sec): 0.83 - samples/sec: 4380.51 - lr: 0.000038 - momentum: 0.000000
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2024-11-27 20:29:50,717 epoch 34 - iter 7/9 - loss 0.04639099 - time (sec): 0.95 - samples/sec: 4281.53 - lr: 0.000038 - momentum: 0.000000
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2024-11-27 20:29:50,840 epoch 34 - iter 8/9 - loss 0.04586801 - time (sec): 1.08 - samples/sec: 4364.35 - lr: 0.000038 - momentum: 0.000000
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2024-11-27 20:29:50,976 epoch 34 - iter 9/9 - loss 0.04611400 - time (sec): 1.21 - samples/sec: 4288.19 - lr: 0.000038 - momentum: 0.000000
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2024-11-27 20:29:50,976 ----------------------------------------------------------------------------------------------------
|
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2024-11-27 20:29:50,977 EPOCH 34 done: loss 0.0461 - lr: 0.000038
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0%| | 0/1 [00:00<?, ?it/s]
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100%|███████████████████████████████████████████████████████████████████████████████████| 1/1 [00:00<00:00, 6.24it/s]
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100%|███████████████████████████████████████████████████████████████████████████████████| 1/1 [00:00<00:00, 6.23it/s]
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2024-11-27 20:29:51,157 DEV : loss 2.0644054412841797 - f1-score (micro avg) 0.3164
|
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2024-11-27 20:29:51,158 ----------------------------------------------------------------------------------------------------
|
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2024-11-27 20:29:51,267 epoch 35 - iter 1/9 - loss 0.02517174 - time (sec): 0.11 - samples/sec: 5628.13 - lr: 0.000038 - momentum: 0.000000
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2024-11-27 20:29:51,421 epoch 35 - iter 2/9 - loss 0.04054492 - time (sec): 0.26 - samples/sec: 4769.75 - lr: 0.000037 - momentum: 0.000000
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2024-11-27 20:29:51,568 epoch 35 - iter 3/9 - loss 0.04279313 - time (sec): 0.41 - samples/sec: 4460.37 - lr: 0.000037 - momentum: 0.000000
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2024-11-27 20:29:51,733 epoch 35 - iter 4/9 - loss 0.04895540 - time (sec): 0.57 - samples/sec: 4456.41 - lr: 0.000037 - momentum: 0.000000
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2024-11-27 20:29:51,907 epoch 35 - iter 5/9 - loss 0.04383236 - time (sec): 0.75 - samples/sec: 4113.59 - lr: 0.000037 - momentum: 0.000000
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2024-11-27 20:29:52,057 epoch 35 - iter 6/9 - loss 0.04692451 - time (sec): 0.90 - samples/sec: 4015.52 - lr: 0.000037 - momentum: 0.000000
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2024-11-27 20:29:52,178 epoch 35 - iter 7/9 - loss 0.04695995 - time (sec): 1.02 - samples/sec: 3998.26 - lr: 0.000037 - momentum: 0.000000
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2024-11-27 20:29:52,300 epoch 35 - iter 8/9 - loss 0.04591715 - time (sec): 1.14 - samples/sec: 4043.60 - lr: 0.000037 - momentum: 0.000000
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2024-11-27 20:29:52,437 epoch 35 - iter 9/9 - loss 0.04275513 - time (sec): 1.28 - samples/sec: 4068.02 - lr: 0.000037 - momentum: 0.000000
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2024-11-27 20:29:52,437 ----------------------------------------------------------------------------------------------------
|
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2024-11-27 20:29:52,437 EPOCH 35 done: loss 0.0428 - lr: 0.000037
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0%| | 0/1 [00:00<?, ?it/s]
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100%|███████████████████████████████████████████████████████████████████████████████████| 1/1 [00:00<00:00, 7.29it/s]
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100%|███████████████████████████████████████████████████████████████████████████████████| 1/1 [00:00<00:00, 7.27it/s]
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2024-11-27 20:29:52,594 DEV : loss 2.1733546257019043 - f1-score (micro avg) 0.3356
|
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2024-11-27 20:29:52,595 ----------------------------------------------------------------------------------------------------
|
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2024-11-27 20:29:52,687 epoch 36 - iter 1/9 - loss 0.02704067 - time (sec): 0.09 - samples/sec: 4855.42 - lr: 0.000037 - momentum: 0.000000
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2024-11-27 20:29:52,830 epoch 36 - iter 2/9 - loss 0.03457557 - time (sec): 0.23 - samples/sec: 4550.44 - lr: 0.000037 - momentum: 0.000000
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2024-11-27 20:29:52,968 epoch 36 - iter 3/9 - loss 0.03757709 - time (sec): 0.37 - samples/sec: 4325.63 - lr: 0.000037 - momentum: 0.000000
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2024-11-27 20:29:53,116 epoch 36 - iter 4/9 - loss 0.03182234 - time (sec): 0.52 - samples/sec: 4405.25 - lr: 0.000037 - momentum: 0.000000
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2024-11-27 20:29:53,265 epoch 36 - iter 5/9 - loss 0.04247795 - time (sec): 0.67 - samples/sec: 4439.15 - lr: 0.000037 - momentum: 0.000000
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2024-11-27 20:29:53,425 epoch 36 - iter 6/9 - loss 0.04114452 - time (sec): 0.83 - samples/sec: 4241.36 - lr: 0.000037 - momentum: 0.000000
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2024-11-27 20:29:53,674 epoch 36 - iter 7/9 - loss 0.03808348 - time (sec): 1.08 - samples/sec: 3929.61 - lr: 0.000037 - momentum: 0.000000
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2024-11-27 20:29:53,823 epoch 36 - iter 8/9 - loss 0.03736671 - time (sec): 1.23 - samples/sec: 3841.59 - lr: 0.000037 - momentum: 0.000000
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2024-11-27 20:29:53,943 epoch 36 - iter 9/9 - loss 0.04206421 - time (sec): 1.35 - samples/sec: 3857.45 - lr: 0.000037 - momentum: 0.000000
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2024-11-27 20:29:53,943 ----------------------------------------------------------------------------------------------------
|
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2024-11-27 20:29:53,943 EPOCH 36 done: loss 0.0421 - lr: 0.000037
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0%| | 0/1 [00:00<?, ?it/s]
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100%|███████████████████████████████████████████████████████████████████████████████████| 1/1 [00:00<00:00, 6.58it/s]
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100%|███████████████████████████████████████████████████████████████████████████████████| 1/1 [00:00<00:00, 6.56it/s]
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2024-11-27 20:29:54,115 DEV : loss 2.1078429222106934 - f1-score (micro avg) 0.3636
|
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2024-11-27 20:29:54,116 ----------------------------------------------------------------------------------------------------
|
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2024-11-27 20:29:54,224 epoch 37 - iter 1/9 - loss 0.01503284 - time (sec): 0.11 - samples/sec: 5016.07 - lr: 0.000037 - momentum: 0.000000
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2024-11-27 20:29:54,361 epoch 37 - iter 2/9 - loss 0.02121967 - time (sec): 0.24 - samples/sec: 4296.07 - lr: 0.000037 - momentum: 0.000000
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2024-11-27 20:29:54,489 epoch 37 - iter 3/9 - loss 0.02231252 - time (sec): 0.37 - samples/sec: 4406.55 - lr: 0.000037 - momentum: 0.000000
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2024-11-27 20:29:54,674 epoch 37 - iter 4/9 - loss 0.02649754 - time (sec): 0.56 - samples/sec: 4159.25 - lr: 0.000037 - momentum: 0.000000
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2024-11-27 20:29:54,930 epoch 37 - iter 5/9 - loss 0.03344334 - time (sec): 0.81 - samples/sec: 3694.70 - lr: 0.000037 - momentum: 0.000000
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2024-11-27 20:29:55,106 epoch 37 - iter 6/9 - loss 0.03271569 - time (sec): 0.99 - samples/sec: 3654.13 - lr: 0.000037 - momentum: 0.000000
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2024-11-27 20:29:55,261 epoch 37 - iter 7/9 - loss 0.03073919 - time (sec): 1.14 - samples/sec: 3676.16 - lr: 0.000037 - momentum: 0.000000
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2024-11-27 20:29:55,413 epoch 37 - iter 8/9 - loss 0.02882891 - time (sec): 1.30 - samples/sec: 3642.65 - lr: 0.000037 - momentum: 0.000000
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2024-11-27 20:29:55,560 epoch 37 - iter 9/9 - loss 0.02967874 - time (sec): 1.44 - samples/sec: 3601.93 - lr: 0.000037 - momentum: 0.000000
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2024-11-27 20:29:55,560 ----------------------------------------------------------------------------------------------------
|
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2024-11-27 20:29:55,561 EPOCH 37 done: loss 0.0297 - lr: 0.000037
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0%| | 0/1 [00:00<?, ?it/s]
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100%|███████████████████████████████████████████████████████████████████████████████████| 1/1 [00:00<00:00, 6.19it/s]
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100%|███████████████████████████████████████████████████████████████████████████████████| 1/1 [00:00<00:00, 6.18it/s]
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2024-11-27 20:29:55,742 DEV : loss 2.1725172996520996 - f1-score (micro avg) 0.3067
|
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2024-11-27 20:29:55,743 ----------------------------------------------------------------------------------------------------
|
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2024-11-27 20:29:55,848 epoch 38 - iter 1/9 - loss 0.02305206 - time (sec): 0.10 - samples/sec: 5840.69 - lr: 0.000037 - momentum: 0.000000
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2024-11-27 20:29:55,988 epoch 38 - iter 2/9 - loss 0.02535708 - time (sec): 0.24 - samples/sec: 4688.38 - lr: 0.000037 - momentum: 0.000000
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2024-11-27 20:29:56,130 epoch 38 - iter 3/9 - loss 0.02573898 - time (sec): 0.39 - samples/sec: 4417.13 - lr: 0.000037 - momentum: 0.000000
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2024-11-27 20:29:56,283 epoch 38 - iter 4/9 - loss 0.02925730 - time (sec): 0.54 - samples/sec: 4051.22 - lr: 0.000037 - momentum: 0.000000
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2024-11-27 20:29:56,410 epoch 38 - iter 5/9 - loss 0.03000310 - time (sec): 0.67 - samples/sec: 3993.27 - lr: 0.000037 - momentum: 0.000000
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2024-11-27 20:29:56,573 epoch 38 - iter 6/9 - loss 0.03182305 - time (sec): 0.83 - samples/sec: 4086.96 - lr: 0.000037 - momentum: 0.000000
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2024-11-27 20:29:56,720 epoch 38 - iter 7/9 - loss 0.02968052 - time (sec): 0.98 - samples/sec: 3993.61 - lr: 0.000037 - momentum: 0.000000
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2024-11-27 20:29:56,863 epoch 38 - iter 8/9 - loss 0.03118254 - time (sec): 1.12 - samples/sec: 4098.72 - lr: 0.000037 - momentum: 0.000000
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2024-11-27 20:29:56,998 epoch 38 - iter 9/9 - loss 0.03038164 - time (sec): 1.25 - samples/sec: 4144.32 - lr: 0.000037 - momentum: 0.000000
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2024-11-27 20:29:56,998 ----------------------------------------------------------------------------------------------------
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2024-11-27 20:29:56,998 EPOCH 38 done: loss 0.0304 - lr: 0.000037
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0%| | 0/1 [00:00<?, ?it/s]
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100%|███████████████████████████████████████████████████████████████████████████████████| 1/1 [00:00<00:00, 6.25it/s]
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100%|███████████████████████████████████████████████████████████████████████████████████| 1/1 [00:00<00:00, 6.24it/s]
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2024-11-27 20:29:57,178 DEV : loss 2.232577085494995 - f1-score (micro avg) 0.3185
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2024-11-27 20:29:57,179 ----------------------------------------------------------------------------------------------------
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2024-11-27 20:29:57,270 epoch 39 - iter 1/9 - loss 0.01314354 - time (sec): 0.09 - samples/sec: 6413.12 - lr: 0.000037 - momentum: 0.000000
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2024-11-27 20:29:57,401 epoch 39 - iter 2/9 - loss 0.01683950 - time (sec): 0.22 - samples/sec: 4756.44 - lr: 0.000037 - momentum: 0.000000
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2024-11-27 20:29:57,537 epoch 39 - iter 3/9 - loss 0.01565205 - time (sec): 0.36 - samples/sec: 4551.86 - lr: 0.000037 - momentum: 0.000000
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2024-11-27 20:29:57,694 epoch 39 - iter 4/9 - loss 0.01997316 - time (sec): 0.51 - samples/sec: 4571.30 - lr: 0.000037 - momentum: 0.000000
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2024-11-27 20:29:57,873 epoch 39 - iter 5/9 - loss 0.02114608 - time (sec): 0.69 - samples/sec: 4285.47 - lr: 0.000037 - momentum: 0.000000
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2024-11-27 20:29:58,035 epoch 39 - iter 6/9 - loss 0.02007915 - time (sec): 0.85 - samples/sec: 4138.04 - lr: 0.000037 - momentum: 0.000000
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2024-11-27 20:29:58,200 epoch 39 - iter 7/9 - loss 0.02126286 - time (sec): 1.02 - samples/sec: 4018.52 - lr: 0.000037 - momentum: 0.000000
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2024-11-27 20:29:58,345 epoch 39 - iter 8/9 - loss 0.02270155 - time (sec): 1.17 - samples/sec: 4062.97 - lr: 0.000037 - momentum: 0.000000
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2024-11-27 20:29:58,494 epoch 39 - iter 9/9 - loss 0.02151240 - time (sec): 1.31 - samples/sec: 3955.48 - lr: 0.000037 - momentum: 0.000000
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2024-11-27 20:29:58,494 ----------------------------------------------------------------------------------------------------
|
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2024-11-27 20:29:58,494 EPOCH 39 done: loss 0.0215 - lr: 0.000037
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0%| | 0/1 [00:00<?, ?it/s]
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100%|███████████████████████████████████████████████████████████████████████████████████| 1/1 [00:00<00:00, 6.01it/s]
|
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100%|███████████████████████████████████████████████████████████████████████████████████| 1/1 [00:00<00:00, 6.00it/s]
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2024-11-27 20:29:58,680 DEV : loss 2.1884210109710693 - f1-score (micro avg) 0.323
|
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2024-11-27 20:29:58,681 ----------------------------------------------------------------------------------------------------
|
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2024-11-27 20:29:58,772 epoch 40 - iter 1/9 - loss 0.03571283 - time (sec): 0.09 - samples/sec: 5997.84 - lr: 0.000036 - momentum: 0.000000
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2024-11-27 20:29:58,918 epoch 40 - iter 2/9 - loss 0.02882457 - time (sec): 0.24 - samples/sec: 5160.95 - lr: 0.000036 - momentum: 0.000000
|
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2024-11-27 20:29:59,073 epoch 40 - iter 3/9 - loss 0.02376341 - time (sec): 0.39 - samples/sec: 4343.53 - lr: 0.000036 - momentum: 0.000000
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2024-11-27 20:29:59,211 epoch 40 - iter 4/9 - loss 0.02166937 - time (sec): 0.53 - samples/sec: 4333.11 - lr: 0.000036 - momentum: 0.000000
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2024-11-27 20:29:59,341 epoch 40 - iter 5/9 - loss 0.01925959 - time (sec): 0.66 - samples/sec: 4328.38 - lr: 0.000036 - momentum: 0.000000
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2024-11-27 20:29:59,508 epoch 40 - iter 6/9 - loss 0.02146943 - time (sec): 0.83 - samples/sec: 4252.27 - lr: 0.000036 - momentum: 0.000000
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2024-11-27 20:29:59,652 epoch 40 - iter 7/9 - loss 0.02092201 - time (sec): 0.97 - samples/sec: 4232.63 - lr: 0.000036 - momentum: 0.000000
|
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2024-11-27 20:29:59,794 epoch 40 - iter 8/9 - loss 0.02164045 - time (sec): 1.11 - samples/sec: 4184.81 - lr: 0.000036 - momentum: 0.000000
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2024-11-27 20:29:59,949 epoch 40 - iter 9/9 - loss 0.02072032 - time (sec): 1.27 - samples/sec: 4104.58 - lr: 0.000036 - momentum: 0.000000
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2024-11-27 20:29:59,949 ----------------------------------------------------------------------------------------------------
|
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2024-11-27 20:29:59,949 EPOCH 40 done: loss 0.0207 - lr: 0.000036
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0%| | 0/1 [00:00<?, ?it/s]
|
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100%|███████████████████████████████████████████████████████████████████████████████████| 1/1 [00:00<00:00, 5.66it/s]
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100%|███████████████████████████████████████████████████████████████████████████████████| 1/1 [00:00<00:00, 5.65it/s]
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2024-11-27 20:30:00,145 DEV : loss 2.2572319507598877 - f1-score (micro avg) 0.321
|
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2024-11-27 20:30:00,146 ----------------------------------------------------------------------------------------------------
|
|
2024-11-27 20:30:00,253 epoch 41 - iter 1/9 - loss 0.01133918 - time (sec): 0.11 - samples/sec: 7916.80 - lr: 0.000036 - momentum: 0.000000
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2024-11-27 20:30:00,492 epoch 41 - iter 2/9 - loss 0.01408810 - time (sec): 0.34 - samples/sec: 4340.32 - lr: 0.000036 - momentum: 0.000000
|
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2024-11-27 20:30:00,635 epoch 41 - iter 3/9 - loss 0.01283532 - time (sec): 0.49 - samples/sec: 4028.42 - lr: 0.000036 - momentum: 0.000000
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2024-11-27 20:30:00,789 epoch 41 - iter 4/9 - loss 0.01181448 - time (sec): 0.64 - samples/sec: 3976.46 - lr: 0.000036 - momentum: 0.000000
|
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2024-11-27 20:30:00,926 epoch 41 - iter 5/9 - loss 0.01796051 - time (sec): 0.78 - samples/sec: 4023.75 - lr: 0.000036 - momentum: 0.000000
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2024-11-27 20:30:01,064 epoch 41 - iter 6/9 - loss 0.02027897 - time (sec): 0.92 - samples/sec: 3941.15 - lr: 0.000036 - momentum: 0.000000
|
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2024-11-27 20:30:01,206 epoch 41 - iter 7/9 - loss 0.02065363 - time (sec): 1.06 - samples/sec: 3984.40 - lr: 0.000036 - momentum: 0.000000
|
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2024-11-27 20:30:01,340 epoch 41 - iter 8/9 - loss 0.02122454 - time (sec): 1.19 - samples/sec: 3899.19 - lr: 0.000036 - momentum: 0.000000
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2024-11-27 20:30:01,479 epoch 41 - iter 9/9 - loss 0.01989865 - time (sec): 1.33 - samples/sec: 3903.80 - lr: 0.000036 - momentum: 0.000000
|
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2024-11-27 20:30:01,479 ----------------------------------------------------------------------------------------------------
|
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2024-11-27 20:30:01,479 EPOCH 41 done: loss 0.0199 - lr: 0.000036
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|
0%| | 0/1 [00:00<?, ?it/s]
|
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100%|███████████████████████████████████████████████████████████████████████████████████| 1/1 [00:00<00:00, 6.77it/s]
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100%|███████████████████████████████████████████████████████████████████████████████████| 1/1 [00:00<00:00, 6.76it/s]
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2024-11-27 20:30:01,646 DEV : loss 2.2987847328186035 - f1-score (micro avg) 0.3226
|
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2024-11-27 20:30:01,647 ----------------------------------------------------------------------------------------------------
|
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2024-11-27 20:30:01,743 epoch 42 - iter 1/9 - loss 0.01384202 - time (sec): 0.09 - samples/sec: 5299.86 - lr: 0.000036 - momentum: 0.000000
|
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2024-11-27 20:30:01,886 epoch 42 - iter 2/9 - loss 0.01376080 - time (sec): 0.24 - samples/sec: 4835.42 - lr: 0.000036 - momentum: 0.000000
|
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2024-11-27 20:30:02,018 epoch 42 - iter 3/9 - loss 0.02260501 - time (sec): 0.37 - samples/sec: 4690.28 - lr: 0.000036 - momentum: 0.000000
|
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2024-11-27 20:30:02,150 epoch 42 - iter 4/9 - loss 0.02096437 - time (sec): 0.50 - samples/sec: 4983.06 - lr: 0.000036 - momentum: 0.000000
|
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2024-11-27 20:30:02,315 epoch 42 - iter 5/9 - loss 0.01968164 - time (sec): 0.67 - samples/sec: 4598.69 - lr: 0.000036 - momentum: 0.000000
|
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2024-11-27 20:30:02,477 epoch 42 - iter 6/9 - loss 0.01981044 - time (sec): 0.83 - samples/sec: 4389.35 - lr: 0.000036 - momentum: 0.000000
|
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2024-11-27 20:30:02,625 epoch 42 - iter 7/9 - loss 0.01811143 - time (sec): 0.98 - samples/sec: 4289.70 - lr: 0.000036 - momentum: 0.000000
|
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2024-11-27 20:30:02,787 epoch 42 - iter 8/9 - loss 0.01820150 - time (sec): 1.14 - samples/sec: 4136.83 - lr: 0.000036 - momentum: 0.000000
|
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2024-11-27 20:30:02,894 epoch 42 - iter 9/9 - loss 0.01895619 - time (sec): 1.25 - samples/sec: 4169.92 - lr: 0.000036 - momentum: 0.000000
|
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2024-11-27 20:30:02,895 ----------------------------------------------------------------------------------------------------
|
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2024-11-27 20:30:02,895 EPOCH 42 done: loss 0.0190 - lr: 0.000036
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|
0%| | 0/1 [00:00<?, ?it/s]
|
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100%|███████████████████████████████████████████████████████████████████████████████████| 1/1 [00:00<00:00, 7.34it/s]
|
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100%|███████████████████████████████████████████████████████████████████████████████████| 1/1 [00:00<00:00, 7.32it/s]
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2024-11-27 20:30:03,051 DEV : loss 2.255535125732422 - f1-score (micro avg) 0.3121
|
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2024-11-27 20:30:03,052 ----------------------------------------------------------------------------------------------------
|
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2024-11-27 20:30:03,154 epoch 43 - iter 1/9 - loss 0.02027431 - time (sec): 0.10 - samples/sec: 4848.03 - lr: 0.000036 - momentum: 0.000000
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2024-11-27 20:30:03,295 epoch 43 - iter 2/9 - loss 0.01653461 - time (sec): 0.24 - samples/sec: 4384.09 - lr: 0.000036 - momentum: 0.000000
|
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2024-11-27 20:30:03,461 epoch 43 - iter 3/9 - loss 0.01435258 - time (sec): 0.41 - samples/sec: 3873.52 - lr: 0.000036 - momentum: 0.000000
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2024-11-27 20:30:03,706 epoch 43 - iter 4/9 - loss 0.01345101 - time (sec): 0.65 - samples/sec: 3333.68 - lr: 0.000036 - momentum: 0.000000
|
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2024-11-27 20:30:03,857 epoch 43 - iter 5/9 - loss 0.01368461 - time (sec): 0.80 - samples/sec: 3475.27 - lr: 0.000036 - momentum: 0.000000
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2024-11-27 20:30:03,993 epoch 43 - iter 6/9 - loss 0.01578658 - time (sec): 0.94 - samples/sec: 3741.96 - lr: 0.000036 - momentum: 0.000000
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2024-11-27 20:30:04,161 epoch 43 - iter 7/9 - loss 0.01624349 - time (sec): 1.11 - samples/sec: 3724.97 - lr: 0.000036 - momentum: 0.000000
|
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2024-11-27 20:30:04,352 epoch 43 - iter 8/9 - loss 0.02133874 - time (sec): 1.30 - samples/sec: 3609.96 - lr: 0.000036 - momentum: 0.000000
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2024-11-27 20:30:04,498 epoch 43 - iter 9/9 - loss 0.02035639 - time (sec): 1.44 - samples/sec: 3597.03 - lr: 0.000036 - momentum: 0.000000
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2024-11-27 20:30:04,498 ----------------------------------------------------------------------------------------------------
|
|
2024-11-27 20:30:04,498 EPOCH 43 done: loss 0.0204 - lr: 0.000036
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0%| | 0/1 [00:00<?, ?it/s]
|
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100%|███████████████████████████████████████████████████████████████████████████████████| 1/1 [00:00<00:00, 6.94it/s]
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100%|███████████████████████████████████████████████████████████████████████████████████| 1/1 [00:00<00:00, 6.92it/s]
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2024-11-27 20:30:04,662 DEV : loss 2.283066511154175 - f1-score (micro avg) 0.32
|
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2024-11-27 20:30:04,663 ----------------------------------------------------------------------------------------------------
|
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2024-11-27 20:30:04,758 epoch 44 - iter 1/9 - loss 0.00932349 - time (sec): 0.09 - samples/sec: 5317.46 - lr: 0.000036 - momentum: 0.000000
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2024-11-27 20:30:04,958 epoch 44 - iter 2/9 - loss 0.01364547 - time (sec): 0.29 - samples/sec: 4138.55 - lr: 0.000036 - momentum: 0.000000
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2024-11-27 20:30:05,104 epoch 44 - iter 3/9 - loss 0.01391222 - time (sec): 0.44 - samples/sec: 4130.48 - lr: 0.000036 - momentum: 0.000000
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2024-11-27 20:30:05,247 epoch 44 - iter 4/9 - loss 0.01459760 - time (sec): 0.58 - samples/sec: 4296.36 - lr: 0.000036 - momentum: 0.000000
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2024-11-27 20:30:05,544 epoch 44 - iter 5/9 - loss 0.01751072 - time (sec): 0.88 - samples/sec: 3361.83 - lr: 0.000036 - momentum: 0.000000
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2024-11-27 20:30:05,672 epoch 44 - iter 6/9 - loss 0.01780812 - time (sec): 1.01 - samples/sec: 3501.93 - lr: 0.000036 - momentum: 0.000000
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2024-11-27 20:30:05,813 epoch 44 - iter 7/9 - loss 0.01590627 - time (sec): 1.15 - samples/sec: 3566.68 - lr: 0.000036 - momentum: 0.000000
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2024-11-27 20:30:05,942 epoch 44 - iter 8/9 - loss 0.01474644 - time (sec): 1.28 - samples/sec: 3624.48 - lr: 0.000036 - momentum: 0.000000
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2024-11-27 20:30:06,087 epoch 44 - iter 9/9 - loss 0.01503946 - time (sec): 1.42 - samples/sec: 3651.43 - lr: 0.000035 - momentum: 0.000000
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2024-11-27 20:30:06,088 ----------------------------------------------------------------------------------------------------
|
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2024-11-27 20:30:06,088 EPOCH 44 done: loss 0.0150 - lr: 0.000035
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0%| | 0/1 [00:00<?, ?it/s]
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100%|███████████████████████████████████████████████████████████████████████████████████| 1/1 [00:00<00:00, 5.90it/s]
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100%|███████████████████████████████████████████████████████████████████████████████████| 1/1 [00:00<00:00, 5.89it/s]
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2024-11-27 20:30:06,277 DEV : loss 2.304168462753296 - f1-score (micro avg) 0.3067
|
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2024-11-27 20:30:06,278 ----------------------------------------------------------------------------------------------------
|
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2024-11-27 20:30:06,374 epoch 45 - iter 1/9 - loss 0.00474904 - time (sec): 0.09 - samples/sec: 5373.33 - lr: 0.000035 - momentum: 0.000000
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2024-11-27 20:30:06,506 epoch 45 - iter 2/9 - loss 0.00508487 - time (sec): 0.23 - samples/sec: 4823.94 - lr: 0.000035 - momentum: 0.000000
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2024-11-27 20:30:06,652 epoch 45 - iter 3/9 - loss 0.00892930 - time (sec): 0.37 - samples/sec: 4612.78 - lr: 0.000035 - momentum: 0.000000
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2024-11-27 20:30:06,903 epoch 45 - iter 4/9 - loss 0.00824941 - time (sec): 0.62 - samples/sec: 3719.66 - lr: 0.000035 - momentum: 0.000000
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2024-11-27 20:30:07,085 epoch 45 - iter 5/9 - loss 0.00822924 - time (sec): 0.81 - samples/sec: 3608.53 - lr: 0.000035 - momentum: 0.000000
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2024-11-27 20:30:07,225 epoch 45 - iter 6/9 - loss 0.00836672 - time (sec): 0.95 - samples/sec: 3712.22 - lr: 0.000035 - momentum: 0.000000
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2024-11-27 20:30:07,354 epoch 45 - iter 7/9 - loss 0.00963688 - time (sec): 1.07 - samples/sec: 3730.24 - lr: 0.000035 - momentum: 0.000000
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2024-11-27 20:30:07,498 epoch 45 - iter 8/9 - loss 0.00946574 - time (sec): 1.22 - samples/sec: 3852.20 - lr: 0.000035 - momentum: 0.000000
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2024-11-27 20:30:07,663 epoch 45 - iter 9/9 - loss 0.00976081 - time (sec): 1.38 - samples/sec: 3755.77 - lr: 0.000035 - momentum: 0.000000
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2024-11-27 20:30:07,663 ----------------------------------------------------------------------------------------------------
|
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2024-11-27 20:30:07,663 EPOCH 45 done: loss 0.0098 - lr: 0.000035
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0%| | 0/1 [00:00<?, ?it/s]
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100%|███████████████████████████████████████████████████████████████████████████████████| 1/1 [00:00<00:00, 6.15it/s]
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100%|███████████████████████████████████████████████████████████████████████████████████| 1/1 [00:00<00:00, 6.14it/s]
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2024-11-27 20:30:07,845 DEV : loss 2.358428478240967 - f1-score (micro avg) 0.3247
|
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2024-11-27 20:30:07,846 ----------------------------------------------------------------------------------------------------
|
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2024-11-27 20:30:08,166 epoch 46 - iter 1/9 - loss 0.02119955 - time (sec): 0.32 - samples/sec: 1514.62 - lr: 0.000035 - momentum: 0.000000
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2024-11-27 20:30:08,321 epoch 46 - iter 2/9 - loss 0.01518660 - time (sec): 0.47 - samples/sec: 2154.03 - lr: 0.000035 - momentum: 0.000000
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2024-11-27 20:30:08,483 epoch 46 - iter 3/9 - loss 0.01438913 - time (sec): 0.64 - samples/sec: 2548.02 - lr: 0.000035 - momentum: 0.000000
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2024-11-27 20:30:08,610 epoch 46 - iter 4/9 - loss 0.01472523 - time (sec): 0.76 - samples/sec: 2742.30 - lr: 0.000035 - momentum: 0.000000
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2024-11-27 20:30:08,751 epoch 46 - iter 5/9 - loss 0.01479580 - time (sec): 0.90 - samples/sec: 2972.54 - lr: 0.000035 - momentum: 0.000000
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2024-11-27 20:30:08,897 epoch 46 - iter 6/9 - loss 0.01250385 - time (sec): 1.05 - samples/sec: 3225.93 - lr: 0.000035 - momentum: 0.000000
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2024-11-27 20:30:09,054 epoch 46 - iter 7/9 - loss 0.01193812 - time (sec): 1.21 - samples/sec: 3303.54 - lr: 0.000035 - momentum: 0.000000
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2024-11-27 20:30:09,192 epoch 46 - iter 8/9 - loss 0.01268973 - time (sec): 1.34 - samples/sec: 3399.39 - lr: 0.000035 - momentum: 0.000000
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2024-11-27 20:30:09,332 epoch 46 - iter 9/9 - loss 0.01191948 - time (sec): 1.48 - samples/sec: 3502.06 - lr: 0.000035 - momentum: 0.000000
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2024-11-27 20:30:09,332 ----------------------------------------------------------------------------------------------------
|
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2024-11-27 20:30:09,332 EPOCH 46 done: loss 0.0119 - lr: 0.000035
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0%| | 0/1 [00:00<?, ?it/s]
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100%|███████████████████████████████████████████████████████████████████████████████████| 1/1 [00:00<00:00, 5.47it/s]
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100%|███████████████████████████████████████████████████████████████████████████████████| 1/1 [00:00<00:00, 5.46it/s]
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2024-11-27 20:30:09,534 DEV : loss 2.394437074661255 - f1-score (micro avg) 0.3011
|
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2024-11-27 20:30:09,536 ----------------------------------------------------------------------------------------------------
|
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2024-11-27 20:30:09,639 epoch 47 - iter 1/9 - loss 0.01614049 - time (sec): 0.10 - samples/sec: 5788.63 - lr: 0.000035 - momentum: 0.000000
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2024-11-27 20:30:09,786 epoch 47 - iter 2/9 - loss 0.01194475 - time (sec): 0.25 - samples/sec: 4919.06 - lr: 0.000035 - momentum: 0.000000
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2024-11-27 20:30:09,939 epoch 47 - iter 3/9 - loss 0.00876992 - time (sec): 0.40 - samples/sec: 4813.72 - lr: 0.000035 - momentum: 0.000000
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2024-11-27 20:30:10,103 epoch 47 - iter 4/9 - loss 0.01037120 - time (sec): 0.57 - samples/sec: 4410.29 - lr: 0.000035 - momentum: 0.000000
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2024-11-27 20:30:10,237 epoch 47 - iter 5/9 - loss 0.00941951 - time (sec): 0.70 - samples/sec: 4279.51 - lr: 0.000035 - momentum: 0.000000
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2024-11-27 20:30:10,388 epoch 47 - iter 6/9 - loss 0.01715916 - time (sec): 0.85 - samples/sec: 4218.36 - lr: 0.000035 - momentum: 0.000000
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2024-11-27 20:30:10,569 epoch 47 - iter 7/9 - loss 0.01607052 - time (sec): 1.03 - samples/sec: 4037.89 - lr: 0.000035 - momentum: 0.000000
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2024-11-27 20:30:10,715 epoch 47 - iter 8/9 - loss 0.01759386 - time (sec): 1.18 - samples/sec: 3981.89 - lr: 0.000035 - momentum: 0.000000
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2024-11-27 20:30:10,848 epoch 47 - iter 9/9 - loss 0.01673850 - time (sec): 1.31 - samples/sec: 3962.93 - lr: 0.000035 - momentum: 0.000000
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2024-11-27 20:30:10,849 ----------------------------------------------------------------------------------------------------
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2024-11-27 20:30:10,849 EPOCH 47 done: loss 0.0167 - lr: 0.000035
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100%|███████████████████████████████████████████████████████████████████████████████████| 1/1 [00:00<00:00, 6.91it/s]
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100%|███████████████████████████████████████████████████████████████████████████████████| 1/1 [00:00<00:00, 6.89it/s]
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2024-11-27 20:30:11,013 DEV : loss 2.389173746109009 - f1-score (micro avg) 0.325
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2024-11-27 20:30:11,014 ----------------------------------------------------------------------------------------------------
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2024-11-27 20:30:11,120 epoch 48 - iter 1/9 - loss 0.00726273 - time (sec): 0.10 - samples/sec: 6568.23 - lr: 0.000035 - momentum: 0.000000
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2024-11-27 20:30:11,268 epoch 48 - iter 2/9 - loss 0.01534297 - time (sec): 0.25 - samples/sec: 5069.64 - lr: 0.000035 - momentum: 0.000000
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2024-11-27 20:30:11,390 epoch 48 - iter 3/9 - loss 0.01309683 - time (sec): 0.38 - samples/sec: 4468.75 - lr: 0.000035 - momentum: 0.000000
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2024-11-27 20:30:11,518 epoch 48 - iter 4/9 - loss 0.01353218 - time (sec): 0.50 - samples/sec: 4475.07 - lr: 0.000035 - momentum: 0.000000
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2024-11-27 20:30:11,657 epoch 48 - iter 5/9 - loss 0.01165366 - time (sec): 0.64 - samples/sec: 4367.41 - lr: 0.000035 - momentum: 0.000000
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2024-11-27 20:30:11,806 epoch 48 - iter 6/9 - loss 0.01062727 - time (sec): 0.79 - samples/sec: 4242.21 - lr: 0.000035 - momentum: 0.000000
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2024-11-27 20:30:11,969 epoch 48 - iter 7/9 - loss 0.01066934 - time (sec): 0.95 - samples/sec: 4214.16 - lr: 0.000035 - momentum: 0.000000
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2024-11-27 20:30:12,118 epoch 48 - iter 8/9 - loss 0.00965068 - time (sec): 1.10 - samples/sec: 4269.60 - lr: 0.000035 - momentum: 0.000000
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2024-11-27 20:30:12,242 epoch 48 - iter 9/9 - loss 0.01024349 - time (sec): 1.23 - samples/sec: 4236.40 - lr: 0.000035 - momentum: 0.000000
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2024-11-27 20:30:12,242 ----------------------------------------------------------------------------------------------------
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2024-11-27 20:30:12,242 EPOCH 48 done: loss 0.0102 - lr: 0.000035
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0%| | 0/1 [00:00<?, ?it/s]
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100%|███████████████████████████████████████████████████████████████████████████████████| 1/1 [00:00<00:00, 6.50it/s]
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100%|███████████████████████████████████████████████████████████████████████████████████| 1/1 [00:00<00:00, 6.49it/s]
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2024-11-27 20:30:12,416 DEV : loss 2.3745615482330322 - f1-score (micro avg) 0.3218
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2024-11-27 20:30:12,417 ----------------------------------------------------------------------------------------------------
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2024-11-27 20:30:12,513 epoch 49 - iter 1/9 - loss 0.00468337 - time (sec): 0.10 - samples/sec: 6143.47 - lr: 0.000035 - momentum: 0.000000
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2024-11-27 20:30:12,653 epoch 49 - iter 2/9 - loss 0.00568933 - time (sec): 0.24 - samples/sec: 4523.03 - lr: 0.000035 - momentum: 0.000000
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2024-11-27 20:30:12,905 epoch 49 - iter 3/9 - loss 0.00660388 - time (sec): 0.49 - samples/sec: 3389.93 - lr: 0.000035 - momentum: 0.000000
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2024-11-27 20:30:13,042 epoch 49 - iter 4/9 - loss 0.00623670 - time (sec): 0.62 - samples/sec: 3440.67 - lr: 0.000035 - momentum: 0.000000
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2024-11-27 20:30:13,188 epoch 49 - iter 5/9 - loss 0.01087049 - time (sec): 0.77 - samples/sec: 3787.57 - lr: 0.000035 - momentum: 0.000000
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2024-11-27 20:30:13,326 epoch 49 - iter 6/9 - loss 0.01022001 - time (sec): 0.91 - samples/sec: 3884.74 - lr: 0.000035 - momentum: 0.000000
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2024-11-27 20:30:13,458 epoch 49 - iter 7/9 - loss 0.00929257 - time (sec): 1.04 - samples/sec: 3978.31 - lr: 0.000035 - momentum: 0.000000
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2024-11-27 20:30:13,702 epoch 49 - iter 8/9 - loss 0.00917913 - time (sec): 1.28 - samples/sec: 3719.88 - lr: 0.000034 - momentum: 0.000000
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2024-11-27 20:30:13,846 epoch 49 - iter 9/9 - loss 0.00982031 - time (sec): 1.43 - samples/sec: 3639.12 - lr: 0.000034 - momentum: 0.000000
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2024-11-27 20:30:13,846 ----------------------------------------------------------------------------------------------------
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2024-11-27 20:30:13,846 EPOCH 49 done: loss 0.0098 - lr: 0.000034
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0%| | 0/1 [00:00<?, ?it/s]
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100%|███████████████████████████████████████████████████████████████████████████████████| 1/1 [00:00<00:00, 6.98it/s]
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100%|███████████████████████████████████████████████████████████████████████████████████| 1/1 [00:00<00:00, 6.97it/s]
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2024-11-27 20:30:14,009 DEV : loss 2.4018661975860596 - f1-score (micro avg) 0.3312
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2024-11-27 20:30:14,010 ----------------------------------------------------------------------------------------------------
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2024-11-27 20:30:14,110 epoch 50 - iter 1/9 - loss 0.00331556 - time (sec): 0.10 - samples/sec: 5165.11 - lr: 0.000034 - momentum: 0.000000
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2024-11-27 20:30:14,252 epoch 50 - iter 2/9 - loss 0.00587876 - time (sec): 0.24 - samples/sec: 4430.56 - lr: 0.000034 - momentum: 0.000000
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2024-11-27 20:30:14,382 epoch 50 - iter 3/9 - loss 0.00816786 - time (sec): 0.37 - samples/sec: 4200.38 - lr: 0.000034 - momentum: 0.000000
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2024-11-27 20:30:14,537 epoch 50 - iter 4/9 - loss 0.01441424 - time (sec): 0.53 - samples/sec: 3909.86 - lr: 0.000034 - momentum: 0.000000
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2024-11-27 20:30:14,712 epoch 50 - iter 5/9 - loss 0.01326250 - time (sec): 0.70 - samples/sec: 4007.17 - lr: 0.000034 - momentum: 0.000000
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2024-11-27 20:30:14,853 epoch 50 - iter 6/9 - loss 0.01182071 - time (sec): 0.84 - samples/sec: 4041.38 - lr: 0.000034 - momentum: 0.000000
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2024-11-27 20:30:14,989 epoch 50 - iter 7/9 - loss 0.01123430 - time (sec): 0.98 - samples/sec: 4110.65 - lr: 0.000034 - momentum: 0.000000
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2024-11-27 20:30:15,147 epoch 50 - iter 8/9 - loss 0.01108795 - time (sec): 1.14 - samples/sec: 4081.59 - lr: 0.000034 - momentum: 0.000000
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2024-11-27 20:30:15,297 epoch 50 - iter 9/9 - loss 0.01222468 - time (sec): 1.29 - samples/sec: 4040.77 - lr: 0.000034 - momentum: 0.000000
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2024-11-27 20:30:15,298 ----------------------------------------------------------------------------------------------------
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2024-11-27 20:30:15,298 EPOCH 50 done: loss 0.0122 - lr: 0.000034
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0%| | 0/1 [00:00<?, ?it/s]
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100%|██████████████████████| 1/1 [00:00<00:00, 5.78it/s]
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100%|██████████████████████| 1/1 [00:00<00:00, 5.78it/s]
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2024-11-27 20:30:15,490 DEV : loss 2.390753984451294 - f1-score (micro avg) 0.3171
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2024-11-27 20:30:15,492 ----------------------------------------------------------------------------------------------------
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2024-11-27 20:30:15,609 epoch 51 - iter 1/9 - loss 0.01280199 - time (sec): 0.12 - samples/sec: 4941.97 - lr: 0.000034 - momentum: 0.000000
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2024-11-27 20:30:15,762 epoch 51 - iter 2/9 - loss 0.00963598 - time (sec): 0.27 - samples/sec: 4299.16 - lr: 0.000034 - momentum: 0.000000
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2024-11-27 20:30:15,890 epoch 51 - iter 3/9 - loss 0.00769124 - time (sec): 0.40 - samples/sec: 4288.60 - lr: 0.000034 - momentum: 0.000000
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2024-11-27 20:30:16,049 epoch 51 - iter 4/9 - loss 0.00640485 - time (sec): 0.56 - samples/sec: 4210.57 - lr: 0.000034 - momentum: 0.000000
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2024-11-27 20:30:16,200 epoch 51 - iter 5/9 - loss 0.00746846 - time (sec): 0.71 - samples/sec: 4154.93 - lr: 0.000034 - momentum: 0.000000
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2024-11-27 20:30:16,352 epoch 51 - iter 6/9 - loss 0.00689191 - time (sec): 0.86 - samples/sec: 4042.23 - lr: 0.000034 - momentum: 0.000000
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2024-11-27 20:30:16,628 epoch 51 - iter 7/9 - loss 0.00665944 - time (sec): 1.14 - samples/sec: 3517.91 - lr: 0.000034 - momentum: 0.000000
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2024-11-27 20:30:16,768 epoch 51 - iter 8/9 - loss 0.00758152 - time (sec): 1.28 - samples/sec: 3646.57 - lr: 0.000034 - momentum: 0.000000
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2024-11-27 20:30:16,893 epoch 51 - iter 9/9 - loss 0.00800138 - time (sec): 1.40 - samples/sec: 3710.92 - lr: 0.000034 - momentum: 0.000000
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2024-11-27 20:30:16,893 ----------------------------------------------------------------------------------------------------
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2024-11-27 20:30:16,894 EPOCH 51 done: loss 0.0080 - lr: 0.000034
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100%|██████████████████████| 1/1 [00:00<00:00, 6.72it/s]
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100%|██████████████████████| 1/1 [00:00<00:00, 6.71it/s]
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2024-11-27 20:30:17,062 DEV : loss 2.3302414417266846 - f1-score (micro avg) 0.3012
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2024-11-27 20:30:17,063 ----------------------------------------------------------------------------------------------------
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2024-11-27 20:30:17,163 epoch 52 - iter 1/9 - loss 0.00391796 - time (sec): 0.10 - samples/sec: 5797.12 - lr: 0.000034 - momentum: 0.000000
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2024-11-27 20:30:17,295 epoch 52 - iter 2/9 - loss 0.00301290 - time (sec): 0.23 - samples/sec: 4472.19 - lr: 0.000034 - momentum: 0.000000
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2024-11-27 20:30:17,428 epoch 52 - iter 3/9 - loss 0.00557838 - time (sec): 0.36 - samples/sec: 4232.37 - lr: 0.000034 - momentum: 0.000000
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2024-11-27 20:30:17,663 epoch 52 - iter 4/9 - loss 0.00652454 - time (sec): 0.60 - samples/sec: 3717.77 - lr: 0.000034 - momentum: 0.000000
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2024-11-27 20:30:17,895 epoch 52 - iter 5/9 - loss 0.00617854 - time (sec): 0.83 - samples/sec: 3581.30 - lr: 0.000034 - momentum: 0.000000
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2024-11-27 20:30:18,040 epoch 52 - iter 6/9 - loss 0.00554341 - time (sec): 0.98 - samples/sec: 3550.66 - lr: 0.000034 - momentum: 0.000000
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2024-11-27 20:30:18,176 epoch 52 - iter 7/9 - loss 0.00614053 - time (sec): 1.11 - samples/sec: 3725.87 - lr: 0.000034 - momentum: 0.000000
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2024-11-27 20:30:18,318 epoch 52 - iter 8/9 - loss 0.00606837 - time (sec): 1.25 - samples/sec: 3807.26 - lr: 0.000034 - momentum: 0.000000
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2024-11-27 20:30:18,456 epoch 52 - iter 9/9 - loss 0.00596942 - time (sec): 1.39 - samples/sec: 3732.57 - lr: 0.000034 - momentum: 0.000000
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2024-11-27 20:30:18,457 ----------------------------------------------------------------------------------------------------
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2024-11-27 20:30:18,457 EPOCH 52 done: loss 0.0060 - lr: 0.000034
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100%|██████████████████████| 1/1 [00:00<00:00, 6.67it/s]
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100%|██████████████████████| 1/1 [00:00<00:00, 6.66it/s]
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2024-11-27 20:30:18,626 DEV : loss 2.41654896736145 - f1-score (micro avg) 0.319
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2024-11-27 20:30:18,627 ----------------------------------------------------------------------------------------------------
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2024-11-27 20:30:18,736 epoch 53 - iter 1/9 - loss 0.00407109 - time (sec): 0.11 - samples/sec: 5753.54 - lr: 0.000034 - momentum: 0.000000
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2024-11-27 20:30:18,906 epoch 53 - iter 2/9 - loss 0.00326639 - time (sec): 0.28 - samples/sec: 4371.27 - lr: 0.000034 - momentum: 0.000000
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2024-11-27 20:30:19,049 epoch 53 - iter 3/9 - loss 0.00503746 - time (sec): 0.42 - samples/sec: 4110.70 - lr: 0.000034 - momentum: 0.000000
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2024-11-27 20:30:19,203 epoch 53 - iter 4/9 - loss 0.00534572 - time (sec): 0.57 - samples/sec: 4090.16 - lr: 0.000034 - momentum: 0.000000
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2024-11-27 20:30:19,360 epoch 53 - iter 5/9 - loss 0.00848489 - time (sec): 0.73 - samples/sec: 3925.10 - lr: 0.000034 - momentum: 0.000000
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2024-11-27 20:30:19,503 epoch 53 - iter 6/9 - loss 0.00751204 - time (sec): 0.87 - samples/sec: 3981.14 - lr: 0.000034 - momentum: 0.000000
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2024-11-27 20:30:19,654 epoch 53 - iter 7/9 - loss 0.00705039 - time (sec): 1.03 - samples/sec: 3951.08 - lr: 0.000034 - momentum: 0.000000
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2024-11-27 20:30:19,814 epoch 53 - iter 8/9 - loss 0.00693163 - time (sec): 1.19 - samples/sec: 3900.28 - lr: 0.000034 - momentum: 0.000000
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2024-11-27 20:30:19,941 epoch 53 - iter 9/9 - loss 0.00637118 - time (sec): 1.31 - samples/sec: 3960.28 - lr: 0.000034 - momentum: 0.000000
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2024-11-27 20:30:19,941 ----------------------------------------------------------------------------------------------------
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2024-11-27 20:30:19,941 EPOCH 53 done: loss 0.0064 - lr: 0.000034
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100%|██████████████████████| 1/1 [00:00<00:00, 7.28it/s]
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100%|██████████████████████| 1/1 [00:00<00:00, 7.27it/s]
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2024-11-27 20:30:20,098 DEV : loss 2.4050440788269043 - f1-score (micro avg) 0.3209
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2024-11-27 20:30:20,099 ----------------------------------------------------------------------------------------------------
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2024-11-27 20:30:20,196 epoch 54 - iter 1/9 - loss 0.00214258 - time (sec): 0.10 - samples/sec: 5094.47 - lr: 0.000034 - momentum: 0.000000
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2024-11-27 20:30:20,344 epoch 54 - iter 2/9 - loss 0.00243728 - time (sec): 0.24 - samples/sec: 4564.48 - lr: 0.000034 - momentum: 0.000000
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2024-11-27 20:30:20,535 epoch 54 - iter 3/9 - loss 0.00496421 - time (sec): 0.43 - samples/sec: 4038.61 - lr: 0.000034 - momentum: 0.000000
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2024-11-27 20:30:20,701 epoch 54 - iter 4/9 - loss 0.00521582 - time (sec): 0.60 - samples/sec: 3782.53 - lr: 0.000034 - momentum: 0.000000
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2024-11-27 20:30:20,847 epoch 54 - iter 5/9 - loss 0.00456017 - time (sec): 0.75 - samples/sec: 3728.44 - lr: 0.000034 - momentum: 0.000000
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2024-11-27 20:30:21,001 epoch 54 - iter 6/9 - loss 0.00435335 - time (sec): 0.90 - samples/sec: 3776.65 - lr: 0.000034 - momentum: 0.000000
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2024-11-27 20:30:21,349 epoch 54 - iter 7/9 - loss 0.00517606 - time (sec): 1.25 - samples/sec: 3185.93 - lr: 0.000033 - momentum: 0.000000
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2024-11-27 20:30:21,507 epoch 54 - iter 8/9 - loss 0.00514149 - time (sec): 1.41 - samples/sec: 3313.11 - lr: 0.000033 - momentum: 0.000000
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2024-11-27 20:30:21,655 epoch 54 - iter 9/9 - loss 0.00500332 - time (sec): 1.55 - samples/sec: 3343.66 - lr: 0.000033 - momentum: 0.000000
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2024-11-27 20:30:21,655 ----------------------------------------------------------------------------------------------------
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2024-11-27 20:30:21,655 EPOCH 54 done: loss 0.0050 - lr: 0.000033
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100%|██████████████████████| 1/1 [00:00<00:00, 7.34it/s]
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100%|██████████████████████| 1/1 [00:00<00:00, 7.33it/s]
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2024-11-27 20:30:21,811 DEV : loss 2.3808412551879883 - f1-score (micro avg) 0.3636
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2024-11-27 20:30:21,812 ----------------------------------------------------------------------------------------------------
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2024-11-27 20:30:21,914 epoch 55 - iter 1/9 - loss 0.00527985 - time (sec): 0.10 - samples/sec: 5247.10 - lr: 0.000033 - momentum: 0.000000
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2024-11-27 20:30:22,052 epoch 55 - iter 2/9 - loss 0.00324015 - time (sec): 0.24 - samples/sec: 4708.99 - lr: 0.000033 - momentum: 0.000000
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2024-11-27 20:30:22,200 epoch 55 - iter 3/9 - loss 0.00285844 - time (sec): 0.39 - samples/sec: 4312.54 - lr: 0.000033 - momentum: 0.000000
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2024-11-27 20:30:22,349 epoch 55 - iter 4/9 - loss 0.00372293 - time (sec): 0.54 - samples/sec: 4092.01 - lr: 0.000033 - momentum: 0.000000
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2024-11-27 20:30:22,501 epoch 55 - iter 5/9 - loss 0.00347103 - time (sec): 0.69 - samples/sec: 3941.48 - lr: 0.000033 - momentum: 0.000000
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2024-11-27 20:30:22,771 epoch 55 - iter 6/9 - loss 0.00470361 - time (sec): 0.96 - samples/sec: 3577.83 - lr: 0.000033 - momentum: 0.000000
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2024-11-27 20:30:22,912 epoch 55 - iter 7/9 - loss 0.00449261 - time (sec): 1.10 - samples/sec: 3665.94 - lr: 0.000033 - momentum: 0.000000
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2024-11-27 20:30:23,059 epoch 55 - iter 8/9 - loss 0.00414455 - time (sec): 1.25 - samples/sec: 3745.59 - lr: 0.000033 - momentum: 0.000000
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2024-11-27 20:30:23,190 epoch 55 - iter 9/9 - loss 0.00523043 - time (sec): 1.38 - samples/sec: 3772.32 - lr: 0.000033 - momentum: 0.000000
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2024-11-27 20:30:23,191 ----------------------------------------------------------------------------------------------------
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2024-11-27 20:30:23,191 EPOCH 55 done: loss 0.0052 - lr: 0.000033
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100%|██████████████████████| 1/1 [00:00<00:00, 5.78it/s]
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100%|██████████████████████| 1/1 [00:00<00:00, 5.77it/s]
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2024-11-27 20:30:23,384 DEV : loss 2.4994852542877197 - f1-score (micro avg) 0.3333
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2024-11-27 20:30:23,385 ----------------------------------------------------------------------------------------------------
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2024-11-27 20:30:23,480 epoch 56 - iter 1/9 - loss 0.00185968 - time (sec): 0.09 - samples/sec: 6337.50 - lr: 0.000033 - momentum: 0.000000
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2024-11-27 20:30:23,620 epoch 56 - iter 2/9 - loss 0.00142754 - time (sec): 0.23 - samples/sec: 4917.59 - lr: 0.000033 - momentum: 0.000000
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2024-11-27 20:30:23,753 epoch 56 - iter 3/9 - loss 0.00224254 - time (sec): 0.37 - samples/sec: 4829.33 - lr: 0.000033 - momentum: 0.000000
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2024-11-27 20:30:23,899 epoch 56 - iter 4/9 - loss 0.00262260 - time (sec): 0.51 - samples/sec: 4578.80 - lr: 0.000033 - momentum: 0.000000
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2024-11-27 20:30:24,065 epoch 56 - iter 5/9 - loss 0.00274407 - time (sec): 0.68 - samples/sec: 4302.23 - lr: 0.000033 - momentum: 0.000000
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2024-11-27 20:30:24,212 epoch 56 - iter 6/9 - loss 0.00260480 - time (sec): 0.83 - samples/sec: 4172.73 - lr: 0.000033 - momentum: 0.000000
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2024-11-27 20:30:24,357 epoch 56 - iter 7/9 - loss 0.00271966 - time (sec): 0.97 - samples/sec: 4084.50 - lr: 0.000033 - momentum: 0.000000
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2024-11-27 20:30:24,516 epoch 56 - iter 8/9 - loss 0.00245030 - time (sec): 1.13 - samples/sec: 4116.86 - lr: 0.000033 - momentum: 0.000000
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2024-11-27 20:30:24,667 epoch 56 - iter 9/9 - loss 0.00232434 - time (sec): 1.28 - samples/sec: 4059.08 - lr: 0.000033 - momentum: 0.000000
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2024-11-27 20:30:24,667 ----------------------------------------------------------------------------------------------------
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2024-11-27 20:30:24,667 EPOCH 56 done: loss 0.0023 - lr: 0.000033
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2024-11-27 20:30:24,858 DEV : loss 2.576669216156006 - f1-score (micro avg) 0.3114
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2024-11-27 20:30:24,860 ----------------------------------------------------------------------------------------------------
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2024-11-27 20:30:24,970 epoch 57 - iter 1/9 - loss 0.01460225 - time (sec): 0.11 - samples/sec: 6591.42 - lr: 0.000033 - momentum: 0.000000
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2024-11-27 20:30:25,123 epoch 57 - iter 2/9 - loss 0.00967470 - time (sec): 0.26 - samples/sec: 4670.95 - lr: 0.000033 - momentum: 0.000000
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2024-11-27 20:30:25,253 epoch 57 - iter 3/9 - loss 0.00812889 - time (sec): 0.39 - samples/sec: 4410.51 - lr: 0.000033 - momentum: 0.000000
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2024-11-27 20:30:25,402 epoch 57 - iter 4/9 - loss 0.00672702 - time (sec): 0.54 - samples/sec: 4290.03 - lr: 0.000033 - momentum: 0.000000
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2024-11-27 20:30:25,546 epoch 57 - iter 5/9 - loss 0.00574167 - time (sec): 0.69 - samples/sec: 4248.37 - lr: 0.000033 - momentum: 0.000000
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2024-11-27 20:30:25,693 epoch 57 - iter 6/9 - loss 0.00680386 - time (sec): 0.83 - samples/sec: 4124.23 - lr: 0.000033 - momentum: 0.000000
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2024-11-27 20:30:25,851 epoch 57 - iter 7/9 - loss 0.00704530 - time (sec): 0.99 - samples/sec: 4138.91 - lr: 0.000033 - momentum: 0.000000
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2024-11-27 20:30:26,019 epoch 57 - iter 8/9 - loss 0.00660930 - time (sec): 1.16 - samples/sec: 4061.66 - lr: 0.000033 - momentum: 0.000000
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2024-11-27 20:30:26,160 epoch 57 - iter 9/9 - loss 0.00619036 - time (sec): 1.30 - samples/sec: 3999.13 - lr: 0.000033 - momentum: 0.000000
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2024-11-27 20:30:26,161 ----------------------------------------------------------------------------------------------------
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2024-11-27 20:30:26,161 EPOCH 57 done: loss 0.0062 - lr: 0.000033
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2024-11-27 20:30:26,334 DEV : loss 2.6235127449035645 - f1-score (micro avg) 0.2989
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2024-11-27 20:30:26,336 ----------------------------------------------------------------------------------------------------
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2024-11-27 20:30:26,431 epoch 58 - iter 1/9 - loss 0.00449373 - time (sec): 0.09 - samples/sec: 5278.51 - lr: 0.000033 - momentum: 0.000000
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2024-11-27 20:30:26,569 epoch 58 - iter 2/9 - loss 0.00286330 - time (sec): 0.23 - samples/sec: 4697.85 - lr: 0.000033 - momentum: 0.000000
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2024-11-27 20:30:26,704 epoch 58 - iter 3/9 - loss 0.00250136 - time (sec): 0.37 - samples/sec: 4557.32 - lr: 0.000033 - momentum: 0.000000
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2024-11-27 20:30:26,863 epoch 58 - iter 4/9 - loss 0.00268704 - time (sec): 0.53 - samples/sec: 4334.48 - lr: 0.000033 - momentum: 0.000000
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2024-11-27 20:30:27,012 epoch 58 - iter 5/9 - loss 0.00239891 - time (sec): 0.68 - samples/sec: 4103.29 - lr: 0.000033 - momentum: 0.000000
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2024-11-27 20:30:27,156 epoch 58 - iter 6/9 - loss 0.00247133 - time (sec): 0.82 - samples/sec: 4080.31 - lr: 0.000033 - momentum: 0.000000
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2024-11-27 20:30:27,282 epoch 58 - iter 7/9 - loss 0.00476094 - time (sec): 0.95 - samples/sec: 4113.04 - lr: 0.000033 - momentum: 0.000000
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2024-11-27 20:30:27,425 epoch 58 - iter 8/9 - loss 0.00690358 - time (sec): 1.09 - samples/sec: 4205.61 - lr: 0.000033 - momentum: 0.000000
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2024-11-27 20:30:27,565 epoch 58 - iter 9/9 - loss 0.00617149 - time (sec): 1.23 - samples/sec: 4229.24 - lr: 0.000033 - momentum: 0.000000
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2024-11-27 20:30:27,566 ----------------------------------------------------------------------------------------------------
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2024-11-27 20:30:27,566 EPOCH 58 done: loss 0.0062 - lr: 0.000033
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2024-11-27 20:30:27,740 DEV : loss 2.6644835472106934 - f1-score (micro avg) 0.3418
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2024-11-27 20:30:27,741 ----------------------------------------------------------------------------------------------------
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2024-11-27 20:30:27,844 epoch 59 - iter 1/9 - loss 0.00195573 - time (sec): 0.10 - samples/sec: 6224.82 - lr: 0.000033 - momentum: 0.000000
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2024-11-27 20:30:28,006 epoch 59 - iter 2/9 - loss 0.00169438 - time (sec): 0.26 - samples/sec: 4844.54 - lr: 0.000033 - momentum: 0.000000
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2024-11-27 20:30:28,168 epoch 59 - iter 3/9 - loss 0.00205756 - time (sec): 0.43 - samples/sec: 4091.75 - lr: 0.000033 - momentum: 0.000000
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2024-11-27 20:30:28,295 epoch 59 - iter 4/9 - loss 0.00180200 - time (sec): 0.55 - samples/sec: 4146.03 - lr: 0.000033 - momentum: 0.000000
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2024-11-27 20:30:28,480 epoch 59 - iter 5/9 - loss 0.00392736 - time (sec): 0.74 - samples/sec: 3889.60 - lr: 0.000033 - momentum: 0.000000
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2024-11-27 20:30:28,709 epoch 59 - iter 6/9 - loss 0.00401945 - time (sec): 0.97 - samples/sec: 3534.07 - lr: 0.000032 - momentum: 0.000000
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2024-11-27 20:30:28,828 epoch 59 - iter 7/9 - loss 0.00520183 - time (sec): 1.09 - samples/sec: 3691.58 - lr: 0.000032 - momentum: 0.000000
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2024-11-27 20:30:28,962 epoch 59 - iter 8/9 - loss 0.00471358 - time (sec): 1.22 - samples/sec: 3765.86 - lr: 0.000032 - momentum: 0.000000
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2024-11-27 20:30:29,104 epoch 59 - iter 9/9 - loss 0.00428617 - time (sec): 1.36 - samples/sec: 3816.16 - lr: 0.000032 - momentum: 0.000000
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2024-11-27 20:30:29,104 ----------------------------------------------------------------------------------------------------
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2024-11-27 20:30:29,104 EPOCH 59 done: loss 0.0043 - lr: 0.000032
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2024-11-27 20:30:29,293 DEV : loss 2.674125909805298 - f1-score (micro avg) 0.2963
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2024-11-27 20:30:29,294 ----------------------------------------------------------------------------------------------------
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2024-11-27 20:30:29,398 epoch 60 - iter 1/9 - loss 0.00255731 - time (sec): 0.10 - samples/sec: 5176.74 - lr: 0.000032 - momentum: 0.000000
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2024-11-27 20:30:29,540 epoch 60 - iter 2/9 - loss 0.00134832 - time (sec): 0.24 - samples/sec: 5266.83 - lr: 0.000032 - momentum: 0.000000
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2024-11-27 20:30:29,675 epoch 60 - iter 3/9 - loss 0.00121503 - time (sec): 0.38 - samples/sec: 4787.64 - lr: 0.000032 - momentum: 0.000000
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2024-11-27 20:30:29,840 epoch 60 - iter 4/9 - loss 0.00515176 - time (sec): 0.54 - samples/sec: 4392.01 - lr: 0.000032 - momentum: 0.000000
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2024-11-27 20:30:30,011 epoch 60 - iter 5/9 - loss 0.00490777 - time (sec): 0.72 - samples/sec: 4162.18 - lr: 0.000032 - momentum: 0.000000
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2024-11-27 20:30:30,179 epoch 60 - iter 6/9 - loss 0.00428745 - time (sec): 0.88 - samples/sec: 3957.50 - lr: 0.000032 - momentum: 0.000000
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2024-11-27 20:30:30,335 epoch 60 - iter 7/9 - loss 0.00389781 - time (sec): 1.04 - samples/sec: 3954.78 - lr: 0.000032 - momentum: 0.000000
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2024-11-27 20:30:30,521 epoch 60 - iter 8/9 - loss 0.00358861 - time (sec): 1.23 - samples/sec: 3844.83 - lr: 0.000032 - momentum: 0.000000
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2024-11-27 20:30:30,694 epoch 60 - iter 9/9 - loss 0.00334223 - time (sec): 1.40 - samples/sec: 3717.05 - lr: 0.000032 - momentum: 0.000000
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2024-11-27 20:30:30,694 ----------------------------------------------------------------------------------------------------
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2024-11-27 20:30:30,694 EPOCH 60 done: loss 0.0033 - lr: 0.000032
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2024-11-27 20:30:30,888 DEV : loss 2.661932945251465 - f1-score (micro avg) 0.2857
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2024-11-27 20:30:30,889 ----------------------------------------------------------------------------------------------------
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2024-11-27 20:30:31,009 epoch 61 - iter 1/9 - loss 0.00367383 - time (sec): 0.12 - samples/sec: 4492.02 - lr: 0.000032 - momentum: 0.000000
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2024-11-27 20:30:31,162 epoch 61 - iter 2/9 - loss 0.00234736 - time (sec): 0.27 - samples/sec: 3976.69 - lr: 0.000032 - momentum: 0.000000
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2024-11-27 20:30:31,329 epoch 61 - iter 3/9 - loss 0.00787357 - time (sec): 0.44 - samples/sec: 3823.93 - lr: 0.000032 - momentum: 0.000000
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2024-11-27 20:30:31,582 epoch 61 - iter 4/9 - loss 0.00644642 - time (sec): 0.69 - samples/sec: 3372.39 - lr: 0.000032 - momentum: 0.000000
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2024-11-27 20:30:31,726 epoch 61 - iter 5/9 - loss 0.00546942 - time (sec): 0.84 - samples/sec: 3493.31 - lr: 0.000032 - momentum: 0.000000
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2024-11-27 20:30:31,857 epoch 61 - iter 6/9 - loss 0.00504069 - time (sec): 0.97 - samples/sec: 3582.28 - lr: 0.000032 - momentum: 0.000000
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2024-11-27 20:30:31,987 epoch 61 - iter 7/9 - loss 0.00637908 - time (sec): 1.10 - samples/sec: 3654.31 - lr: 0.000032 - momentum: 0.000000
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2024-11-27 20:30:32,163 epoch 61 - iter 8/9 - loss 0.00806558 - time (sec): 1.27 - samples/sec: 3628.00 - lr: 0.000032 - momentum: 0.000000
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2024-11-27 20:30:32,451 epoch 61 - iter 9/9 - loss 0.00783262 - time (sec): 1.56 - samples/sec: 3328.85 - lr: 0.000032 - momentum: 0.000000
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2024-11-27 20:30:32,452 ----------------------------------------------------------------------------------------------------
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2024-11-27 20:30:32,452 EPOCH 61 done: loss 0.0078 - lr: 0.000032
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100%|██████████████████████████████████████████| 1/1 [00:00<00:00, 6.19it/s]
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2024-11-27 20:30:32,633 DEV : loss 2.789830446243286 - f1-score (micro avg) 0.3333
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2024-11-27 20:30:32,634 ----------------------------------------------------------------------------------------------------
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2024-11-27 20:30:32,728 epoch 62 - iter 1/9 - loss 0.00122362 - time (sec): 0.09 - samples/sec: 5800.62 - lr: 0.000032 - momentum: 0.000000
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2024-11-27 20:30:32,856 epoch 62 - iter 2/9 - loss 0.00106563 - time (sec): 0.22 - samples/sec: 4875.18 - lr: 0.000032 - momentum: 0.000000
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2024-11-27 20:30:32,985 epoch 62 - iter 3/9 - loss 0.00108902 - time (sec): 0.35 - samples/sec: 4598.32 - lr: 0.000032 - momentum: 0.000000
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2024-11-27 20:30:33,129 epoch 62 - iter 4/9 - loss 0.00173859 - time (sec): 0.49 - samples/sec: 4419.23 - lr: 0.000032 - momentum: 0.000000
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2024-11-27 20:30:33,289 epoch 62 - iter 5/9 - loss 0.00162051 - time (sec): 0.65 - samples/sec: 4284.25 - lr: 0.000032 - momentum: 0.000000
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2024-11-27 20:30:33,630 epoch 62 - iter 6/9 - loss 0.00171717 - time (sec): 1.00 - samples/sec: 3520.47 - lr: 0.000032 - momentum: 0.000000
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2024-11-27 20:30:33,785 epoch 62 - iter 7/9 - loss 0.00206084 - time (sec): 1.15 - samples/sec: 3578.09 - lr: 0.000032 - momentum: 0.000000
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2024-11-27 20:30:33,946 epoch 62 - iter 8/9 - loss 0.00222345 - time (sec): 1.31 - samples/sec: 3656.52 - lr: 0.000032 - momentum: 0.000000
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2024-11-27 20:30:34,075 epoch 62 - iter 9/9 - loss 0.00215674 - time (sec): 1.44 - samples/sec: 3609.26 - lr: 0.000032 - momentum: 0.000000
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2024-11-27 20:30:34,075 ----------------------------------------------------------------------------------------------------
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2024-11-27 20:30:34,075 EPOCH 62 done: loss 0.0022 - lr: 0.000032
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2024-11-27 20:30:34,240 DEV : loss 2.6965525150299072 - f1-score (micro avg) 0.3185
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2024-11-27 20:30:34,242 ----------------------------------------------------------------------------------------------------
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2024-11-27 20:30:34,353 epoch 63 - iter 1/9 - loss 0.00774906 - time (sec): 0.11 - samples/sec: 7604.80 - lr: 0.000032 - momentum: 0.000000
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2024-11-27 20:30:34,490 epoch 63 - iter 2/9 - loss 0.00551831 - time (sec): 0.25 - samples/sec: 5411.76 - lr: 0.000032 - momentum: 0.000000
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2024-11-27 20:30:34,625 epoch 63 - iter 3/9 - loss 0.00403787 - time (sec): 0.38 - samples/sec: 4944.88 - lr: 0.000032 - momentum: 0.000000
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2024-11-27 20:30:34,773 epoch 63 - iter 4/9 - loss 0.00368907 - time (sec): 0.53 - samples/sec: 4571.34 - lr: 0.000032 - momentum: 0.000000
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2024-11-27 20:30:34,940 epoch 63 - iter 5/9 - loss 0.00329401 - time (sec): 0.70 - samples/sec: 4372.53 - lr: 0.000032 - momentum: 0.000000
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2024-11-27 20:30:35,109 epoch 63 - iter 6/9 - loss 0.00299634 - time (sec): 0.87 - samples/sec: 4209.49 - lr: 0.000032 - momentum: 0.000000
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2024-11-27 20:30:35,242 epoch 63 - iter 7/9 - loss 0.00287536 - time (sec): 1.00 - samples/sec: 4186.64 - lr: 0.000032 - momentum: 0.000000
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2024-11-27 20:30:35,407 epoch 63 - iter 8/9 - loss 0.00324038 - time (sec): 1.16 - samples/sec: 4027.57 - lr: 0.000032 - momentum: 0.000000
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2024-11-27 20:30:35,668 epoch 63 - iter 9/9 - loss 0.00374640 - time (sec): 1.43 - samples/sec: 3646.50 - lr: 0.000032 - momentum: 0.000000
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2024-11-27 20:30:35,668 ----------------------------------------------------------------------------------------------------
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2024-11-27 20:30:35,668 EPOCH 63 done: loss 0.0037 - lr: 0.000032
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100%|██████████████████████████████████████████| 1/1 [00:00<00:00, 7.34it/s]
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2024-11-27 20:30:35,824 DEV : loss 2.613720417022705 - f1-score (micro avg) 0.3214
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2024-11-27 20:30:35,825 ----------------------------------------------------------------------------------------------------
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2024-11-27 20:30:35,923 epoch 64 - iter 1/9 - loss 0.00172739 - time (sec): 0.10 - samples/sec: 5656.82 - lr: 0.000032 - momentum: 0.000000
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2024-11-27 20:30:36,073 epoch 64 - iter 2/9 - loss 0.00203934 - time (sec): 0.25 - samples/sec: 4869.53 - lr: 0.000032 - momentum: 0.000000
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2024-11-27 20:30:36,200 epoch 64 - iter 3/9 - loss 0.00183696 - time (sec): 0.37 - samples/sec: 4573.07 - lr: 0.000032 - momentum: 0.000000
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2024-11-27 20:30:36,334 epoch 64 - iter 4/9 - loss 0.00172182 - time (sec): 0.51 - samples/sec: 4407.32 - lr: 0.000032 - momentum: 0.000000
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2024-11-27 20:30:36,478 epoch 64 - iter 5/9 - loss 0.00627130 - time (sec): 0.65 - samples/sec: 4504.47 - lr: 0.000031 - momentum: 0.000000
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2024-11-27 20:30:36,593 epoch 64 - iter 6/9 - loss 0.00544231 - time (sec): 0.77 - samples/sec: 4552.10 - lr: 0.000031 - momentum: 0.000000
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2024-11-27 20:30:36,727 epoch 64 - iter 7/9 - loss 0.00491628 - time (sec): 0.90 - samples/sec: 4503.51 - lr: 0.000031 - momentum: 0.000000
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2024-11-27 20:30:36,878 epoch 64 - iter 8/9 - loss 0.00454948 - time (sec): 1.05 - samples/sec: 4338.81 - lr: 0.000031 - momentum: 0.000000
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2024-11-27 20:30:37,064 epoch 64 - iter 9/9 - loss 0.00406654 - time (sec): 1.24 - samples/sec: 4198.75 - lr: 0.000031 - momentum: 0.000000
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2024-11-27 20:30:37,065 ----------------------------------------------------------------------------------------------------
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2024-11-27 20:30:37,065 EPOCH 64 done: loss 0.0041 - lr: 0.000031
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100%|██████████████████████████████████████████| 1/1 [00:00<00:00, 3.75it/s]
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2024-11-27 20:30:37,350 DEV : loss 2.7119054794311523 - f1-score (micro avg) 0.3247
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2024-11-27 20:30:37,352 ----------------------------------------------------------------------------------------------------
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2024-11-27 20:30:37,461 epoch 65 - iter 1/9 - loss 0.00723419 - time (sec): 0.11 - samples/sec: 7268.63 - lr: 0.000031 - momentum: 0.000000
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2024-11-27 20:30:37,610 epoch 65 - iter 2/9 - loss 0.01103440 - time (sec): 0.26 - samples/sec: 4954.57 - lr: 0.000031 - momentum: 0.000000
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2024-11-27 20:30:37,736 epoch 65 - iter 3/9 - loss 0.00830430 - time (sec): 0.38 - samples/sec: 4664.22 - lr: 0.000031 - momentum: 0.000000
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2024-11-27 20:30:37,863 epoch 65 - iter 4/9 - loss 0.00662726 - time (sec): 0.51 - samples/sec: 4576.79 - lr: 0.000031 - momentum: 0.000000
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2024-11-27 20:30:37,986 epoch 65 - iter 5/9 - loss 0.01010828 - time (sec): 0.63 - samples/sec: 4497.17 - lr: 0.000031 - momentum: 0.000000
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2024-11-27 20:30:38,140 epoch 65 - iter 6/9 - loss 0.00863645 - time (sec): 0.79 - samples/sec: 4400.87 - lr: 0.000031 - momentum: 0.000000
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2024-11-27 20:30:38,292 epoch 65 - iter 7/9 - loss 0.00741187 - time (sec): 0.94 - samples/sec: 4370.40 - lr: 0.000031 - momentum: 0.000000
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2024-11-27 20:30:38,452 epoch 65 - iter 8/9 - loss 0.00667307 - time (sec): 1.10 - samples/sec: 4282.60 - lr: 0.000031 - momentum: 0.000000
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2024-11-27 20:30:38,606 epoch 65 - iter 9/9 - loss 0.00759974 - time (sec): 1.25 - samples/sec: 4147.62 - lr: 0.000031 - momentum: 0.000000
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2024-11-27 20:30:38,606 ----------------------------------------------------------------------------------------------------
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2024-11-27 20:30:38,606 EPOCH 65 done: loss 0.0076 - lr: 0.000031
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100%|██████████████████████████████████████████| 1/1 [00:00<00:00, 6.66it/s]
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2024-11-27 20:30:38,775 DEV : loss 2.6408851146698 - f1-score (micro avg) 0.3152
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2024-11-27 20:30:38,777 ----------------------------------------------------------------------------------------------------
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2024-11-27 20:30:38,883 epoch 66 - iter 1/9 - loss 0.00070387 - time (sec): 0.11 - samples/sec: 6156.62 - lr: 0.000031 - momentum: 0.000000
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2024-11-27 20:30:39,033 epoch 66 - iter 2/9 - loss 0.00074410 - time (sec): 0.26 - samples/sec: 5173.87 - lr: 0.000031 - momentum: 0.000000
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2024-11-27 20:30:39,183 epoch 66 - iter 3/9 - loss 0.00071880 - time (sec): 0.41 - samples/sec: 4627.09 - lr: 0.000031 - momentum: 0.000000
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2024-11-27 20:30:39,312 epoch 66 - iter 4/9 - loss 0.00183268 - time (sec): 0.53 - samples/sec: 4406.89 - lr: 0.000031 - momentum: 0.000000
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2024-11-27 20:30:39,670 epoch 66 - iter 5/9 - loss 0.00426036 - time (sec): 0.89 - samples/sec: 3370.48 - lr: 0.000031 - momentum: 0.000000
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2024-11-27 20:30:39,806 epoch 66 - iter 6/9 - loss 0.00380742 - time (sec): 1.03 - samples/sec: 3440.17 - lr: 0.000031 - momentum: 0.000000
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2024-11-27 20:30:39,953 epoch 66 - iter 7/9 - loss 0.00452197 - time (sec): 1.18 - samples/sec: 3619.95 - lr: 0.000031 - momentum: 0.000000
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2024-11-27 20:30:40,088 epoch 66 - iter 8/9 - loss 0.00420461 - time (sec): 1.31 - samples/sec: 3580.97 - lr: 0.000031 - momentum: 0.000000
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2024-11-27 20:30:40,273 epoch 66 - iter 9/9 - loss 0.00417601 - time (sec): 1.49 - samples/sec: 3476.44 - lr: 0.000031 - momentum: 0.000000
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2024-11-27 20:30:40,273 ----------------------------------------------------------------------------------------------------
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2024-11-27 20:30:40,273 EPOCH 66 done: loss 0.0042 - lr: 0.000031
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2024-11-27 20:30:40,451 DEV : loss 2.7103917598724365 - f1-score (micro avg) 0.3023
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2024-11-27 20:30:40,453 ----------------------------------------------------------------------------------------------------
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2024-11-27 20:30:40,550 epoch 67 - iter 1/9 - loss 0.00621380 - time (sec): 0.10 - samples/sec: 5262.38 - lr: 0.000031 - momentum: 0.000000
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2024-11-27 20:30:40,686 epoch 67 - iter 2/9 - loss 0.00373714 - time (sec): 0.23 - samples/sec: 4814.70 - lr: 0.000031 - momentum: 0.000000
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2024-11-27 20:30:40,814 epoch 67 - iter 3/9 - loss 0.00333986 - time (sec): 0.36 - samples/sec: 4418.64 - lr: 0.000031 - momentum: 0.000000
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2024-11-27 20:30:40,980 epoch 67 - iter 4/9 - loss 0.00238499 - time (sec): 0.53 - samples/sec: 4492.79 - lr: 0.000031 - momentum: 0.000000
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2024-11-27 20:30:41,138 epoch 67 - iter 5/9 - loss 0.00214980 - time (sec): 0.68 - samples/sec: 4101.97 - lr: 0.000031 - momentum: 0.000000
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2024-11-27 20:30:41,323 epoch 67 - iter 6/9 - loss 0.00197207 - time (sec): 0.87 - samples/sec: 4002.34 - lr: 0.000031 - momentum: 0.000000
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2024-11-27 20:30:41,488 epoch 67 - iter 7/9 - loss 0.00183958 - time (sec): 1.03 - samples/sec: 3898.81 - lr: 0.000031 - momentum: 0.000000
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2024-11-27 20:30:41,644 epoch 67 - iter 8/9 - loss 0.00173321 - time (sec): 1.19 - samples/sec: 3868.66 - lr: 0.000031 - momentum: 0.000000
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2024-11-27 20:30:41,800 epoch 67 - iter 9/9 - loss 0.00165077 - time (sec): 1.35 - samples/sec: 3860.45 - lr: 0.000031 - momentum: 0.000000
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2024-11-27 20:30:41,800 ----------------------------------------------------------------------------------------------------
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2024-11-27 20:30:41,800 EPOCH 67 done: loss 0.0017 - lr: 0.000031
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100%|██████████████████████████████████████████| 1/1 [00:00<00:00, 6.12it/s]
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2024-11-27 20:30:41,983 DEV : loss 2.758021354675293 - f1-score (micro avg) 0.2875
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2024-11-27 20:30:41,984 ----------------------------------------------------------------------------------------------------
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2024-11-27 20:30:42,078 epoch 68 - iter 1/9 - loss 0.00097752 - time (sec): 0.09 - samples/sec: 5955.69 - lr: 0.000031 - momentum: 0.000000
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2024-11-27 20:30:42,216 epoch 68 - iter 2/9 - loss 0.01909907 - time (sec): 0.23 - samples/sec: 4725.34 - lr: 0.000031 - momentum: 0.000000
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2024-11-27 20:30:42,363 epoch 68 - iter 3/9 - loss 0.02397638 - time (sec): 0.38 - samples/sec: 4410.85 - lr: 0.000031 - momentum: 0.000000
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2024-11-27 20:30:42,506 epoch 68 - iter 4/9 - loss 0.02391126 - time (sec): 0.52 - samples/sec: 4496.78 - lr: 0.000031 - momentum: 0.000000
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2024-11-27 20:30:42,652 epoch 68 - iter 5/9 - loss 0.01948060 - time (sec): 0.67 - samples/sec: 4337.66 - lr: 0.000031 - momentum: 0.000000
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2024-11-27 20:30:42,785 epoch 68 - iter 6/9 - loss 0.01720057 - time (sec): 0.80 - samples/sec: 4216.23 - lr: 0.000031 - momentum: 0.000000
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2024-11-27 20:30:42,953 epoch 68 - iter 7/9 - loss 0.01442123 - time (sec): 0.97 - samples/sec: 4186.55 - lr: 0.000031 - momentum: 0.000000
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2024-11-27 20:30:43,137 epoch 68 - iter 8/9 - loss 0.01268084 - time (sec): 1.15 - samples/sec: 4049.98 - lr: 0.000031 - momentum: 0.000000
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2024-11-27 20:30:43,469 epoch 68 - iter 9/9 - loss 0.01156280 - time (sec): 1.48 - samples/sec: 3501.88 - lr: 0.000031 - momentum: 0.000000
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2024-11-27 20:30:43,469 ----------------------------------------------------------------------------------------------------
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2024-11-27 20:30:43,470 EPOCH 68 done: loss 0.0116 - lr: 0.000031
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100%|██████████████████████████████████████████| 1/1 [00:00<00:00, 6.94it/s]
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2024-11-27 20:30:43,633 DEV : loss 2.752422571182251 - f1-score (micro avg) 0.3169
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2024-11-27 20:30:43,634 ----------------------------------------------------------------------------------------------------
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2024-11-27 20:30:43,728 epoch 69 - iter 1/9 - loss 0.00682956 - time (sec): 0.09 - samples/sec: 5286.80 - lr: 0.000031 - momentum: 0.000000
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2024-11-27 20:30:43,865 epoch 69 - iter 2/9 - loss 0.00360909 - time (sec): 0.23 - samples/sec: 4537.55 - lr: 0.000031 - momentum: 0.000000
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2024-11-27 20:30:44,087 epoch 69 - iter 3/9 - loss 0.00251589 - time (sec): 0.45 - samples/sec: 3490.75 - lr: 0.000031 - momentum: 0.000000
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2024-11-27 20:30:44,294 epoch 69 - iter 4/9 - loss 0.00218956 - time (sec): 0.66 - samples/sec: 3212.00 - lr: 0.000030 - momentum: 0.000000
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2024-11-27 20:30:44,428 epoch 69 - iter 5/9 - loss 0.00386519 - time (sec): 0.79 - samples/sec: 3464.62 - lr: 0.000030 - momentum: 0.000000
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2024-11-27 20:30:44,563 epoch 69 - iter 6/9 - loss 0.00395190 - time (sec): 0.93 - samples/sec: 3625.97 - lr: 0.000030 - momentum: 0.000000
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2024-11-27 20:30:44,708 epoch 69 - iter 7/9 - loss 0.00477124 - time (sec): 1.07 - samples/sec: 3820.25 - lr: 0.000030 - momentum: 0.000000
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2024-11-27 20:30:44,852 epoch 69 - iter 8/9 - loss 0.00487862 - time (sec): 1.22 - samples/sec: 3899.43 - lr: 0.000030 - momentum: 0.000000
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2024-11-27 20:30:44,986 epoch 69 - iter 9/9 - loss 0.00459630 - time (sec): 1.35 - samples/sec: 3847.82 - lr: 0.000030 - momentum: 0.000000
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2024-11-27 20:30:44,986 ----------------------------------------------------------------------------------------------------
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2024-11-27 20:30:44,986 EPOCH 69 done: loss 0.0046 - lr: 0.000030
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100%|██████████████████████████████████████████| 1/1 [00:00<00:00, 6.37it/s]
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2024-11-27 20:30:45,163 DEV : loss 2.7715141773223877 - f1-score (micro avg) 0.3109
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2024-11-27 20:30:45,164 ----------------------------------------------------------------------------------------------------
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2024-11-27 20:30:45,255 epoch 70 - iter 1/9 - loss 0.00498575 - time (sec): 0.09 - samples/sec: 5356.68 - lr: 0.000030 - momentum: 0.000000
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2024-11-27 20:30:45,399 epoch 70 - iter 2/9 - loss 0.00268321 - time (sec): 0.23 - samples/sec: 4614.20 - lr: 0.000030 - momentum: 0.000000
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2024-11-27 20:30:45,568 epoch 70 - iter 3/9 - loss 0.00361831 - time (sec): 0.40 - samples/sec: 4409.04 - lr: 0.000030 - momentum: 0.000000
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2024-11-27 20:30:45,727 epoch 70 - iter 4/9 - loss 0.00366595 - time (sec): 0.56 - samples/sec: 4170.03 - lr: 0.000030 - momentum: 0.000000
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2024-11-27 20:30:45,881 epoch 70 - iter 5/9 - loss 0.00307795 - time (sec): 0.72 - samples/sec: 4097.94 - lr: 0.000030 - momentum: 0.000000
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2024-11-27 20:30:46,041 epoch 70 - iter 6/9 - loss 0.00269474 - time (sec): 0.88 - samples/sec: 4005.69 - lr: 0.000030 - momentum: 0.000000
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2024-11-27 20:30:46,193 epoch 70 - iter 7/9 - loss 0.00254692 - time (sec): 1.03 - samples/sec: 3963.76 - lr: 0.000030 - momentum: 0.000000
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2024-11-27 20:30:46,334 epoch 70 - iter 8/9 - loss 0.00398214 - time (sec): 1.17 - samples/sec: 4038.36 - lr: 0.000030 - momentum: 0.000000
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2024-11-27 20:30:46,448 epoch 70 - iter 9/9 - loss 0.00365077 - time (sec): 1.28 - samples/sec: 4051.93 - lr: 0.000030 - momentum: 0.000000
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2024-11-27 20:30:46,448 ----------------------------------------------------------------------------------------------------
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2024-11-27 20:30:46,449 EPOCH 70 done: loss 0.0037 - lr: 0.000030
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100%|██████████████████████████████████████████| 1/1 [00:00<00:00, 7.41it/s]
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100%|██████████████████████████████████████████| 1/1 [00:00<00:00, 7.39it/s]
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2024-11-27 20:30:46,603 DEV : loss 2.8470406532287598 - f1-score (micro avg) 0.3226
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2024-11-27 20:30:46,604 ----------------------------------------------------------------------------------------------------
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2024-11-27 20:30:46,706 epoch 71 - iter 1/9 - loss 0.01662168 - time (sec): 0.10 - samples/sec: 5376.21 - lr: 0.000030 - momentum: 0.000000
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2024-11-27 20:30:46,841 epoch 71 - iter 2/9 - loss 0.00873959 - time (sec): 0.24 - samples/sec: 4650.51 - lr: 0.000030 - momentum: 0.000000
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2024-11-27 20:30:47,002 epoch 71 - iter 3/9 - loss 0.00810899 - time (sec): 0.40 - samples/sec: 4581.13 - lr: 0.000030 - momentum: 0.000000
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2024-11-27 20:30:47,146 epoch 71 - iter 4/9 - loss 0.00634689 - time (sec): 0.54 - samples/sec: 4471.04 - lr: 0.000030 - momentum: 0.000000
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2024-11-27 20:30:47,298 epoch 71 - iter 5/9 - loss 0.01022171 - time (sec): 0.69 - samples/sec: 4248.62 - lr: 0.000030 - momentum: 0.000000
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2024-11-27 20:30:47,546 epoch 71 - iter 6/9 - loss 0.01084034 - time (sec): 0.94 - samples/sec: 3830.60 - lr: 0.000030 - momentum: 0.000000
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2024-11-27 20:30:47,688 epoch 71 - iter 7/9 - loss 0.00951377 - time (sec): 1.08 - samples/sec: 3844.14 - lr: 0.000030 - momentum: 0.000000
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2024-11-27 20:30:47,809 epoch 71 - iter 8/9 - loss 0.01090644 - time (sec): 1.20 - samples/sec: 3777.20 - lr: 0.000030 - momentum: 0.000000
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2024-11-27 20:30:47,951 epoch 71 - iter 9/9 - loss 0.01523054 - time (sec): 1.35 - samples/sec: 3860.73 - lr: 0.000030 - momentum: 0.000000
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2024-11-27 20:30:47,952 ----------------------------------------------------------------------------------------------------
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2024-11-27 20:30:47,952 EPOCH 71 done: loss 0.0152 - lr: 0.000030
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100%|██████████████████████████████████████████| 1/1 [00:00<00:00, 5.63it/s]
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2024-11-27 20:30:48,149 DEV : loss 2.7537691593170166 - f1-score (micro avg) 0.3
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2024-11-27 20:30:48,150 ----------------------------------------------------------------------------------------------------
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2024-11-27 20:30:48,253 epoch 72 - iter 1/9 - loss 0.00046243 - time (sec): 0.10 - samples/sec: 6683.17 - lr: 0.000030 - momentum: 0.000000
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2024-11-27 20:30:48,393 epoch 72 - iter 2/9 - loss 0.00038062 - time (sec): 0.24 - samples/sec: 4882.41 - lr: 0.000030 - momentum: 0.000000
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2024-11-27 20:30:48,532 epoch 72 - iter 3/9 - loss 0.00041283 - time (sec): 0.38 - samples/sec: 5015.66 - lr: 0.000030 - momentum: 0.000000
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2024-11-27 20:30:48,687 epoch 72 - iter 4/9 - loss 0.00037717 - time (sec): 0.54 - samples/sec: 4742.05 - lr: 0.000030 - momentum: 0.000000
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2024-11-27 20:30:48,839 epoch 72 - iter 5/9 - loss 0.00038095 - time (sec): 0.69 - samples/sec: 4393.55 - lr: 0.000030 - momentum: 0.000000
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2024-11-27 20:30:48,989 epoch 72 - iter 6/9 - loss 0.00039321 - time (sec): 0.84 - samples/sec: 4479.88 - lr: 0.000030 - momentum: 0.000000
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2024-11-27 20:30:49,133 epoch 72 - iter 7/9 - loss 0.00046056 - time (sec): 0.98 - samples/sec: 4319.50 - lr: 0.000030 - momentum: 0.000000
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2024-11-27 20:30:49,256 epoch 72 - iter 8/9 - loss 0.00048704 - time (sec): 1.10 - samples/sec: 4275.97 - lr: 0.000030 - momentum: 0.000000
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2024-11-27 20:30:49,388 epoch 72 - iter 9/9 - loss 0.00049311 - time (sec): 1.24 - samples/sec: 4202.96 - lr: 0.000030 - momentum: 0.000000
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2024-11-27 20:30:49,388 ----------------------------------------------------------------------------------------------------
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2024-11-27 20:30:49,389 EPOCH 72 done: loss 0.0005 - lr: 0.000030
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100%|██████████████████████████████████████████| 1/1 [00:00<00:00, 6.21it/s]
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2024-11-27 20:30:49,569 DEV : loss 2.795046806335449 - f1-score (micro avg) 0.323
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2024-11-27 20:30:49,570 ----------------------------------------------------------------------------------------------------
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2024-11-27 20:30:49,665 epoch 73 - iter 1/9 - loss 0.00032773 - time (sec): 0.09 - samples/sec: 5289.23 - lr: 0.000030 - momentum: 0.000000
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2024-11-27 20:30:49,787 epoch 73 - iter 2/9 - loss 0.00228652 - time (sec): 0.22 - samples/sec: 4719.79 - lr: 0.000030 - momentum: 0.000000
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2024-11-27 20:30:49,924 epoch 73 - iter 3/9 - loss 0.00462292 - time (sec): 0.35 - samples/sec: 4273.67 - lr: 0.000030 - momentum: 0.000000
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2024-11-27 20:30:50,096 epoch 73 - iter 4/9 - loss 0.00335683 - time (sec): 0.53 - samples/sec: 4123.88 - lr: 0.000030 - momentum: 0.000000
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2024-11-27 20:30:50,245 epoch 73 - iter 5/9 - loss 0.00276688 - time (sec): 0.67 - samples/sec: 3979.49 - lr: 0.000030 - momentum: 0.000000
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2024-11-27 20:30:50,402 epoch 73 - iter 6/9 - loss 0.00238219 - time (sec): 0.83 - samples/sec: 3941.95 - lr: 0.000030 - momentum: 0.000000
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2024-11-27 20:30:50,566 epoch 73 - iter 7/9 - loss 0.00211103 - time (sec): 0.99 - samples/sec: 3856.98 - lr: 0.000030 - momentum: 0.000000
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2024-11-27 20:30:50,730 epoch 73 - iter 8/9 - loss 0.00189454 - time (sec): 1.16 - samples/sec: 3992.42 - lr: 0.000030 - momentum: 0.000000
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2024-11-27 20:30:50,881 epoch 73 - iter 9/9 - loss 0.00283469 - time (sec): 1.31 - samples/sec: 3967.11 - lr: 0.000030 - momentum: 0.000000
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2024-11-27 20:30:50,882 ----------------------------------------------------------------------------------------------------
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2024-11-27 20:30:50,882 EPOCH 73 done: loss 0.0028 - lr: 0.000030
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100%|██████████████████████████████████████████| 1/1 [00:00<00:00, 6.59it/s]
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2024-11-27 20:30:51,052 DEV : loss 2.862443208694458 - f1-score (micro avg) 0.3179
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2024-11-27 20:30:51,054 ----------------------------------------------------------------------------------------------------
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2024-11-27 20:30:51,154 epoch 74 - iter 1/9 - loss 0.00071612 - time (sec): 0.10 - samples/sec: 5362.14 - lr: 0.000030 - momentum: 0.000000
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2024-11-27 20:30:51,305 epoch 74 - iter 2/9 - loss 0.00171475 - time (sec): 0.25 - samples/sec: 4402.38 - lr: 0.000030 - momentum: 0.000000
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2024-11-27 20:30:51,442 epoch 74 - iter 3/9 - loss 0.00663373 - time (sec): 0.39 - samples/sec: 4256.26 - lr: 0.000030 - momentum: 0.000000
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2024-11-27 20:30:51,612 epoch 74 - iter 4/9 - loss 0.00487036 - time (sec): 0.56 - samples/sec: 4111.41 - lr: 0.000029 - momentum: 0.000000
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2024-11-27 20:30:51,841 epoch 74 - iter 5/9 - loss 0.00394050 - time (sec): 0.79 - samples/sec: 3687.57 - lr: 0.000029 - momentum: 0.000000
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2024-11-27 20:30:51,984 epoch 74 - iter 6/9 - loss 0.00347780 - time (sec): 0.93 - samples/sec: 3725.79 - lr: 0.000029 - momentum: 0.000000
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2024-11-27 20:30:52,116 epoch 74 - iter 7/9 - loss 0.00301150 - time (sec): 1.06 - samples/sec: 3818.85 - lr: 0.000029 - momentum: 0.000000
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2024-11-27 20:30:52,397 epoch 74 - iter 8/9 - loss 0.00271338 - time (sec): 1.34 - samples/sec: 3427.24 - lr: 0.000029 - momentum: 0.000000
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2024-11-27 20:30:52,542 epoch 74 - iter 9/9 - loss 0.00242806 - time (sec): 1.49 - samples/sec: 3494.30 - lr: 0.000029 - momentum: 0.000000
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2024-11-27 20:30:52,542 ----------------------------------------------------------------------------------------------------
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2024-11-27 20:30:52,542 EPOCH 74 done: loss 0.0024 - lr: 0.000029
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100%|██████████████████████████████████████████| 1/1 [00:00<00:00, 7.38it/s]
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2024-11-27 20:30:52,697 DEV : loss 2.9047720432281494 - f1-score (micro avg) 0.3137
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2024-11-27 20:30:52,699 ----------------------------------------------------------------------------------------------------
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2024-11-27 20:30:52,804 epoch 75 - iter 1/9 - loss 0.00117637 - time (sec): 0.10 - samples/sec: 6331.01 - lr: 0.000029 - momentum: 0.000000
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2024-11-27 20:30:52,942 epoch 75 - iter 2/9 - loss 0.00126667 - time (sec): 0.24 - samples/sec: 4742.13 - lr: 0.000029 - momentum: 0.000000
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2024-11-27 20:30:53,086 epoch 75 - iter 3/9 - loss 0.00097552 - time (sec): 0.39 - samples/sec: 4548.77 - lr: 0.000029 - momentum: 0.000000
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2024-11-27 20:30:53,213 epoch 75 - iter 4/9 - loss 0.00327432 - time (sec): 0.51 - samples/sec: 4427.60 - lr: 0.000029 - momentum: 0.000000
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2024-11-27 20:30:53,470 epoch 75 - iter 5/9 - loss 0.00606360 - time (sec): 0.77 - samples/sec: 3777.14 - lr: 0.000029 - momentum: 0.000000
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2024-11-27 20:30:53,632 epoch 75 - iter 6/9 - loss 0.00536478 - time (sec): 0.93 - samples/sec: 3780.75 - lr: 0.000029 - momentum: 0.000000
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2024-11-27 20:30:53,771 epoch 75 - iter 7/9 - loss 0.00460365 - time (sec): 1.07 - samples/sec: 3886.06 - lr: 0.000029 - momentum: 0.000000
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2024-11-27 20:30:53,916 epoch 75 - iter 8/9 - loss 0.00407721 - time (sec): 1.22 - samples/sec: 3899.37 - lr: 0.000029 - momentum: 0.000000
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2024-11-27 20:30:54,049 epoch 75 - iter 9/9 - loss 0.00373761 - time (sec): 1.35 - samples/sec: 3851.29 - lr: 0.000029 - momentum: 0.000000
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2024-11-27 20:30:54,049 ----------------------------------------------------------------------------------------------------
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2024-11-27 20:30:54,049 EPOCH 75 done: loss 0.0037 - lr: 0.000029
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100%|██████████████████████████████████████████| 1/1 [00:00<00:00, 5.09it/s]
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2024-11-27 20:30:54,265 DEV : loss 2.9019179344177246 - f1-score (micro avg) 0.3293
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2024-11-27 20:30:54,266 ----------------------------------------------------------------------------------------------------
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2024-11-27 20:30:54,378 epoch 76 - iter 1/9 - loss 0.00041769 - time (sec): 0.11 - samples/sec: 4844.84 - lr: 0.000029 - momentum: 0.000000
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2024-11-27 20:30:54,530 epoch 76 - iter 2/9 - loss 0.00770244 - time (sec): 0.26 - samples/sec: 4332.75 - lr: 0.000029 - momentum: 0.000000
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2024-11-27 20:30:54,666 epoch 76 - iter 3/9 - loss 0.00509379 - time (sec): 0.40 - samples/sec: 4442.84 - lr: 0.000029 - momentum: 0.000000
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2024-11-27 20:30:54,808 epoch 76 - iter 4/9 - loss 0.00404445 - time (sec): 0.54 - samples/sec: 4348.55 - lr: 0.000029 - momentum: 0.000000
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2024-11-27 20:30:54,970 epoch 76 - iter 5/9 - loss 0.00348082 - time (sec): 0.70 - samples/sec: 4508.58 - lr: 0.000029 - momentum: 0.000000
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2024-11-27 20:30:55,127 epoch 76 - iter 6/9 - loss 0.00358447 - time (sec): 0.86 - samples/sec: 4318.98 - lr: 0.000029 - momentum: 0.000000
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2024-11-27 20:30:55,251 epoch 76 - iter 7/9 - loss 0.00344761 - time (sec): 0.98 - samples/sec: 4273.17 - lr: 0.000029 - momentum: 0.000000
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2024-11-27 20:30:55,400 epoch 76 - iter 8/9 - loss 0.00312172 - time (sec): 1.13 - samples/sec: 4261.31 - lr: 0.000029 - momentum: 0.000000
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2024-11-27 20:30:55,529 epoch 76 - iter 9/9 - loss 0.00293586 - time (sec): 1.26 - samples/sec: 4121.51 - lr: 0.000029 - momentum: 0.000000
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2024-11-27 20:30:55,529 ----------------------------------------------------------------------------------------------------
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2024-11-27 20:30:55,529 EPOCH 76 done: loss 0.0029 - lr: 0.000029
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100%|██████████████████████████████████████████| 1/1 [00:00<00:00, 6.51it/s]
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100%|██████████████████████████████████████████| 1/1 [00:00<00:00, 6.50it/s]
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2024-11-27 20:30:55,702 DEV : loss 3.004276990890503 - f1-score (micro avg) 0.3158
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2024-11-27 20:30:55,703 ----------------------------------------------------------------------------------------------------
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2024-11-27 20:30:55,793 epoch 77 - iter 1/9 - loss 0.00768509 - time (sec): 0.09 - samples/sec: 5860.02 - lr: 0.000029 - momentum: 0.000000
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2024-11-27 20:30:55,925 epoch 77 - iter 2/9 - loss 0.00448289 - time (sec): 0.22 - samples/sec: 5291.01 - lr: 0.000029 - momentum: 0.000000
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2024-11-27 20:30:56,090 epoch 77 - iter 3/9 - loss 0.00361531 - time (sec): 0.39 - samples/sec: 4584.46 - lr: 0.000029 - momentum: 0.000000
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2024-11-27 20:30:56,240 epoch 77 - iter 4/9 - loss 0.00286998 - time (sec): 0.54 - samples/sec: 4428.74 - lr: 0.000029 - momentum: 0.000000
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2024-11-27 20:30:56,355 epoch 77 - iter 5/9 - loss 0.00236038 - time (sec): 0.65 - samples/sec: 4506.22 - lr: 0.000029 - momentum: 0.000000
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2024-11-27 20:30:56,493 epoch 77 - iter 6/9 - loss 0.00444246 - time (sec): 0.79 - samples/sec: 4397.81 - lr: 0.000029 - momentum: 0.000000
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2024-11-27 20:30:56,685 epoch 77 - iter 7/9 - loss 0.00654019 - time (sec): 0.98 - samples/sec: 4225.13 - lr: 0.000029 - momentum: 0.000000
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2024-11-27 20:30:56,869 epoch 77 - iter 8/9 - loss 0.00577428 - time (sec): 1.16 - samples/sec: 4054.33 - lr: 0.000029 - momentum: 0.000000
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2024-11-27 20:30:56,993 epoch 77 - iter 9/9 - loss 0.00526441 - time (sec): 1.29 - samples/sec: 4033.48 - lr: 0.000029 - momentum: 0.000000
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2024-11-27 20:30:56,993 ----------------------------------------------------------------------------------------------------
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2024-11-27 20:30:56,993 EPOCH 77 done: loss 0.0053 - lr: 0.000029
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100%|██████████████████████████████████████████| 1/1 [00:00<00:00, 7.38it/s]
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100%|██████████████████████████████████████████| 1/1 [00:00<00:00, 7.37it/s]
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2024-11-27 20:30:57,147 DEV : loss 3.0884292125701904 - f1-score (micro avg) 0.3158
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2024-11-27 20:30:57,149 ----------------------------------------------------------------------------------------------------
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2024-11-27 20:30:57,252 epoch 78 - iter 1/9 - loss 0.00038064 - time (sec): 0.10 - samples/sec: 5399.29 - lr: 0.000029 - momentum: 0.000000
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2024-11-27 20:30:57,390 epoch 78 - iter 2/9 - loss 0.00062170 - time (sec): 0.24 - samples/sec: 4422.23 - lr: 0.000029 - momentum: 0.000000
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2024-11-27 20:30:57,542 epoch 78 - iter 3/9 - loss 0.00097063 - time (sec): 0.39 - samples/sec: 3948.89 - lr: 0.000029 - momentum: 0.000000
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2024-11-27 20:30:57,714 epoch 78 - iter 4/9 - loss 0.00076355 - time (sec): 0.56 - samples/sec: 3830.14 - lr: 0.000029 - momentum: 0.000000
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2024-11-27 20:30:57,870 epoch 78 - iter 5/9 - loss 0.00064867 - time (sec): 0.72 - samples/sec: 3833.02 - lr: 0.000029 - momentum: 0.000000
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2024-11-27 20:30:58,023 epoch 78 - iter 6/9 - loss 0.00103575 - time (sec): 0.87 - samples/sec: 3787.40 - lr: 0.000029 - momentum: 0.000000
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2024-11-27 20:30:58,198 epoch 78 - iter 7/9 - loss 0.00253138 - time (sec): 1.05 - samples/sec: 3837.85 - lr: 0.000029 - momentum: 0.000000
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2024-11-27 20:30:58,351 epoch 78 - iter 8/9 - loss 0.00228990 - time (sec): 1.20 - samples/sec: 3741.31 - lr: 0.000029 - momentum: 0.000000
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2024-11-27 20:30:58,495 epoch 78 - iter 9/9 - loss 0.00448834 - time (sec): 1.35 - samples/sec: 3861.74 - lr: 0.000029 - momentum: 0.000000
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2024-11-27 20:30:58,496 ----------------------------------------------------------------------------------------------------
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2024-11-27 20:30:58,496 EPOCH 78 done: loss 0.0045 - lr: 0.000029
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100%|██████████████████████████████████████████| 1/1 [00:00<00:00, 6.03it/s]
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100%|██████████████████████████████████████████| 1/1 [00:00<00:00, 6.02it/s]
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2024-11-27 20:30:58,681 DEV : loss 3.059201717376709 - f1-score (micro avg) 0.2976
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2024-11-27 20:30:58,682 ----------------------------------------------------------------------------------------------------
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2024-11-27 20:30:58,782 epoch 79 - iter 1/9 - loss 0.02757956 - time (sec): 0.10 - samples/sec: 5859.02 - lr: 0.000029 - momentum: 0.000000
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2024-11-27 20:30:58,909 epoch 79 - iter 2/9 - loss 0.01521814 - time (sec): 0.23 - samples/sec: 4825.22 - lr: 0.000029 - momentum: 0.000000
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2024-11-27 20:30:59,039 epoch 79 - iter 3/9 - loss 0.01388265 - time (sec): 0.36 - samples/sec: 4503.27 - lr: 0.000028 - momentum: 0.000000
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2024-11-27 20:30:59,202 epoch 79 - iter 4/9 - loss 0.01011755 - time (sec): 0.52 - samples/sec: 4282.95 - lr: 0.000028 - momentum: 0.000000
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2024-11-27 20:30:59,417 epoch 79 - iter 5/9 - loss 0.00795404 - time (sec): 0.73 - samples/sec: 3939.53 - lr: 0.000028 - momentum: 0.000000
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2024-11-27 20:30:59,569 epoch 79 - iter 6/9 - loss 0.00769618 - time (sec): 0.89 - samples/sec: 4080.74 - lr: 0.000028 - momentum: 0.000000
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2024-11-27 20:30:59,731 epoch 79 - iter 7/9 - loss 0.00842673 - time (sec): 1.05 - samples/sec: 4078.88 - lr: 0.000028 - momentum: 0.000000
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2024-11-27 20:30:59,883 epoch 79 - iter 8/9 - loss 0.00753505 - time (sec): 1.20 - samples/sec: 4003.20 - lr: 0.000028 - momentum: 0.000000
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2024-11-27 20:31:00,012 epoch 79 - iter 9/9 - loss 0.00733639 - time (sec): 1.33 - samples/sec: 3910.74 - lr: 0.000028 - momentum: 0.000000
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2024-11-27 20:31:00,013 ----------------------------------------------------------------------------------------------------
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2024-11-27 20:31:00,013 EPOCH 79 done: loss 0.0073 - lr: 0.000028
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0%| | 0/1 [00:00<?, ?it/s]
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100%|██████████████████████████████████████████| 1/1 [00:00<00:00, 6.29it/s]
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100%|██████████████████████████████████████████| 1/1 [00:00<00:00, 6.28it/s]
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2024-11-27 20:31:00,192 DEV : loss 3.008697509765625 - f1-score (micro avg) 0.2941
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2024-11-27 20:31:00,193 ----------------------------------------------------------------------------------------------------
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2024-11-27 20:31:00,291 epoch 80 - iter 1/9 - loss 0.00055353 - time (sec): 0.10 - samples/sec: 6378.69 - lr: 0.000028 - momentum: 0.000000
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2024-11-27 20:31:00,436 epoch 80 - iter 2/9 - loss 0.00052827 - time (sec): 0.24 - samples/sec: 4893.96 - lr: 0.000028 - momentum: 0.000000
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2024-11-27 20:31:00,572 epoch 80 - iter 3/9 - loss 0.00044081 - time (sec): 0.38 - samples/sec: 4606.91 - lr: 0.000028 - momentum: 0.000000
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2024-11-27 20:31:00,706 epoch 80 - iter 4/9 - loss 0.00040466 - time (sec): 0.51 - samples/sec: 4557.38 - lr: 0.000028 - momentum: 0.000000
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2024-11-27 20:31:00,838 epoch 80 - iter 5/9 - loss 0.00036843 - time (sec): 0.64 - samples/sec: 4372.44 - lr: 0.000028 - momentum: 0.000000
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2024-11-27 20:31:00,976 epoch 80 - iter 6/9 - loss 0.00036305 - time (sec): 0.78 - samples/sec: 4155.93 - lr: 0.000028 - momentum: 0.000000
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2024-11-27 20:31:01,119 epoch 80 - iter 7/9 - loss 0.00035365 - time (sec): 0.93 - samples/sec: 4135.87 - lr: 0.000028 - momentum: 0.000000
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2024-11-27 20:31:01,267 epoch 80 - iter 8/9 - loss 0.00046581 - time (sec): 1.07 - samples/sec: 4331.48 - lr: 0.000028 - momentum: 0.000000
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2024-11-27 20:31:01,410 epoch 80 - iter 9/9 - loss 0.00043896 - time (sec): 1.22 - samples/sec: 4271.70 - lr: 0.000028 - momentum: 0.000000
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2024-11-27 20:31:01,411 ----------------------------------------------------------------------------------------------------
|
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2024-11-27 20:31:01,411 EPOCH 80 done: loss 0.0004 - lr: 0.000028
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0%| | 0/1 [00:00<?, ?it/s]
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100%|██████████████████████████████████████████| 1/1 [00:00<00:00, 5.14it/s]
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100%|██████████████████████████████████████████| 1/1 [00:00<00:00, 5.13it/s]
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2024-11-27 20:31:01,625 DEV : loss 2.992372751235962 - f1-score (micro avg) 0.3
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2024-11-27 20:31:01,626 ----------------------------------------------------------------------------------------------------
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2024-11-27 20:31:01,730 epoch 81 - iter 1/9 - loss 0.00033040 - time (sec): 0.10 - samples/sec: 5426.79 - lr: 0.000028 - momentum: 0.000000
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2024-11-27 20:31:01,897 epoch 81 - iter 2/9 - loss 0.00028842 - time (sec): 0.27 - samples/sec: 4138.40 - lr: 0.000028 - momentum: 0.000000
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2024-11-27 20:31:02,028 epoch 81 - iter 3/9 - loss 0.00025463 - time (sec): 0.40 - samples/sec: 4321.47 - lr: 0.000028 - momentum: 0.000000
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2024-11-27 20:31:02,166 epoch 81 - iter 4/9 - loss 0.00027488 - time (sec): 0.54 - samples/sec: 4359.19 - lr: 0.000028 - momentum: 0.000000
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2024-11-27 20:31:02,325 epoch 81 - iter 5/9 - loss 0.00026257 - time (sec): 0.70 - samples/sec: 4352.25 - lr: 0.000028 - momentum: 0.000000
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2024-11-27 20:31:02,472 epoch 81 - iter 6/9 - loss 0.00025327 - time (sec): 0.84 - samples/sec: 4234.74 - lr: 0.000028 - momentum: 0.000000
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2024-11-27 20:31:02,637 epoch 81 - iter 7/9 - loss 0.00027290 - time (sec): 1.01 - samples/sec: 4116.50 - lr: 0.000028 - momentum: 0.000000
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2024-11-27 20:31:02,800 epoch 81 - iter 8/9 - loss 0.00238037 - time (sec): 1.17 - samples/sec: 4026.59 - lr: 0.000028 - momentum: 0.000000
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2024-11-27 20:31:02,954 epoch 81 - iter 9/9 - loss 0.00296462 - time (sec): 1.33 - samples/sec: 3918.33 - lr: 0.000028 - momentum: 0.000000
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2024-11-27 20:31:02,954 ----------------------------------------------------------------------------------------------------
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2024-11-27 20:31:02,954 EPOCH 81 done: loss 0.0030 - lr: 0.000028
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100%|██████████████████████████████████████████| 1/1 [00:00<00:00, 5.77it/s]
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100%|██████████████████████████████████████████| 1/1 [00:00<00:00, 5.77it/s]
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2024-11-27 20:31:03,147 DEV : loss 3.032306432723999 - f1-score (micro avg) 0.3106
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2024-11-27 20:31:03,148 ----------------------------------------------------------------------------------------------------
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2024-11-27 20:31:03,239 epoch 82 - iter 1/9 - loss 0.00049057 - time (sec): 0.09 - samples/sec: 5194.62 - lr: 0.000028 - momentum: 0.000000
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2024-11-27 20:31:03,386 epoch 82 - iter 2/9 - loss 0.00047738 - time (sec): 0.24 - samples/sec: 4729.05 - lr: 0.000028 - momentum: 0.000000
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2024-11-27 20:31:03,528 epoch 82 - iter 3/9 - loss 0.00036921 - time (sec): 0.38 - samples/sec: 4641.18 - lr: 0.000028 - momentum: 0.000000
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2024-11-27 20:31:03,696 epoch 82 - iter 4/9 - loss 0.00031489 - time (sec): 0.55 - samples/sec: 4270.66 - lr: 0.000028 - momentum: 0.000000
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2024-11-27 20:31:03,822 epoch 82 - iter 5/9 - loss 0.00028017 - time (sec): 0.67 - samples/sec: 4275.40 - lr: 0.000028 - momentum: 0.000000
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2024-11-27 20:31:03,963 epoch 82 - iter 6/9 - loss 0.00024863 - time (sec): 0.81 - samples/sec: 4282.21 - lr: 0.000028 - momentum: 0.000000
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2024-11-27 20:31:04,139 epoch 82 - iter 7/9 - loss 0.00024798 - time (sec): 0.99 - samples/sec: 4162.40 - lr: 0.000028 - momentum: 0.000000
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2024-11-27 20:31:04,291 epoch 82 - iter 8/9 - loss 0.00169149 - time (sec): 1.14 - samples/sec: 4057.93 - lr: 0.000028 - momentum: 0.000000
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2024-11-27 20:31:04,464 epoch 82 - iter 9/9 - loss 0.00346115 - time (sec): 1.31 - samples/sec: 3952.54 - lr: 0.000028 - momentum: 0.000000
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2024-11-27 20:31:04,464 ----------------------------------------------------------------------------------------------------
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2024-11-27 20:31:04,464 EPOCH 82 done: loss 0.0035 - lr: 0.000028
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100%|██████████████████████████████████████████| 1/1 [00:00<00:00, 5.81it/s]
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100%|██████████████████████████████████████████| 1/1 [00:00<00:00, 5.80it/s]
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2024-11-27 20:31:04,655 DEV : loss 3.1230416297912598 - f1-score (micro avg) 0.3289
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2024-11-27 20:31:04,657 ----------------------------------------------------------------------------------------------------
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2024-11-27 20:31:04,758 epoch 83 - iter 1/9 - loss 0.01034884 - time (sec): 0.10 - samples/sec: 5082.55 - lr: 0.000028 - momentum: 0.000000
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2024-11-27 20:31:04,885 epoch 83 - iter 2/9 - loss 0.00494849 - time (sec): 0.23 - samples/sec: 4770.26 - lr: 0.000028 - momentum: 0.000000
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2024-11-27 20:31:05,042 epoch 83 - iter 3/9 - loss 0.00340208 - time (sec): 0.38 - samples/sec: 4244.97 - lr: 0.000028 - momentum: 0.000000
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2024-11-27 20:31:05,386 epoch 83 - iter 4/9 - loss 0.00253481 - time (sec): 0.73 - samples/sec: 3053.83 - lr: 0.000028 - momentum: 0.000000
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2024-11-27 20:31:05,532 epoch 83 - iter 5/9 - loss 0.00198712 - time (sec): 0.87 - samples/sec: 3286.89 - lr: 0.000028 - momentum: 0.000000
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2024-11-27 20:31:05,663 epoch 83 - iter 6/9 - loss 0.00173084 - time (sec): 1.01 - samples/sec: 3334.50 - lr: 0.000028 - momentum: 0.000000
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2024-11-27 20:31:05,797 epoch 83 - iter 7/9 - loss 0.00152592 - time (sec): 1.14 - samples/sec: 3451.86 - lr: 0.000028 - momentum: 0.000000
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2024-11-27 20:31:05,951 epoch 83 - iter 8/9 - loss 0.00302858 - time (sec): 1.29 - samples/sec: 3484.62 - lr: 0.000028 - momentum: 0.000000
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2024-11-27 20:31:06,090 epoch 83 - iter 9/9 - loss 0.00274890 - time (sec): 1.43 - samples/sec: 3629.95 - lr: 0.000028 - momentum: 0.000000
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2024-11-27 20:31:06,090 ----------------------------------------------------------------------------------------------------
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2024-11-27 20:31:06,090 EPOCH 83 done: loss 0.0027 - lr: 0.000028
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100%|██████████████████████████████████████████| 1/1 [00:00<00:00, 5.92it/s]
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100%|██████████████████████████████████████████| 1/1 [00:00<00:00, 5.91it/s]
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2024-11-27 20:31:06,278 DEV : loss 3.1518452167510986 - f1-score (micro avg) 0.3425
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2024-11-27 20:31:06,280 ----------------------------------------------------------------------------------------------------
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2024-11-27 20:31:06,383 epoch 84 - iter 1/9 - loss 0.01607548 - time (sec): 0.10 - samples/sec: 5279.40 - lr: 0.000028 - momentum: 0.000000
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2024-11-27 20:31:06,513 epoch 84 - iter 2/9 - loss 0.00797164 - time (sec): 0.23 - samples/sec: 4721.58 - lr: 0.000027 - momentum: 0.000000
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2024-11-27 20:31:06,656 epoch 84 - iter 3/9 - loss 0.00538678 - time (sec): 0.37 - samples/sec: 4371.07 - lr: 0.000027 - momentum: 0.000000
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2024-11-27 20:31:06,805 epoch 84 - iter 4/9 - loss 0.00414733 - time (sec): 0.52 - samples/sec: 4097.99 - lr: 0.000027 - momentum: 0.000000
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2024-11-27 20:31:06,977 epoch 84 - iter 5/9 - loss 0.00543071 - time (sec): 0.70 - samples/sec: 3910.31 - lr: 0.000027 - momentum: 0.000000
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2024-11-27 20:31:07,226 epoch 84 - iter 6/9 - loss 0.00427921 - time (sec): 0.95 - samples/sec: 3674.21 - lr: 0.000027 - momentum: 0.000000
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2024-11-27 20:31:07,388 epoch 84 - iter 7/9 - loss 0.00404325 - time (sec): 1.11 - samples/sec: 3747.13 - lr: 0.000027 - momentum: 0.000000
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2024-11-27 20:31:07,526 epoch 84 - iter 8/9 - loss 0.00364770 - time (sec): 1.25 - samples/sec: 3809.03 - lr: 0.000027 - momentum: 0.000000
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2024-11-27 20:31:07,654 epoch 84 - iter 9/9 - loss 0.00334092 - time (sec): 1.37 - samples/sec: 3785.42 - lr: 0.000027 - momentum: 0.000000
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2024-11-27 20:31:07,654 ----------------------------------------------------------------------------------------------------
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2024-11-27 20:31:07,654 EPOCH 84 done: loss 0.0033 - lr: 0.000027
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100%|██████████████████████████████████████████| 1/1 [00:00<00:00, 6.60it/s]
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100%|██████████████████████████████████████████| 1/1 [00:00<00:00, 6.58it/s]
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2024-11-27 20:31:07,825 DEV : loss 3.0999324321746826 - f1-score (micro avg) 0.327
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2024-11-27 20:31:07,826 ----------------------------------------------------------------------------------------------------
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2024-11-27 20:31:07,933 epoch 85 - iter 1/9 - loss 0.00028118 - time (sec): 0.11 - samples/sec: 6855.54 - lr: 0.000027 - momentum: 0.000000
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2024-11-27 20:31:08,077 epoch 85 - iter 2/9 - loss 0.00025908 - time (sec): 0.25 - samples/sec: 5258.72 - lr: 0.000027 - momentum: 0.000000
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2024-11-27 20:31:08,224 epoch 85 - iter 3/9 - loss 0.00068822 - time (sec): 0.40 - samples/sec: 4783.47 - lr: 0.000027 - momentum: 0.000000
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2024-11-27 20:31:08,365 epoch 85 - iter 4/9 - loss 0.00056996 - time (sec): 0.54 - samples/sec: 4605.71 - lr: 0.000027 - momentum: 0.000000
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2024-11-27 20:31:08,663 epoch 85 - iter 5/9 - loss 0.00047264 - time (sec): 0.84 - samples/sec: 3801.90 - lr: 0.000027 - momentum: 0.000000
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2024-11-27 20:31:08,790 epoch 85 - iter 6/9 - loss 0.00043800 - time (sec): 0.96 - samples/sec: 3688.38 - lr: 0.000027 - momentum: 0.000000
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2024-11-27 20:31:08,924 epoch 85 - iter 7/9 - loss 0.00138056 - time (sec): 1.10 - samples/sec: 3768.12 - lr: 0.000027 - momentum: 0.000000
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2024-11-27 20:31:09,078 epoch 85 - iter 8/9 - loss 0.00254845 - time (sec): 1.25 - samples/sec: 3746.46 - lr: 0.000027 - momentum: 0.000000
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2024-11-27 20:31:09,238 epoch 85 - iter 9/9 - loss 0.00231472 - time (sec): 1.41 - samples/sec: 3684.07 - lr: 0.000027 - momentum: 0.000000
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2024-11-27 20:31:09,238 ----------------------------------------------------------------------------------------------------
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2024-11-27 20:31:09,238 EPOCH 85 done: loss 0.0023 - lr: 0.000027
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100%|██████████████████████████████████████████| 1/1 [00:00<00:00, 6.84it/s]
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2024-11-27 20:31:09,404 DEV : loss 3.144559860229492 - f1-score (micro avg) 0.3165
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2024-11-27 20:31:09,405 ----------------------------------------------------------------------------------------------------
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2024-11-27 20:31:09,512 epoch 86 - iter 1/9 - loss 0.00026241 - time (sec): 0.11 - samples/sec: 6390.36 - lr: 0.000027 - momentum: 0.000000
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2024-11-27 20:31:09,655 epoch 86 - iter 2/9 - loss 0.00469387 - time (sec): 0.25 - samples/sec: 5158.44 - lr: 0.000027 - momentum: 0.000000
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2024-11-27 20:31:09,844 epoch 86 - iter 3/9 - loss 0.00328459 - time (sec): 0.44 - samples/sec: 4247.63 - lr: 0.000027 - momentum: 0.000000
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2024-11-27 20:31:10,051 epoch 86 - iter 4/9 - loss 0.00261187 - time (sec): 0.64 - samples/sec: 3699.92 - lr: 0.000027 - momentum: 0.000000
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2024-11-27 20:31:10,192 epoch 86 - iter 5/9 - loss 0.00206463 - time (sec): 0.79 - samples/sec: 3889.94 - lr: 0.000027 - momentum: 0.000000
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2024-11-27 20:31:10,326 epoch 86 - iter 6/9 - loss 0.00178871 - time (sec): 0.92 - samples/sec: 3893.47 - lr: 0.000027 - momentum: 0.000000
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2024-11-27 20:31:10,457 epoch 86 - iter 7/9 - loss 0.00163459 - time (sec): 1.05 - samples/sec: 3850.93 - lr: 0.000027 - momentum: 0.000000
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2024-11-27 20:31:10,600 epoch 86 - iter 8/9 - loss 0.00157901 - time (sec): 1.19 - samples/sec: 3964.49 - lr: 0.000027 - momentum: 0.000000
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2024-11-27 20:31:10,738 epoch 86 - iter 9/9 - loss 0.00144461 - time (sec): 1.33 - samples/sec: 3900.05 - lr: 0.000027 - momentum: 0.000000
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2024-11-27 20:31:10,739 ----------------------------------------------------------------------------------------------------
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2024-11-27 20:31:10,739 EPOCH 86 done: loss 0.0014 - lr: 0.000027
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100%|██████████████████████████████████████████| 1/1 [00:00<00:00, 6.72it/s]
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2024-11-27 20:31:10,907 DEV : loss 3.1602885723114014 - f1-score (micro avg) 0.3333
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2024-11-27 20:31:10,908 ----------------------------------------------------------------------------------------------------
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2024-11-27 20:31:11,014 epoch 87 - iter 1/9 - loss 0.00012574 - time (sec): 0.11 - samples/sec: 6548.52 - lr: 0.000027 - momentum: 0.000000
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2024-11-27 20:31:11,143 epoch 87 - iter 2/9 - loss 0.00012543 - time (sec): 0.23 - samples/sec: 4631.32 - lr: 0.000027 - momentum: 0.000000
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2024-11-27 20:31:11,287 epoch 87 - iter 3/9 - loss 0.00014804 - time (sec): 0.38 - samples/sec: 4632.94 - lr: 0.000027 - momentum: 0.000000
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2024-11-27 20:31:11,485 epoch 87 - iter 4/9 - loss 0.00022358 - time (sec): 0.58 - samples/sec: 4037.87 - lr: 0.000027 - momentum: 0.000000
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2024-11-27 20:31:11,704 epoch 87 - iter 5/9 - loss 0.00108662 - time (sec): 0.79 - samples/sec: 3774.10 - lr: 0.000027 - momentum: 0.000000
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2024-11-27 20:31:11,842 epoch 87 - iter 6/9 - loss 0.00130413 - time (sec): 0.93 - samples/sec: 3834.81 - lr: 0.000027 - momentum: 0.000000
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2024-11-27 20:31:11,976 epoch 87 - iter 7/9 - loss 0.00115527 - time (sec): 1.07 - samples/sec: 3849.88 - lr: 0.000027 - momentum: 0.000000
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2024-11-27 20:31:12,113 epoch 87 - iter 8/9 - loss 0.00102955 - time (sec): 1.20 - samples/sec: 3884.99 - lr: 0.000027 - momentum: 0.000000
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2024-11-27 20:31:12,259 epoch 87 - iter 9/9 - loss 0.00222071 - time (sec): 1.35 - samples/sec: 3848.02 - lr: 0.000027 - momentum: 0.000000
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2024-11-27 20:31:12,260 ----------------------------------------------------------------------------------------------------
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2024-11-27 20:31:12,260 EPOCH 87 done: loss 0.0022 - lr: 0.000027
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100%|██████████████████████████████████████████| 1/1 [00:00<00:00, 5.13it/s]
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100%|██████████████████████████████████████████| 1/1 [00:00<00:00, 5.12it/s]
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2024-11-27 20:31:12,474 DEV : loss 3.098705530166626 - f1-score (micro avg) 0.323
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2024-11-27 20:31:12,475 ----------------------------------------------------------------------------------------------------
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2024-11-27 20:31:12,567 epoch 88 - iter 1/9 - loss 0.00043640 - time (sec): 0.09 - samples/sec: 5026.21 - lr: 0.000027 - momentum: 0.000000
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2024-11-27 20:31:12,903 epoch 88 - iter 2/9 - loss 0.00029989 - time (sec): 0.43 - samples/sec: 2283.29 - lr: 0.000027 - momentum: 0.000000
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2024-11-27 20:31:13,033 epoch 88 - iter 3/9 - loss 0.00028328 - time (sec): 0.56 - samples/sec: 3007.40 - lr: 0.000027 - momentum: 0.000000
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2024-11-27 20:31:13,174 epoch 88 - iter 4/9 - loss 0.00024906 - time (sec): 0.70 - samples/sec: 3377.81 - lr: 0.000027 - momentum: 0.000000
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2024-11-27 20:31:13,303 epoch 88 - iter 5/9 - loss 0.00022068 - time (sec): 0.83 - samples/sec: 3568.27 - lr: 0.000027 - momentum: 0.000000
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2024-11-27 20:31:13,462 epoch 88 - iter 6/9 - loss 0.00020237 - time (sec): 0.99 - samples/sec: 3595.88 - lr: 0.000027 - momentum: 0.000000
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2024-11-27 20:31:13,597 epoch 88 - iter 7/9 - loss 0.00019221 - time (sec): 1.12 - samples/sec: 3627.19 - lr: 0.000027 - momentum: 0.000000
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2024-11-27 20:31:13,744 epoch 88 - iter 8/9 - loss 0.00018520 - time (sec): 1.27 - samples/sec: 3634.63 - lr: 0.000027 - momentum: 0.000000
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2024-11-27 20:31:13,879 epoch 88 - iter 9/9 - loss 0.00019567 - time (sec): 1.40 - samples/sec: 3704.71 - lr: 0.000027 - momentum: 0.000000
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2024-11-27 20:31:13,879 ----------------------------------------------------------------------------------------------------
|
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2024-11-27 20:31:13,880 EPOCH 88 done: loss 0.0002 - lr: 0.000027
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0%| | 0/1 [00:00<?, ?it/s]
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100%|██████████████████████████████████████████| 1/1 [00:00<00:00, 4.01it/s]
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100%|██████████████████████████████████████████| 1/1 [00:00<00:00, 4.00it/s]
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2024-11-27 20:31:14,148 DEV : loss 3.110564708709717 - f1-score (micro avg) 0.3375
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2024-11-27 20:31:14,150 ----------------------------------------------------------------------------------------------------
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2024-11-27 20:31:14,257 epoch 89 - iter 1/9 - loss 0.00021561 - time (sec): 0.11 - samples/sec: 5668.04 - lr: 0.000026 - momentum: 0.000000
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2024-11-27 20:31:14,405 epoch 89 - iter 2/9 - loss 0.00016770 - time (sec): 0.25 - samples/sec: 4543.11 - lr: 0.000026 - momentum: 0.000000
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2024-11-27 20:31:14,541 epoch 89 - iter 3/9 - loss 0.00014407 - time (sec): 0.39 - samples/sec: 4245.97 - lr: 0.000026 - momentum: 0.000000
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2024-11-27 20:31:14,689 epoch 89 - iter 4/9 - loss 0.00012575 - time (sec): 0.54 - samples/sec: 4153.09 - lr: 0.000026 - momentum: 0.000000
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2024-11-27 20:31:14,838 epoch 89 - iter 5/9 - loss 0.00011589 - time (sec): 0.69 - samples/sec: 4155.51 - lr: 0.000026 - momentum: 0.000000
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2024-11-27 20:31:14,988 epoch 89 - iter 6/9 - loss 0.00014106 - time (sec): 0.84 - samples/sec: 4071.44 - lr: 0.000026 - momentum: 0.000000
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2024-11-27 20:31:15,138 epoch 89 - iter 7/9 - loss 0.00013417 - time (sec): 0.99 - samples/sec: 3986.04 - lr: 0.000026 - momentum: 0.000000
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2024-11-27 20:31:15,356 epoch 89 - iter 8/9 - loss 0.00013439 - time (sec): 1.21 - samples/sec: 3844.69 - lr: 0.000026 - momentum: 0.000000
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2024-11-27 20:31:15,487 epoch 89 - iter 9/9 - loss 0.00174080 - time (sec): 1.34 - samples/sec: 3888.75 - lr: 0.000026 - momentum: 0.000000
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2024-11-27 20:31:15,487 ----------------------------------------------------------------------------------------------------
|
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2024-11-27 20:31:15,488 EPOCH 89 done: loss 0.0017 - lr: 0.000026
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0%| | 0/1 [00:00<?, ?it/s]
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100%|██████████████████████████████████████████| 1/1 [00:00<00:00, 6.54it/s]
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100%|██████████████████████████████████████████| 1/1 [00:00<00:00, 6.53it/s]
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2024-11-27 20:31:15,660 DEV : loss 3.1478018760681152 - f1-score (micro avg) 0.3375
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2024-11-27 20:31:15,661 ----------------------------------------------------------------------------------------------------
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2024-11-27 20:31:15,751 epoch 90 - iter 1/9 - loss 0.00238092 - time (sec): 0.09 - samples/sec: 5710.38 - lr: 0.000026 - momentum: 0.000000
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2024-11-27 20:31:15,881 epoch 90 - iter 2/9 - loss 0.00113998 - time (sec): 0.22 - samples/sec: 5011.34 - lr: 0.000026 - momentum: 0.000000
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2024-11-27 20:31:16,024 epoch 90 - iter 3/9 - loss 0.00075252 - time (sec): 0.36 - samples/sec: 4807.75 - lr: 0.000026 - momentum: 0.000000
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2024-11-27 20:31:16,210 epoch 90 - iter 4/9 - loss 0.00064703 - time (sec): 0.55 - samples/sec: 4215.70 - lr: 0.000026 - momentum: 0.000000
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2024-11-27 20:31:16,412 epoch 90 - iter 5/9 - loss 0.00314873 - time (sec): 0.75 - samples/sec: 3961.72 - lr: 0.000026 - momentum: 0.000000
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2024-11-27 20:31:16,537 epoch 90 - iter 6/9 - loss 0.00267451 - time (sec): 0.88 - samples/sec: 4026.42 - lr: 0.000026 - momentum: 0.000000
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2024-11-27 20:31:16,682 epoch 90 - iter 7/9 - loss 0.00230390 - time (sec): 1.02 - samples/sec: 4026.89 - lr: 0.000026 - momentum: 0.000000
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2024-11-27 20:31:16,834 epoch 90 - iter 8/9 - loss 0.00199683 - time (sec): 1.17 - samples/sec: 4069.57 - lr: 0.000026 - momentum: 0.000000
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2024-11-27 20:31:16,976 epoch 90 - iter 9/9 - loss 0.00183862 - time (sec): 1.31 - samples/sec: 3955.76 - lr: 0.000026 - momentum: 0.000000
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2024-11-27 20:31:16,976 ----------------------------------------------------------------------------------------------------
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2024-11-27 20:31:16,976 EPOCH 90 done: loss 0.0018 - lr: 0.000026
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100%|██████████████████████████████████████████| 1/1 [00:00<00:00, 5.03it/s]
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100%|██████████████████████████████████████████| 1/1 [00:00<00:00, 5.03it/s]
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2024-11-27 20:31:17,194 DEV : loss 3.169376850128174 - f1-score (micro avg) 0.3494
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2024-11-27 20:31:17,195 ----------------------------------------------------------------------------------------------------
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2024-11-27 20:31:17,304 epoch 91 - iter 1/9 - loss 0.00009424 - time (sec): 0.11 - samples/sec: 6094.26 - lr: 0.000026 - momentum: 0.000000
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2024-11-27 20:31:17,432 epoch 91 - iter 2/9 - loss 0.00008627 - time (sec): 0.24 - samples/sec: 4887.75 - lr: 0.000026 - momentum: 0.000000
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2024-11-27 20:31:17,567 epoch 91 - iter 3/9 - loss 0.00009804 - time (sec): 0.37 - samples/sec: 5081.54 - lr: 0.000026 - momentum: 0.000000
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2024-11-27 20:31:17,700 epoch 91 - iter 4/9 - loss 0.00010284 - time (sec): 0.50 - samples/sec: 4713.43 - lr: 0.000026 - momentum: 0.000000
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2024-11-27 20:31:17,843 epoch 91 - iter 5/9 - loss 0.00009662 - time (sec): 0.65 - samples/sec: 4491.22 - lr: 0.000026 - momentum: 0.000000
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2024-11-27 20:31:17,985 epoch 91 - iter 6/9 - loss 0.00011616 - time (sec): 0.79 - samples/sec: 4603.29 - lr: 0.000026 - momentum: 0.000000
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2024-11-27 20:31:18,182 epoch 91 - iter 7/9 - loss 0.00011019 - time (sec): 0.99 - samples/sec: 4174.42 - lr: 0.000026 - momentum: 0.000000
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2024-11-27 20:31:18,325 epoch 91 - iter 8/9 - loss 0.00012382 - time (sec): 1.13 - samples/sec: 4216.55 - lr: 0.000026 - momentum: 0.000000
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2024-11-27 20:31:18,451 epoch 91 - iter 9/9 - loss 0.00012502 - time (sec): 1.26 - samples/sec: 4140.76 - lr: 0.000026 - momentum: 0.000000
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2024-11-27 20:31:18,452 ----------------------------------------------------------------------------------------------------
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2024-11-27 20:31:18,452 EPOCH 91 done: loss 0.0001 - lr: 0.000026
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100%|██████████████████████████████████████████| 1/1 [00:00<00:00, 6.01it/s]
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100%|██████████████████████████████████████████| 1/1 [00:00<00:00, 6.00it/s]
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2024-11-27 20:31:18,637 DEV : loss 3.151057720184326 - f1-score (micro avg) 0.3924
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2024-11-27 20:31:18,639 ----------------------------------------------------------------------------------------------------
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2024-11-27 20:31:18,736 epoch 92 - iter 1/9 - loss 0.01879840 - time (sec): 0.10 - samples/sec: 6435.23 - lr: 0.000026 - momentum: 0.000000
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2024-11-27 20:31:18,875 epoch 92 - iter 2/9 - loss 0.00961940 - time (sec): 0.24 - samples/sec: 5181.59 - lr: 0.000026 - momentum: 0.000000
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2024-11-27 20:31:19,046 epoch 92 - iter 3/9 - loss 0.00893772 - time (sec): 0.41 - samples/sec: 4823.94 - lr: 0.000026 - momentum: 0.000000
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2024-11-27 20:31:19,213 epoch 92 - iter 4/9 - loss 0.00701138 - time (sec): 0.57 - samples/sec: 4376.33 - lr: 0.000026 - momentum: 0.000000
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2024-11-27 20:31:19,342 epoch 92 - iter 5/9 - loss 0.00592634 - time (sec): 0.70 - samples/sec: 4234.17 - lr: 0.000026 - momentum: 0.000000
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2024-11-27 20:31:19,460 epoch 92 - iter 6/9 - loss 0.00504355 - time (sec): 0.82 - samples/sec: 4272.34 - lr: 0.000026 - momentum: 0.000000
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2024-11-27 20:31:19,600 epoch 92 - iter 7/9 - loss 0.00490234 - time (sec): 0.96 - samples/sec: 4149.47 - lr: 0.000026 - momentum: 0.000000
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2024-11-27 20:31:19,749 epoch 92 - iter 8/9 - loss 0.00415550 - time (sec): 1.11 - samples/sec: 4244.80 - lr: 0.000026 - momentum: 0.000000
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2024-11-27 20:31:19,896 epoch 92 - iter 9/9 - loss 0.00455736 - time (sec): 1.26 - samples/sec: 4136.51 - lr: 0.000026 - momentum: 0.000000
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2024-11-27 20:31:19,896 ----------------------------------------------------------------------------------------------------
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2024-11-27 20:31:19,896 EPOCH 92 done: loss 0.0046 - lr: 0.000026
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100%|██████████████████████████████████████████| 1/1 [00:00<00:00, 6.50it/s]
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100%|██████████████████████████████████████████| 1/1 [00:00<00:00, 6.49it/s]
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2024-11-27 20:31:20,070 DEV : loss 3.1767635345458984 - f1-score (micro avg) 0.3758
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2024-11-27 20:31:20,071 ----------------------------------------------------------------------------------------------------
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2024-11-27 20:31:20,183 epoch 93 - iter 1/9 - loss 0.00009318 - time (sec): 0.11 - samples/sec: 4865.46 - lr: 0.000026 - momentum: 0.000000
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2024-11-27 20:31:20,352 epoch 93 - iter 2/9 - loss 0.00018979 - time (sec): 0.28 - samples/sec: 4415.53 - lr: 0.000026 - momentum: 0.000000
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2024-11-27 20:31:20,484 epoch 93 - iter 3/9 - loss 0.00015008 - time (sec): 0.41 - samples/sec: 4360.72 - lr: 0.000026 - momentum: 0.000000
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2024-11-27 20:31:20,633 epoch 93 - iter 4/9 - loss 0.00013799 - time (sec): 0.56 - samples/sec: 4053.69 - lr: 0.000026 - momentum: 0.000000
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2024-11-27 20:31:20,853 epoch 93 - iter 5/9 - loss 0.00012403 - time (sec): 0.78 - samples/sec: 3810.27 - lr: 0.000026 - momentum: 0.000000
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2024-11-27 20:31:20,987 epoch 93 - iter 6/9 - loss 0.00221843 - time (sec): 0.92 - samples/sec: 3951.43 - lr: 0.000026 - momentum: 0.000000
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2024-11-27 20:31:21,116 epoch 93 - iter 7/9 - loss 0.00195104 - time (sec): 1.04 - samples/sec: 3959.94 - lr: 0.000026 - momentum: 0.000000
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2024-11-27 20:31:21,259 epoch 93 - iter 8/9 - loss 0.00176048 - time (sec): 1.19 - samples/sec: 3886.16 - lr: 0.000026 - momentum: 0.000000
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2024-11-27 20:31:21,450 epoch 93 - iter 9/9 - loss 0.00158192 - time (sec): 1.38 - samples/sec: 3770.04 - lr: 0.000025 - momentum: 0.000000
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2024-11-27 20:31:21,451 ----------------------------------------------------------------------------------------------------
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2024-11-27 20:31:21,451 EPOCH 93 done: loss 0.0016 - lr: 0.000025
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100%|██████████████████████████████████████████| 1/1 [00:00<00:00, 6.78it/s]
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100%|██████████████████████████████████████████| 1/1 [00:00<00:00, 6.77it/s]
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2024-11-27 20:31:21,617 DEV : loss 3.212688446044922 - f1-score (micro avg) 0.381
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2024-11-27 20:31:21,619 ----------------------------------------------------------------------------------------------------
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2024-11-27 20:31:21,719 epoch 94 - iter 1/9 - loss 0.00015145 - time (sec): 0.10 - samples/sec: 5941.68 - lr: 0.000025 - momentum: 0.000000
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2024-11-27 20:31:21,851 epoch 94 - iter 2/9 - loss 0.00522763 - time (sec): 0.23 - samples/sec: 4724.56 - lr: 0.000025 - momentum: 0.000000
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2024-11-27 20:31:21,990 epoch 94 - iter 3/9 - loss 0.00345974 - time (sec): 0.37 - samples/sec: 4516.69 - lr: 0.000025 - momentum: 0.000000
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2024-11-27 20:31:22,121 epoch 94 - iter 4/9 - loss 0.00266814 - time (sec): 0.50 - samples/sec: 4399.73 - lr: 0.000025 - momentum: 0.000000
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2024-11-27 20:31:22,266 epoch 94 - iter 5/9 - loss 0.00423990 - time (sec): 0.65 - samples/sec: 4324.89 - lr: 0.000025 - momentum: 0.000000
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2024-11-27 20:31:22,446 epoch 94 - iter 6/9 - loss 0.00347314 - time (sec): 0.83 - samples/sec: 4151.67 - lr: 0.000025 - momentum: 0.000000
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2024-11-27 20:31:22,790 epoch 94 - iter 7/9 - loss 0.00302196 - time (sec): 1.17 - samples/sec: 3411.85 - lr: 0.000025 - momentum: 0.000000
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2024-11-27 20:31:22,926 epoch 94 - iter 8/9 - loss 0.00267019 - time (sec): 1.31 - samples/sec: 3480.99 - lr: 0.000025 - momentum: 0.000000
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2024-11-27 20:31:23,063 epoch 94 - iter 9/9 - loss 0.00234928 - time (sec): 1.44 - samples/sec: 3601.35 - lr: 0.000025 - momentum: 0.000000
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2024-11-27 20:31:23,063 ----------------------------------------------------------------------------------------------------
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2024-11-27 20:31:23,063 EPOCH 94 done: loss 0.0023 - lr: 0.000025
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100%|██████████████████████████████████████████| 1/1 [00:00<00:00, 6.32it/s]
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2024-11-27 20:31:23,240 DEV : loss 3.2408180236816406 - f1-score (micro avg) 0.3553
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2024-11-27 20:31:23,242 ----------------------------------------------------------------------------------------------------
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2024-11-27 20:31:23,362 epoch 95 - iter 1/9 - loss 0.00005885 - time (sec): 0.12 - samples/sec: 4971.61 - lr: 0.000025 - momentum: 0.000000
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2024-11-27 20:31:23,538 epoch 95 - iter 2/9 - loss 0.00010683 - time (sec): 0.29 - samples/sec: 4123.55 - lr: 0.000025 - momentum: 0.000000
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2024-11-27 20:31:23,703 epoch 95 - iter 3/9 - loss 0.00015488 - time (sec): 0.46 - samples/sec: 3750.90 - lr: 0.000025 - momentum: 0.000000
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2024-11-27 20:31:23,860 epoch 95 - iter 4/9 - loss 0.00013916 - time (sec): 0.62 - samples/sec: 3899.73 - lr: 0.000025 - momentum: 0.000000
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2024-11-27 20:31:24,021 epoch 95 - iter 5/9 - loss 0.00013036 - time (sec): 0.78 - samples/sec: 3859.62 - lr: 0.000025 - momentum: 0.000000
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2024-11-27 20:31:24,182 epoch 95 - iter 6/9 - loss 0.00014904 - time (sec): 0.94 - samples/sec: 3920.73 - lr: 0.000025 - momentum: 0.000000
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2024-11-27 20:31:24,323 epoch 95 - iter 7/9 - loss 0.00014099 - time (sec): 1.08 - samples/sec: 3922.64 - lr: 0.000025 - momentum: 0.000000
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2024-11-27 20:31:24,449 epoch 95 - iter 8/9 - loss 0.00014163 - time (sec): 1.21 - samples/sec: 3904.06 - lr: 0.000025 - momentum: 0.000000
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2024-11-27 20:31:24,582 epoch 95 - iter 9/9 - loss 0.00269287 - time (sec): 1.34 - samples/sec: 3879.86 - lr: 0.000025 - momentum: 0.000000
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2024-11-27 20:31:24,583 ----------------------------------------------------------------------------------------------------
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2024-11-27 20:31:24,583 EPOCH 95 done: loss 0.0027 - lr: 0.000025
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100%|██████████████████████████████████████████| 1/1 [00:00<00:00, 6.27it/s]
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100%|██████████████████████████████████████████| 1/1 [00:00<00:00, 6.26it/s]
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2024-11-27 20:31:24,761 DEV : loss 3.3781378269195557 - f1-score (micro avg) 0.3421
|
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2024-11-27 20:31:24,763 ----------------------------------------------------------------------------------------------------
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2024-11-27 20:31:24,855 epoch 96 - iter 1/9 - loss 0.00016175 - time (sec): 0.09 - samples/sec: 6088.80 - lr: 0.000025 - momentum: 0.000000
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2024-11-27 20:31:24,991 epoch 96 - iter 2/9 - loss 0.00060690 - time (sec): 0.23 - samples/sec: 4853.48 - lr: 0.000025 - momentum: 0.000000
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2024-11-27 20:31:25,152 epoch 96 - iter 3/9 - loss 0.00037386 - time (sec): 0.39 - samples/sec: 5097.19 - lr: 0.000025 - momentum: 0.000000
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2024-11-27 20:31:25,334 epoch 96 - iter 4/9 - loss 0.00032122 - time (sec): 0.57 - samples/sec: 4412.82 - lr: 0.000025 - momentum: 0.000000
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2024-11-27 20:31:25,482 epoch 96 - iter 5/9 - loss 0.00029490 - time (sec): 0.72 - samples/sec: 4132.10 - lr: 0.000025 - momentum: 0.000000
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2024-11-27 20:31:25,624 epoch 96 - iter 6/9 - loss 0.00026421 - time (sec): 0.86 - samples/sec: 3987.39 - lr: 0.000025 - momentum: 0.000000
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2024-11-27 20:31:25,795 epoch 96 - iter 7/9 - loss 0.00023703 - time (sec): 1.03 - samples/sec: 3963.52 - lr: 0.000025 - momentum: 0.000000
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2024-11-27 20:31:26,035 epoch 96 - iter 8/9 - loss 0.00022010 - time (sec): 1.27 - samples/sec: 3736.60 - lr: 0.000025 - momentum: 0.000000
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2024-11-27 20:31:26,288 epoch 96 - iter 9/9 - loss 0.00020767 - time (sec): 1.52 - samples/sec: 3409.60 - lr: 0.000025 - momentum: 0.000000
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2024-11-27 20:31:26,288 ----------------------------------------------------------------------------------------------------
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2024-11-27 20:31:26,288 EPOCH 96 done: loss 0.0002 - lr: 0.000025
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100%|██████████████████████████████████████████| 1/1 [00:00<00:00, 6.75it/s]
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100%|██████████████████████████████████████████| 1/1 [00:00<00:00, 6.74it/s]
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2024-11-27 20:31:26,455 DEV : loss 3.379178524017334 - f1-score (micro avg) 0.3355
|
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2024-11-27 20:31:26,457 ----------------------------------------------------------------------------------------------------
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2024-11-27 20:31:26,563 epoch 97 - iter 1/9 - loss 0.00011496 - time (sec): 0.11 - samples/sec: 6018.22 - lr: 0.000025 - momentum: 0.000000
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2024-11-27 20:31:26,712 epoch 97 - iter 2/9 - loss 0.00009459 - time (sec): 0.25 - samples/sec: 4903.91 - lr: 0.000025 - momentum: 0.000000
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2024-11-27 20:31:26,864 epoch 97 - iter 3/9 - loss 0.00014395 - time (sec): 0.41 - samples/sec: 4691.95 - lr: 0.000025 - momentum: 0.000000
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2024-11-27 20:31:27,001 epoch 97 - iter 4/9 - loss 0.00014086 - time (sec): 0.54 - samples/sec: 4732.60 - lr: 0.000025 - momentum: 0.000000
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2024-11-27 20:31:27,203 epoch 97 - iter 5/9 - loss 0.00012606 - time (sec): 0.74 - samples/sec: 4163.27 - lr: 0.000025 - momentum: 0.000000
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2024-11-27 20:31:27,352 epoch 97 - iter 6/9 - loss 0.00029167 - time (sec): 0.89 - samples/sec: 4114.93 - lr: 0.000025 - momentum: 0.000000
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2024-11-27 20:31:27,493 epoch 97 - iter 7/9 - loss 0.00026015 - time (sec): 1.04 - samples/sec: 4092.78 - lr: 0.000025 - momentum: 0.000000
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2024-11-27 20:31:27,637 epoch 97 - iter 8/9 - loss 0.00023335 - time (sec): 1.18 - samples/sec: 4087.51 - lr: 0.000025 - momentum: 0.000000
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2024-11-27 20:31:27,766 epoch 97 - iter 9/9 - loss 0.00024043 - time (sec): 1.31 - samples/sec: 3971.56 - lr: 0.000025 - momentum: 0.000000
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2024-11-27 20:31:27,767 ----------------------------------------------------------------------------------------------------
|
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2024-11-27 20:31:27,767 EPOCH 97 done: loss 0.0002 - lr: 0.000025
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0%| | 0/1 [00:00<?, ?it/s]
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100%|██████████████████████████████████████████| 1/1 [00:00<00:00, 6.48it/s]
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100%|██████████████████████████████████████████| 1/1 [00:00<00:00, 6.47it/s]
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2024-11-27 20:31:27,941 DEV : loss 3.3330307006835938 - f1-score (micro avg) 0.3333
|
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2024-11-27 20:31:27,942 ----------------------------------------------------------------------------------------------------
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2024-11-27 20:31:28,036 epoch 98 - iter 1/9 - loss 0.00006373 - time (sec): 0.09 - samples/sec: 5052.33 - lr: 0.000025 - momentum: 0.000000
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2024-11-27 20:31:28,189 epoch 98 - iter 2/9 - loss 0.00006579 - time (sec): 0.25 - samples/sec: 4193.21 - lr: 0.000025 - momentum: 0.000000
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2024-11-27 20:31:28,343 epoch 98 - iter 3/9 - loss 0.00007464 - time (sec): 0.40 - samples/sec: 4345.43 - lr: 0.000025 - momentum: 0.000000
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2024-11-27 20:31:28,481 epoch 98 - iter 4/9 - loss 0.00006784 - time (sec): 0.54 - samples/sec: 4567.16 - lr: 0.000025 - momentum: 0.000000
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2024-11-27 20:31:28,612 epoch 98 - iter 5/9 - loss 0.00006848 - time (sec): 0.67 - samples/sec: 4518.93 - lr: 0.000025 - momentum: 0.000000
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2024-11-27 20:31:28,766 epoch 98 - iter 6/9 - loss 0.00008500 - time (sec): 0.82 - samples/sec: 4375.87 - lr: 0.000025 - momentum: 0.000000
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2024-11-27 20:31:28,904 epoch 98 - iter 7/9 - loss 0.00008807 - time (sec): 0.96 - samples/sec: 4316.75 - lr: 0.000025 - momentum: 0.000000
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2024-11-27 20:31:29,064 epoch 98 - iter 8/9 - loss 0.00009037 - time (sec): 1.12 - samples/sec: 4187.76 - lr: 0.000024 - momentum: 0.000000
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2024-11-27 20:31:29,268 epoch 98 - iter 9/9 - loss 0.00071842 - time (sec): 1.32 - samples/sec: 3923.70 - lr: 0.000024 - momentum: 0.000000
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2024-11-27 20:31:29,268 ----------------------------------------------------------------------------------------------------
|
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2024-11-27 20:31:29,268 EPOCH 98 done: loss 0.0007 - lr: 0.000024
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100%|██████████████████████████████████████████| 1/1 [00:00<00:00, 6.82it/s]
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100%|██████████████████████████████████████████| 1/1 [00:00<00:00, 6.81it/s]
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2024-11-27 20:31:29,434 DEV : loss 3.3695895671844482 - f1-score (micro avg) 0.35
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2024-11-27 20:31:29,435 ----------------------------------------------------------------------------------------------------
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2024-11-27 20:31:29,528 epoch 99 - iter 1/9 - loss 0.00002267 - time (sec): 0.09 - samples/sec: 5171.01 - lr: 0.000024 - momentum: 0.000000
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2024-11-27 20:31:29,662 epoch 99 - iter 2/9 - loss 0.00006187 - time (sec): 0.23 - samples/sec: 5070.65 - lr: 0.000024 - momentum: 0.000000
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2024-11-27 20:31:29,796 epoch 99 - iter 3/9 - loss 0.00005747 - time (sec): 0.36 - samples/sec: 4531.40 - lr: 0.000024 - momentum: 0.000000
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2024-11-27 20:31:29,932 epoch 99 - iter 4/9 - loss 0.00007564 - time (sec): 0.50 - samples/sec: 4235.96 - lr: 0.000024 - momentum: 0.000000
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2024-11-27 20:31:30,093 epoch 99 - iter 5/9 - loss 0.00007166 - time (sec): 0.66 - samples/sec: 4151.79 - lr: 0.000024 - momentum: 0.000000
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2024-11-27 20:31:30,261 epoch 99 - iter 6/9 - loss 0.00006318 - time (sec): 0.83 - samples/sec: 4040.84 - lr: 0.000024 - momentum: 0.000000
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2024-11-27 20:31:30,418 epoch 99 - iter 7/9 - loss 0.00006456 - time (sec): 0.98 - samples/sec: 4110.75 - lr: 0.000024 - momentum: 0.000000
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2024-11-27 20:31:30,552 epoch 99 - iter 8/9 - loss 0.00007375 - time (sec): 1.12 - samples/sec: 4141.82 - lr: 0.000024 - momentum: 0.000000
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2024-11-27 20:31:30,687 epoch 99 - iter 9/9 - loss 0.00007864 - time (sec): 1.25 - samples/sec: 4156.46 - lr: 0.000024 - momentum: 0.000000
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2024-11-27 20:31:30,687 ----------------------------------------------------------------------------------------------------
|
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2024-11-27 20:31:30,687 EPOCH 99 done: loss 0.0001 - lr: 0.000024
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0%| | 0/1 [00:00<?, ?it/s]
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100%|██████████████████████████████████████████| 1/1 [00:00<00:00, 5.45it/s]
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100%|██████████████████████████████████████████| 1/1 [00:00<00:00, 5.44it/s]
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2024-11-27 20:31:30,890 DEV : loss 3.39043927192688 - f1-score (micro avg) 0.3694
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2024-11-27 20:31:30,891 ----------------------------------------------------------------------------------------------------
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2024-11-27 20:31:30,994 epoch 100 - iter 1/9 - loss 0.00006628 - time (sec): 0.10 - samples/sec: 6329.79 - lr: 0.000024 - momentum: 0.000000
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2024-11-27 20:31:31,134 epoch 100 - iter 2/9 - loss 0.00005070 - time (sec): 0.24 - samples/sec: 4964.87 - lr: 0.000024 - momentum: 0.000000
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2024-11-27 20:31:31,285 epoch 100 - iter 3/9 - loss 0.00004986 - time (sec): 0.39 - samples/sec: 4635.13 - lr: 0.000024 - momentum: 0.000000
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2024-11-27 20:31:31,437 epoch 100 - iter 4/9 - loss 0.00004479 - time (sec): 0.55 - samples/sec: 4248.73 - lr: 0.000024 - momentum: 0.000000
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2024-11-27 20:31:31,574 epoch 100 - iter 5/9 - loss 0.00005057 - time (sec): 0.68 - samples/sec: 4150.93 - lr: 0.000024 - momentum: 0.000000
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2024-11-27 20:31:31,722 epoch 100 - iter 6/9 - loss 0.00247902 - time (sec): 0.83 - samples/sec: 4139.00 - lr: 0.000024 - momentum: 0.000000
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2024-11-27 20:31:31,871 epoch 100 - iter 7/9 - loss 0.00209669 - time (sec): 0.98 - samples/sec: 4177.91 - lr: 0.000024 - momentum: 0.000000
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2024-11-27 20:31:32,017 epoch 100 - iter 8/9 - loss 0.00180022 - time (sec): 1.12 - samples/sec: 4274.04 - lr: 0.000024 - momentum: 0.000000
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2024-11-27 20:31:32,142 epoch 100 - iter 9/9 - loss 0.00166955 - time (sec): 1.25 - samples/sec: 4156.36 - lr: 0.000024 - momentum: 0.000000
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2024-11-27 20:31:32,143 ----------------------------------------------------------------------------------------------------
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2024-11-27 20:31:32,143 EPOCH 100 done: loss 0.0017 - lr: 0.000024
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100%|██████████████████████████████████████████| 1/1 [00:00<00:00, 6.59it/s]
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100%|██████████████████████████████████████████| 1/1 [00:00<00:00, 6.58it/s]
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2024-11-27 20:31:32,314 DEV : loss 3.38008189201355 - f1-score (micro avg) 0.359
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2024-11-27 20:31:32,315 ----------------------------------------------------------------------------------------------------
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2024-11-27 20:31:32,442 epoch 101 - iter 1/9 - loss 0.00002390 - time (sec): 0.13 - samples/sec: 4014.27 - lr: 0.000024 - momentum: 0.000000
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2024-11-27 20:31:32,641 epoch 101 - iter 2/9 - loss 0.00003324 - time (sec): 0.33 - samples/sec: 3553.74 - lr: 0.000024 - momentum: 0.000000
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2024-11-27 20:31:32,791 epoch 101 - iter 3/9 - loss 0.00005123 - time (sec): 0.48 - samples/sec: 3948.86 - lr: 0.000024 - momentum: 0.000000
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2024-11-27 20:31:32,945 epoch 101 - iter 4/9 - loss 0.00004632 - time (sec): 0.63 - samples/sec: 3930.41 - lr: 0.000024 - momentum: 0.000000
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2024-11-27 20:31:33,087 epoch 101 - iter 5/9 - loss 0.00004335 - time (sec): 0.77 - samples/sec: 4016.15 - lr: 0.000024 - momentum: 0.000000
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2024-11-27 20:31:33,315 epoch 101 - iter 6/9 - loss 0.00006754 - time (sec): 1.00 - samples/sec: 3728.97 - lr: 0.000024 - momentum: 0.000000
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2024-11-27 20:31:33,442 epoch 101 - iter 7/9 - loss 0.00006641 - time (sec): 1.13 - samples/sec: 3663.97 - lr: 0.000024 - momentum: 0.000000
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2024-11-27 20:31:33,562 epoch 101 - iter 8/9 - loss 0.00006316 - time (sec): 1.25 - samples/sec: 3763.34 - lr: 0.000024 - momentum: 0.000000
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2024-11-27 20:31:33,691 epoch 101 - iter 9/9 - loss 0.00006482 - time (sec): 1.38 - samples/sec: 3778.68 - lr: 0.000024 - momentum: 0.000000
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2024-11-27 20:31:33,692 ----------------------------------------------------------------------------------------------------
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2024-11-27 20:31:33,692 EPOCH 101 done: loss 0.0001 - lr: 0.000024
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100%|██████████████████████████████████████████| 1/1 [00:00<00:00, 6.08it/s]
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100%|██████████████████████████████████████████| 1/1 [00:00<00:00, 6.07it/s]
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2024-11-27 20:31:33,875 DEV : loss 3.3984036445617676 - f1-score (micro avg) 0.366
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2024-11-27 20:31:33,877 ----------------------------------------------------------------------------------------------------
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2024-11-27 20:31:33,979 epoch 102 - iter 1/9 - loss 0.00010625 - time (sec): 0.10 - samples/sec: 5079.98 - lr: 0.000024 - momentum: 0.000000
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2024-11-27 20:31:34,120 epoch 102 - iter 2/9 - loss 0.00007440 - time (sec): 0.24 - samples/sec: 4356.42 - lr: 0.000024 - momentum: 0.000000
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2024-11-27 20:31:34,283 epoch 102 - iter 3/9 - loss 0.00007267 - time (sec): 0.41 - samples/sec: 4593.07 - lr: 0.000024 - momentum: 0.000000
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2024-11-27 20:31:34,431 epoch 102 - iter 4/9 - loss 0.00007621 - time (sec): 0.55 - samples/sec: 4252.52 - lr: 0.000024 - momentum: 0.000000
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2024-11-27 20:31:34,562 epoch 102 - iter 5/9 - loss 0.00007284 - time (sec): 0.68 - samples/sec: 4143.50 - lr: 0.000024 - momentum: 0.000000
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2024-11-27 20:31:34,713 epoch 102 - iter 6/9 - loss 0.00007428 - time (sec): 0.84 - samples/sec: 4051.53 - lr: 0.000024 - momentum: 0.000000
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2024-11-27 20:31:34,855 epoch 102 - iter 7/9 - loss 0.00007177 - time (sec): 0.98 - samples/sec: 4061.54 - lr: 0.000024 - momentum: 0.000000
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2024-11-27 20:31:35,046 epoch 102 - iter 8/9 - loss 0.00006511 - time (sec): 1.17 - samples/sec: 3999.25 - lr: 0.000024 - momentum: 0.000000
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2024-11-27 20:31:35,243 epoch 102 - iter 9/9 - loss 0.00007054 - time (sec): 1.37 - samples/sec: 3806.30 - lr: 0.000024 - momentum: 0.000000
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2024-11-27 20:31:35,243 ----------------------------------------------------------------------------------------------------
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2024-11-27 20:31:35,243 EPOCH 102 done: loss 0.0001 - lr: 0.000024
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100%|██████████████████████████████████████████| 1/1 [00:00<00:00, 6.62it/s]
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100%|██████████████████████████████████████████| 1/1 [00:00<00:00, 6.61it/s]
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2024-11-27 20:31:35,414 DEV : loss 3.4379866123199463 - f1-score (micro avg) 0.3313
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2024-11-27 20:31:35,415 ----------------------------------------------------------------------------------------------------
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2024-11-27 20:31:35,508 epoch 103 - iter 1/9 - loss 0.00016933 - time (sec): 0.09 - samples/sec: 5953.90 - lr: 0.000024 - momentum: 0.000000
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2024-11-27 20:31:35,640 epoch 103 - iter 2/9 - loss 0.00011052 - time (sec): 0.22 - samples/sec: 5276.71 - lr: 0.000024 - momentum: 0.000000
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2024-11-27 20:31:35,780 epoch 103 - iter 3/9 - loss 0.00009634 - time (sec): 0.36 - samples/sec: 5170.27 - lr: 0.000024 - momentum: 0.000000
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2024-11-27 20:31:35,934 epoch 103 - iter 4/9 - loss 0.00008049 - time (sec): 0.52 - samples/sec: 5022.98 - lr: 0.000024 - momentum: 0.000000
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2024-11-27 20:31:36,113 epoch 103 - iter 5/9 - loss 0.00007565 - time (sec): 0.70 - samples/sec: 4686.75 - lr: 0.000024 - momentum: 0.000000
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2024-11-27 20:31:36,256 epoch 103 - iter 6/9 - loss 0.00007259 - time (sec): 0.84 - samples/sec: 4416.10 - lr: 0.000024 - momentum: 0.000000
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2024-11-27 20:31:36,393 epoch 103 - iter 7/9 - loss 0.00006969 - time (sec): 0.98 - samples/sec: 4311.06 - lr: 0.000023 - momentum: 0.000000
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2024-11-27 20:31:36,531 epoch 103 - iter 8/9 - loss 0.00007052 - time (sec): 1.12 - samples/sec: 4174.50 - lr: 0.000023 - momentum: 0.000000
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2024-11-27 20:31:36,667 epoch 103 - iter 9/9 - loss 0.00006868 - time (sec): 1.25 - samples/sec: 4153.77 - lr: 0.000023 - momentum: 0.000000
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2024-11-27 20:31:36,668 ----------------------------------------------------------------------------------------------------
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2024-11-27 20:31:36,668 EPOCH 103 done: loss 0.0001 - lr: 0.000023
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100%|██████████████████████████████████████████| 1/1 [00:00<00:00, 7.50it/s]
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100%|██████████████████████████████████████████| 1/1 [00:00<00:00, 7.49it/s]
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2024-11-27 20:31:36,820 DEV : loss 3.448495864868164 - f1-score (micro avg) 0.3133
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2024-11-27 20:31:36,821 ----------------------------------------------------------------------------------------------------
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2024-11-27 20:31:36,924 epoch 104 - iter 1/9 - loss 0.00010691 - time (sec): 0.10 - samples/sec: 4921.25 - lr: 0.000023 - momentum: 0.000000
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2024-11-27 20:31:37,093 epoch 104 - iter 2/9 - loss 0.00007087 - time (sec): 0.27 - samples/sec: 3812.75 - lr: 0.000023 - momentum: 0.000000
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2024-11-27 20:31:37,223 epoch 104 - iter 3/9 - loss 0.00005640 - time (sec): 0.40 - samples/sec: 3956.19 - lr: 0.000023 - momentum: 0.000000
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2024-11-27 20:31:37,350 epoch 104 - iter 4/9 - loss 0.00005462 - time (sec): 0.53 - samples/sec: 4094.77 - lr: 0.000023 - momentum: 0.000000
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2024-11-27 20:31:37,493 epoch 104 - iter 5/9 - loss 0.00005893 - time (sec): 0.67 - samples/sec: 3946.44 - lr: 0.000023 - momentum: 0.000000
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2024-11-27 20:31:37,639 epoch 104 - iter 6/9 - loss 0.00005745 - time (sec): 0.82 - samples/sec: 4034.27 - lr: 0.000023 - momentum: 0.000000
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2024-11-27 20:31:37,817 epoch 104 - iter 7/9 - loss 0.00006652 - time (sec): 0.99 - samples/sec: 3992.99 - lr: 0.000023 - momentum: 0.000000
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2024-11-27 20:31:38,173 epoch 104 - iter 8/9 - loss 0.00007274 - time (sec): 1.35 - samples/sec: 3422.99 - lr: 0.000023 - momentum: 0.000000
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2024-11-27 20:31:38,309 epoch 104 - iter 9/9 - loss 0.00006804 - time (sec): 1.49 - samples/sec: 3497.03 - lr: 0.000023 - momentum: 0.000000
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2024-11-27 20:31:38,309 ----------------------------------------------------------------------------------------------------
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2024-11-27 20:31:38,309 EPOCH 104 done: loss 0.0001 - lr: 0.000023
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100%|██████████████████████████████████████████| 1/1 [00:00<00:00, 6.99it/s]
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2024-11-27 20:31:38,472 DEV : loss 3.4504647254943848 - f1-score (micro avg) 0.3333
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2024-11-27 20:31:38,473 ----------------------------------------------------------------------------------------------------
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2024-11-27 20:31:38,571 epoch 105 - iter 1/9 - loss 0.00004794 - time (sec): 0.10 - samples/sec: 6101.22 - lr: 0.000023 - momentum: 0.000000
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2024-11-27 20:31:38,695 epoch 105 - iter 2/9 - loss 0.00004787 - time (sec): 0.22 - samples/sec: 4904.16 - lr: 0.000023 - momentum: 0.000000
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2024-11-27 20:31:38,834 epoch 105 - iter 3/9 - loss 0.00005027 - time (sec): 0.36 - samples/sec: 4619.20 - lr: 0.000023 - momentum: 0.000000
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2024-11-27 20:31:38,974 epoch 105 - iter 4/9 - loss 0.00006986 - time (sec): 0.50 - samples/sec: 4222.70 - lr: 0.000023 - momentum: 0.000000
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2024-11-27 20:31:39,141 epoch 105 - iter 5/9 - loss 0.00006703 - time (sec): 0.67 - samples/sec: 4044.77 - lr: 0.000023 - momentum: 0.000000
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2024-11-27 20:31:39,303 epoch 105 - iter 6/9 - loss 0.00006970 - time (sec): 0.83 - samples/sec: 3920.73 - lr: 0.000023 - momentum: 0.000000
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2024-11-27 20:31:39,455 epoch 105 - iter 7/9 - loss 0.00006676 - time (sec): 0.98 - samples/sec: 3878.76 - lr: 0.000023 - momentum: 0.000000
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2024-11-27 20:31:39,603 epoch 105 - iter 8/9 - loss 0.00006249 - time (sec): 1.13 - samples/sec: 4000.22 - lr: 0.000023 - momentum: 0.000000
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2024-11-27 20:31:39,758 epoch 105 - iter 9/9 - loss 0.00006723 - time (sec): 1.28 - samples/sec: 4048.60 - lr: 0.000023 - momentum: 0.000000
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2024-11-27 20:31:39,758 ----------------------------------------------------------------------------------------------------
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2024-11-27 20:31:39,758 EPOCH 105 done: loss 0.0001 - lr: 0.000023
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100%|██████████████████████████████████████████| 1/1 [00:00<00:00, 6.10it/s]
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100%|██████████████████████████████████████████| 1/1 [00:00<00:00, 6.09it/s]
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2024-11-27 20:31:39,942 DEV : loss 3.4530105590820312 - f1-score (micro avg) 0.3602
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2024-11-27 20:31:39,943 ----------------------------------------------------------------------------------------------------
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2024-11-27 20:31:40,043 epoch 106 - iter 1/9 - loss 0.00005992 - time (sec): 0.10 - samples/sec: 5617.72 - lr: 0.000023 - momentum: 0.000000
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2024-11-27 20:31:40,179 epoch 106 - iter 2/9 - loss 0.00005490 - time (sec): 0.24 - samples/sec: 4955.21 - lr: 0.000023 - momentum: 0.000000
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2024-11-27 20:31:40,324 epoch 106 - iter 3/9 - loss 0.00007200 - time (sec): 0.38 - samples/sec: 5215.02 - lr: 0.000023 - momentum: 0.000000
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2024-11-27 20:31:40,500 epoch 106 - iter 4/9 - loss 0.00006725 - time (sec): 0.56 - samples/sec: 4656.24 - lr: 0.000023 - momentum: 0.000000
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2024-11-27 20:31:40,642 epoch 106 - iter 5/9 - loss 0.00006537 - time (sec): 0.70 - samples/sec: 4350.02 - lr: 0.000023 - momentum: 0.000000
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2024-11-27 20:31:40,786 epoch 106 - iter 6/9 - loss 0.00006968 - time (sec): 0.84 - samples/sec: 4318.21 - lr: 0.000023 - momentum: 0.000000
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2024-11-27 20:31:40,944 epoch 106 - iter 7/9 - loss 0.00006621 - time (sec): 1.00 - samples/sec: 4201.10 - lr: 0.000023 - momentum: 0.000000
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2024-11-27 20:31:41,097 epoch 106 - iter 8/9 - loss 0.00007740 - time (sec): 1.15 - samples/sec: 4107.79 - lr: 0.000023 - momentum: 0.000000
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2024-11-27 20:31:41,227 epoch 106 - iter 9/9 - loss 0.00007767 - time (sec): 1.28 - samples/sec: 4050.59 - lr: 0.000023 - momentum: 0.000000
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2024-11-27 20:31:41,227 ----------------------------------------------------------------------------------------------------
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2024-11-27 20:31:41,227 EPOCH 106 done: loss 0.0001 - lr: 0.000023
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100%|██████████████████████████████████████████| 1/1 [00:00<00:00, 5.81it/s]
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100%|██████████████████████████████████████████| 1/1 [00:00<00:00, 5.80it/s]
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2024-11-27 20:31:41,419 DEV : loss 3.449488878250122 - f1-score (micro avg) 0.3537
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2024-11-27 20:31:41,420 ----------------------------------------------------------------------------------------------------
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2024-11-27 20:31:41,514 epoch 107 - iter 1/9 - loss 0.00003876 - time (sec): 0.09 - samples/sec: 5355.40 - lr: 0.000023 - momentum: 0.000000
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2024-11-27 20:31:41,648 epoch 107 - iter 2/9 - loss 0.00003509 - time (sec): 0.23 - samples/sec: 4601.53 - lr: 0.000023 - momentum: 0.000000
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2024-11-27 20:31:41,800 epoch 107 - iter 3/9 - loss 0.00007090 - time (sec): 0.38 - samples/sec: 4790.18 - lr: 0.000023 - momentum: 0.000000
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2024-11-27 20:31:41,993 epoch 107 - iter 4/9 - loss 0.00006407 - time (sec): 0.57 - samples/sec: 4232.42 - lr: 0.000023 - momentum: 0.000000
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2024-11-27 20:31:42,183 epoch 107 - iter 5/9 - loss 0.00013012 - time (sec): 0.76 - samples/sec: 3932.48 - lr: 0.000023 - momentum: 0.000000
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2024-11-27 20:31:42,320 epoch 107 - iter 6/9 - loss 0.00011599 - time (sec): 0.90 - samples/sec: 4040.43 - lr: 0.000023 - momentum: 0.000000
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2024-11-27 20:31:42,464 epoch 107 - iter 7/9 - loss 0.00098281 - time (sec): 1.04 - samples/sec: 4105.65 - lr: 0.000023 - momentum: 0.000000
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2024-11-27 20:31:42,595 epoch 107 - iter 8/9 - loss 0.00089306 - time (sec): 1.17 - samples/sec: 4039.46 - lr: 0.000023 - momentum: 0.000000
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2024-11-27 20:31:42,726 epoch 107 - iter 9/9 - loss 0.00081806 - time (sec): 1.30 - samples/sec: 3983.03 - lr: 0.000023 - momentum: 0.000000
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2024-11-27 20:31:42,726 ----------------------------------------------------------------------------------------------------
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2024-11-27 20:31:42,726 EPOCH 107 done: loss 0.0008 - lr: 0.000023
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100%|██████████████████████████████████████████| 1/1 [00:00<00:00, 6.00it/s]
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100%|██████████████████████████████████████████| 1/1 [00:00<00:00, 6.00it/s]
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2024-11-27 20:31:42,912 DEV : loss 3.462603807449341 - f1-score (micro avg) 0.3415
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2024-11-27 20:31:42,913 ----------------------------------------------------------------------------------------------------
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2024-11-27 20:31:43,031 epoch 108 - iter 1/9 - loss 0.00003452 - time (sec): 0.12 - samples/sec: 5856.66 - lr: 0.000023 - momentum: 0.000000
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2024-11-27 20:31:43,207 epoch 108 - iter 2/9 - loss 0.00004110 - time (sec): 0.29 - samples/sec: 4010.58 - lr: 0.000023 - momentum: 0.000000
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2024-11-27 20:31:43,426 epoch 108 - iter 3/9 - loss 0.00004142 - time (sec): 0.51 - samples/sec: 3318.42 - lr: 0.000023 - momentum: 0.000000
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2024-11-27 20:31:43,579 epoch 108 - iter 4/9 - loss 0.00005022 - time (sec): 0.67 - samples/sec: 3565.35 - lr: 0.000023 - momentum: 0.000000
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2024-11-27 20:31:43,733 epoch 108 - iter 5/9 - loss 0.00005240 - time (sec): 0.82 - samples/sec: 3657.03 - lr: 0.000023 - momentum: 0.000000
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2024-11-27 20:31:43,854 epoch 108 - iter 6/9 - loss 0.00005866 - time (sec): 0.94 - samples/sec: 3663.02 - lr: 0.000022 - momentum: 0.000000
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2024-11-27 20:31:44,003 epoch 108 - iter 7/9 - loss 0.00005706 - time (sec): 1.09 - samples/sec: 3787.76 - lr: 0.000022 - momentum: 0.000000
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2024-11-27 20:31:44,147 epoch 108 - iter 8/9 - loss 0.00005281 - time (sec): 1.23 - samples/sec: 3825.01 - lr: 0.000022 - momentum: 0.000000
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2024-11-27 20:31:44,279 epoch 108 - iter 9/9 - loss 0.00005146 - time (sec): 1.37 - samples/sec: 3807.02 - lr: 0.000022 - momentum: 0.000000
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2024-11-27 20:31:44,280 ----------------------------------------------------------------------------------------------------
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2024-11-27 20:31:44,280 EPOCH 108 done: loss 0.0001 - lr: 0.000022
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0%| | 0/1 [00:00<?, ?it/s]
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100%|██████████████████████████████████████████| 1/1 [00:00<00:00, 5.71it/s]
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100%|██████████████████████████████████████████| 1/1 [00:00<00:00, 5.71it/s]
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2024-11-27 20:31:44,474 DEV : loss 3.4482975006103516 - f1-score (micro avg) 0.3291
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2024-11-27 20:31:44,475 ----------------------------------------------------------------------------------------------------
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2024-11-27 20:31:44,573 epoch 109 - iter 1/9 - loss 0.00002734 - time (sec): 0.10 - samples/sec: 6245.55 - lr: 0.000022 - momentum: 0.000000
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2024-11-27 20:31:44,709 epoch 109 - iter 2/9 - loss 0.00004021 - time (sec): 0.23 - samples/sec: 5297.24 - lr: 0.000022 - momentum: 0.000000
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2024-11-27 20:31:44,855 epoch 109 - iter 3/9 - loss 0.00005338 - time (sec): 0.38 - samples/sec: 5243.05 - lr: 0.000022 - momentum: 0.000000
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2024-11-27 20:31:45,017 epoch 109 - iter 4/9 - loss 0.00005156 - time (sec): 0.54 - samples/sec: 4676.99 - lr: 0.000022 - momentum: 0.000000
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2024-11-27 20:31:45,161 epoch 109 - iter 5/9 - loss 0.00005278 - time (sec): 0.68 - samples/sec: 4438.79 - lr: 0.000022 - momentum: 0.000000
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2024-11-27 20:31:45,476 epoch 109 - iter 6/9 - loss 0.00005090 - time (sec): 1.00 - samples/sec: 3535.62 - lr: 0.000022 - momentum: 0.000000
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2024-11-27 20:31:45,608 epoch 109 - iter 7/9 - loss 0.00005113 - time (sec): 1.13 - samples/sec: 3552.67 - lr: 0.000022 - momentum: 0.000000
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2024-11-27 20:31:45,753 epoch 109 - iter 8/9 - loss 0.00122752 - time (sec): 1.28 - samples/sec: 3649.21 - lr: 0.000022 - momentum: 0.000000
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2024-11-27 20:31:45,887 epoch 109 - iter 9/9 - loss 0.00111068 - time (sec): 1.41 - samples/sec: 3685.03 - lr: 0.000022 - momentum: 0.000000
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2024-11-27 20:31:45,887 ----------------------------------------------------------------------------------------------------
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2024-11-27 20:31:45,887 EPOCH 109 done: loss 0.0011 - lr: 0.000022
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100%|██████████████████████████████████████████| 1/1 [00:00<00:00, 2.34it/s]
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100%|██████████████████████████████████████████| 1/1 [00:00<00:00, 2.34it/s]
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2024-11-27 20:31:46,334 DEV : loss 3.4284870624542236 - f1-score (micro avg) 0.3396
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2024-11-27 20:31:46,336 ----------------------------------------------------------------------------------------------------
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2024-11-27 20:31:46,431 epoch 110 - iter 1/9 - loss 0.00012559 - time (sec): 0.09 - samples/sec: 5596.45 - lr: 0.000022 - momentum: 0.000000
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2024-11-27 20:31:46,574 epoch 110 - iter 2/9 - loss 0.00009311 - time (sec): 0.24 - samples/sec: 4533.59 - lr: 0.000022 - momentum: 0.000000
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2024-11-27 20:31:46,712 epoch 110 - iter 3/9 - loss 0.00012689 - time (sec): 0.38 - samples/sec: 4400.43 - lr: 0.000022 - momentum: 0.000000
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2024-11-27 20:31:46,921 epoch 110 - iter 4/9 - loss 0.00009991 - time (sec): 0.58 - samples/sec: 4014.75 - lr: 0.000022 - momentum: 0.000000
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2024-11-27 20:31:47,158 epoch 110 - iter 5/9 - loss 0.00008624 - time (sec): 0.82 - samples/sec: 3564.21 - lr: 0.000022 - momentum: 0.000000
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2024-11-27 20:31:47,292 epoch 110 - iter 6/9 - loss 0.00008023 - time (sec): 0.95 - samples/sec: 3582.90 - lr: 0.000022 - momentum: 0.000000
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2024-11-27 20:31:47,441 epoch 110 - iter 7/9 - loss 0.00007539 - time (sec): 1.10 - samples/sec: 3787.23 - lr: 0.000022 - momentum: 0.000000
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2024-11-27 20:31:47,639 epoch 110 - iter 8/9 - loss 0.00007201 - time (sec): 1.30 - samples/sec: 3673.05 - lr: 0.000022 - momentum: 0.000000
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2024-11-27 20:31:47,772 epoch 110 - iter 9/9 - loss 0.00007007 - time (sec): 1.44 - samples/sec: 3620.47 - lr: 0.000022 - momentum: 0.000000
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2024-11-27 20:31:47,773 ----------------------------------------------------------------------------------------------------
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2024-11-27 20:31:47,773 EPOCH 110 done: loss 0.0001 - lr: 0.000022
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100%|██████████████████████████████████████████| 1/1 [00:00<00:00, 6.89it/s]
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100%|██████████████████████████████████████████| 1/1 [00:00<00:00, 6.88it/s]
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2024-11-27 20:31:47,937 DEV : loss 3.4355270862579346 - f1-score (micro avg) 0.3375
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2024-11-27 20:31:47,938 ----------------------------------------------------------------------------------------------------
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2024-11-27 20:31:48,037 epoch 111 - iter 1/9 - loss 0.00005570 - time (sec): 0.10 - samples/sec: 5081.60 - lr: 0.000022 - momentum: 0.000000
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2024-11-27 20:31:48,164 epoch 111 - iter 2/9 - loss 0.00007821 - time (sec): 0.22 - samples/sec: 4729.35 - lr: 0.000022 - momentum: 0.000000
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2024-11-27 20:31:48,290 epoch 111 - iter 3/9 - loss 0.00007472 - time (sec): 0.35 - samples/sec: 4717.10 - lr: 0.000022 - momentum: 0.000000
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2024-11-27 20:31:48,431 epoch 111 - iter 4/9 - loss 0.00009777 - time (sec): 0.49 - samples/sec: 4796.35 - lr: 0.000022 - momentum: 0.000000
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2024-11-27 20:31:48,584 epoch 111 - iter 5/9 - loss 0.00009096 - time (sec): 0.64 - samples/sec: 4585.84 - lr: 0.000022 - momentum: 0.000000
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2024-11-27 20:31:48,715 epoch 111 - iter 6/9 - loss 0.00008556 - time (sec): 0.78 - samples/sec: 4384.96 - lr: 0.000022 - momentum: 0.000000
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2024-11-27 20:31:48,832 epoch 111 - iter 7/9 - loss 0.00007885 - time (sec): 0.89 - samples/sec: 4400.42 - lr: 0.000022 - momentum: 0.000000
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2024-11-27 20:31:48,990 epoch 111 - iter 8/9 - loss 0.00007563 - time (sec): 1.05 - samples/sec: 4426.09 - lr: 0.000022 - momentum: 0.000000
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2024-11-27 20:31:49,146 epoch 111 - iter 9/9 - loss 0.00007159 - time (sec): 1.21 - samples/sec: 4308.19 - lr: 0.000022 - momentum: 0.000000
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2024-11-27 20:31:49,146 ----------------------------------------------------------------------------------------------------
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2024-11-27 20:31:49,146 EPOCH 111 done: loss 0.0001 - lr: 0.000022
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100%|██████████████████████████████████████████| 1/1 [00:00<00:00, 5.87it/s]
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100%|██████████████████████████████████████████| 1/1 [00:00<00:00, 5.86it/s]
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2024-11-27 20:31:49,336 DEV : loss 3.4463729858398438 - f1-score (micro avg) 0.319
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2024-11-27 20:31:49,337 ----------------------------------------------------------------------------------------------------
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2024-11-27 20:31:49,439 epoch 112 - iter 1/9 - loss 0.00003903 - time (sec): 0.10 - samples/sec: 5117.25 - lr: 0.000022 - momentum: 0.000000
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2024-11-27 20:31:49,585 epoch 112 - iter 2/9 - loss 0.00006521 - time (sec): 0.25 - samples/sec: 4642.51 - lr: 0.000022 - momentum: 0.000000
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2024-11-27 20:31:49,730 epoch 112 - iter 3/9 - loss 0.00006278 - time (sec): 0.39 - samples/sec: 4470.86 - lr: 0.000022 - momentum: 0.000000
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2024-11-27 20:31:49,858 epoch 112 - iter 4/9 - loss 0.00005667 - time (sec): 0.52 - samples/sec: 4187.57 - lr: 0.000022 - momentum: 0.000000
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2024-11-27 20:31:50,010 epoch 112 - iter 5/9 - loss 0.00005369 - time (sec): 0.67 - samples/sec: 4216.10 - lr: 0.000022 - momentum: 0.000000
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2024-11-27 20:31:50,195 epoch 112 - iter 6/9 - loss 0.00005445 - time (sec): 0.86 - samples/sec: 3969.51 - lr: 0.000022 - momentum: 0.000000
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2024-11-27 20:31:50,350 epoch 112 - iter 7/9 - loss 0.00005754 - time (sec): 1.01 - samples/sec: 3908.84 - lr: 0.000022 - momentum: 0.000000
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2024-11-27 20:31:50,488 epoch 112 - iter 8/9 - loss 0.00005370 - time (sec): 1.15 - samples/sec: 4017.85 - lr: 0.000022 - momentum: 0.000000
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2024-11-27 20:31:50,652 epoch 112 - iter 9/9 - loss 0.00005866 - time (sec): 1.31 - samples/sec: 3954.72 - lr: 0.000022 - momentum: 0.000000
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2024-11-27 20:31:50,653 ----------------------------------------------------------------------------------------------------
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2024-11-27 20:31:50,653 EPOCH 112 done: loss 0.0001 - lr: 0.000022
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100%|██████████████████████████████████████████| 1/1 [00:00<00:00, 6.01it/s]
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100%|██████████████████████████████████████████| 1/1 [00:00<00:00, 6.00it/s]
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2024-11-27 20:31:50,839 DEV : loss 3.4570696353912354 - f1-score (micro avg) 0.325
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2024-11-27 20:31:50,840 ----------------------------------------------------------------------------------------------------
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2024-11-27 20:31:50,940 epoch 113 - iter 1/9 - loss 0.00001828 - time (sec): 0.10 - samples/sec: 5452.53 - lr: 0.000022 - momentum: 0.000000
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2024-11-27 20:31:51,074 epoch 113 - iter 2/9 - loss 0.00553074 - time (sec): 0.23 - samples/sec: 4480.07 - lr: 0.000022 - momentum: 0.000000
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2024-11-27 20:31:51,219 epoch 113 - iter 3/9 - loss 0.00966804 - time (sec): 0.38 - samples/sec: 4281.43 - lr: 0.000022 - momentum: 0.000000
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2024-11-27 20:31:51,401 epoch 113 - iter 4/9 - loss 0.00674156 - time (sec): 0.56 - samples/sec: 4152.96 - lr: 0.000022 - momentum: 0.000000
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2024-11-27 20:31:51,577 epoch 113 - iter 5/9 - loss 0.00540324 - time (sec): 0.74 - samples/sec: 3950.26 - lr: 0.000021 - momentum: 0.000000
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2024-11-27 20:31:51,729 epoch 113 - iter 6/9 - loss 0.00462859 - time (sec): 0.89 - samples/sec: 3826.19 - lr: 0.000021 - momentum: 0.000000
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2024-11-27 20:31:51,871 epoch 113 - iter 7/9 - loss 0.00403025 - time (sec): 1.03 - samples/sec: 3795.42 - lr: 0.000021 - momentum: 0.000000
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2024-11-27 20:31:52,019 epoch 113 - iter 8/9 - loss 0.00344988 - time (sec): 1.18 - samples/sec: 3882.75 - lr: 0.000021 - momentum: 0.000000
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2024-11-27 20:31:52,179 epoch 113 - iter 9/9 - loss 0.00304808 - time (sec): 1.34 - samples/sec: 3883.26 - lr: 0.000021 - momentum: 0.000000
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2024-11-27 20:31:52,180 ----------------------------------------------------------------------------------------------------
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2024-11-27 20:31:52,180 EPOCH 113 done: loss 0.0030 - lr: 0.000021
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100%|██████████████████████████████████████████| 1/1 [00:00<00:00, 5.87it/s]
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2024-11-27 20:31:52,370 DEV : loss 3.478675603866577 - f1-score (micro avg) 0.3106
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2024-11-27 20:31:52,371 ----------------------------------------------------------------------------------------------------
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2024-11-27 20:31:52,474 epoch 114 - iter 1/9 - loss 0.00007668 - time (sec): 0.10 - samples/sec: 5920.33 - lr: 0.000021 - momentum: 0.000000
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2024-11-27 20:31:52,621 epoch 114 - iter 2/9 - loss 0.00106193 - time (sec): 0.25 - samples/sec: 4607.87 - lr: 0.000021 - momentum: 0.000000
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2024-11-27 20:31:52,769 epoch 114 - iter 3/9 - loss 0.00070050 - time (sec): 0.40 - samples/sec: 4478.14 - lr: 0.000021 - momentum: 0.000000
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2024-11-27 20:31:52,907 epoch 114 - iter 4/9 - loss 0.00053840 - time (sec): 0.53 - samples/sec: 4459.94 - lr: 0.000021 - momentum: 0.000000
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2024-11-27 20:31:53,060 epoch 114 - iter 5/9 - loss 0.00043523 - time (sec): 0.69 - samples/sec: 4330.96 - lr: 0.000021 - momentum: 0.000000
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2024-11-27 20:31:53,207 epoch 114 - iter 6/9 - loss 0.00037710 - time (sec): 0.83 - samples/sec: 4208.81 - lr: 0.000021 - momentum: 0.000000
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2024-11-27 20:31:53,347 epoch 114 - iter 7/9 - loss 0.00033259 - time (sec): 0.97 - samples/sec: 4159.22 - lr: 0.000021 - momentum: 0.000000
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2024-11-27 20:31:53,484 epoch 114 - iter 8/9 - loss 0.00029805 - time (sec): 1.11 - samples/sec: 4100.37 - lr: 0.000021 - momentum: 0.000000
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2024-11-27 20:31:53,695 epoch 114 - iter 9/9 - loss 0.00026611 - time (sec): 1.32 - samples/sec: 3927.91 - lr: 0.000021 - momentum: 0.000000
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2024-11-27 20:31:53,696 ----------------------------------------------------------------------------------------------------
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2024-11-27 20:31:53,696 EPOCH 114 done: loss 0.0003 - lr: 0.000021
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100%|██████████████████████████████████████████| 1/1 [00:00<00:00, 4.03it/s]
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2024-11-27 20:31:53,964 DEV : loss 3.5007450580596924 - f1-score (micro avg) 0.3171
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2024-11-27 20:31:53,965 ----------------------------------------------------------------------------------------------------
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2024-11-27 20:31:54,060 epoch 115 - iter 1/9 - loss 0.00004844 - time (sec): 0.09 - samples/sec: 6654.14 - lr: 0.000021 - momentum: 0.000000
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2024-11-27 20:31:54,184 epoch 115 - iter 2/9 - loss 0.00004956 - time (sec): 0.22 - samples/sec: 5434.42 - lr: 0.000021 - momentum: 0.000000
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2024-11-27 20:31:54,323 epoch 115 - iter 3/9 - loss 0.00004766 - time (sec): 0.36 - samples/sec: 4615.76 - lr: 0.000021 - momentum: 0.000000
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2024-11-27 20:31:54,468 epoch 115 - iter 4/9 - loss 0.00004432 - time (sec): 0.50 - samples/sec: 4541.01 - lr: 0.000021 - momentum: 0.000000
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2024-11-27 20:31:54,615 epoch 115 - iter 5/9 - loss 0.00005664 - time (sec): 0.65 - samples/sec: 4583.10 - lr: 0.000021 - momentum: 0.000000
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2024-11-27 20:31:54,762 epoch 115 - iter 6/9 - loss 0.00005179 - time (sec): 0.80 - samples/sec: 4396.29 - lr: 0.000021 - momentum: 0.000000
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2024-11-27 20:31:54,922 epoch 115 - iter 7/9 - loss 0.00005025 - time (sec): 0.96 - samples/sec: 4287.23 - lr: 0.000021 - momentum: 0.000000
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2024-11-27 20:31:55,074 epoch 115 - iter 8/9 - loss 0.00004853 - time (sec): 1.11 - samples/sec: 4212.90 - lr: 0.000021 - momentum: 0.000000
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2024-11-27 20:31:55,226 epoch 115 - iter 9/9 - loss 0.00004776 - time (sec): 1.26 - samples/sec: 4125.79 - lr: 0.000021 - momentum: 0.000000
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2024-11-27 20:31:55,226 ----------------------------------------------------------------------------------------------------
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2024-11-27 20:31:55,226 EPOCH 115 done: loss 0.0000 - lr: 0.000021
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100%|██████████████████████████████████████████| 1/1 [00:00<00:00, 6.28it/s]
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2024-11-27 20:31:55,405 DEV : loss 3.560791015625 - f1-score (micro avg) 0.3114
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2024-11-27 20:31:55,406 ----------------------------------------------------------------------------------------------------
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2024-11-27 20:31:55,491 epoch 116 - iter 1/9 - loss 0.00003810 - time (sec): 0.08 - samples/sec: 6007.80 - lr: 0.000021 - momentum: 0.000000
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2024-11-27 20:31:55,608 epoch 116 - iter 2/9 - loss 0.00005477 - time (sec): 0.20 - samples/sec: 5875.65 - lr: 0.000021 - momentum: 0.000000
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2024-11-27 20:31:55,737 epoch 116 - iter 3/9 - loss 0.00004514 - time (sec): 0.33 - samples/sec: 5058.70 - lr: 0.000021 - momentum: 0.000000
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2024-11-27 20:31:55,912 epoch 116 - iter 4/9 - loss 0.00003963 - time (sec): 0.50 - samples/sec: 4455.39 - lr: 0.000021 - momentum: 0.000000
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2024-11-27 20:31:56,153 epoch 116 - iter 5/9 - loss 0.00005746 - time (sec): 0.75 - samples/sec: 3695.11 - lr: 0.000021 - momentum: 0.000000
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2024-11-27 20:31:56,287 epoch 116 - iter 6/9 - loss 0.00005136 - time (sec): 0.88 - samples/sec: 3942.16 - lr: 0.000021 - momentum: 0.000000
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2024-11-27 20:31:56,411 epoch 116 - iter 7/9 - loss 0.00078480 - time (sec): 1.00 - samples/sec: 4024.74 - lr: 0.000021 - momentum: 0.000000
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2024-11-27 20:31:56,569 epoch 116 - iter 8/9 - loss 0.00068638 - time (sec): 1.16 - samples/sec: 4034.27 - lr: 0.000021 - momentum: 0.000000
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2024-11-27 20:31:56,729 epoch 116 - iter 9/9 - loss 0.00062341 - time (sec): 1.32 - samples/sec: 3931.03 - lr: 0.000021 - momentum: 0.000000
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2024-11-27 20:31:56,730 ----------------------------------------------------------------------------------------------------
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2024-11-27 20:31:56,730 EPOCH 116 done: loss 0.0006 - lr: 0.000021
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100%|██████████████████████████████████████████| 1/1 [00:00<00:00, 6.06it/s]
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100%|██████████████████████████████████████████| 1/1 [00:00<00:00, 6.05it/s]
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2024-11-27 20:31:56,914 DEV : loss 3.5853145122528076 - f1-score (micro avg) 0.3133
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2024-11-27 20:31:56,915 ----------------------------------------------------------------------------------------------------
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2024-11-27 20:31:57,029 epoch 117 - iter 1/9 - loss 0.00006614 - time (sec): 0.11 - samples/sec: 5450.62 - lr: 0.000021 - momentum: 0.000000
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2024-11-27 20:31:57,189 epoch 117 - iter 2/9 - loss 0.00006177 - time (sec): 0.27 - samples/sec: 4237.09 - lr: 0.000021 - momentum: 0.000000
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2024-11-27 20:31:57,355 epoch 117 - iter 3/9 - loss 0.00005494 - time (sec): 0.44 - samples/sec: 4134.01 - lr: 0.000021 - momentum: 0.000000
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2024-11-27 20:31:57,503 epoch 117 - iter 4/9 - loss 0.00004943 - time (sec): 0.59 - samples/sec: 4078.48 - lr: 0.000021 - momentum: 0.000000
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2024-11-27 20:31:57,650 epoch 117 - iter 5/9 - loss 0.00005580 - time (sec): 0.73 - samples/sec: 4041.87 - lr: 0.000021 - momentum: 0.000000
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2024-11-27 20:31:57,793 epoch 117 - iter 6/9 - loss 0.00005474 - time (sec): 0.88 - samples/sec: 4009.58 - lr: 0.000021 - momentum: 0.000000
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2024-11-27 20:31:57,934 epoch 117 - iter 7/9 - loss 0.00005447 - time (sec): 1.02 - samples/sec: 4126.50 - lr: 0.000021 - momentum: 0.000000
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2024-11-27 20:31:58,063 epoch 117 - iter 8/9 - loss 0.00005230 - time (sec): 1.15 - samples/sec: 4143.52 - lr: 0.000021 - momentum: 0.000000
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2024-11-27 20:31:58,206 epoch 117 - iter 9/9 - loss 0.00005036 - time (sec): 1.29 - samples/sec: 4030.84 - lr: 0.000021 - momentum: 0.000000
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2024-11-27 20:31:58,206 ----------------------------------------------------------------------------------------------------
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2024-11-27 20:31:58,206 EPOCH 117 done: loss 0.0001 - lr: 0.000021
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100%|██████████████████████████████████████████| 1/1 [00:00<00:00, 6.32it/s]
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100%|██████████████████████████████████████████| 1/1 [00:00<00:00, 6.31it/s]
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2024-11-27 20:31:58,384 DEV : loss 3.5504486560821533 - f1-score (micro avg) 0.3354
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2024-11-27 20:31:58,385 ----------------------------------------------------------------------------------------------------
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2024-11-27 20:31:58,485 epoch 118 - iter 1/9 - loss 0.00001898 - time (sec): 0.10 - samples/sec: 5360.29 - lr: 0.000021 - momentum: 0.000000
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2024-11-27 20:31:58,632 epoch 118 - iter 2/9 - loss 0.00003136 - time (sec): 0.25 - samples/sec: 5112.43 - lr: 0.000021 - momentum: 0.000000
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2024-11-27 20:31:58,766 epoch 118 - iter 3/9 - loss 0.00003124 - time (sec): 0.38 - samples/sec: 4631.48 - lr: 0.000021 - momentum: 0.000000
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2024-11-27 20:31:58,910 epoch 118 - iter 4/9 - loss 0.00004374 - time (sec): 0.52 - samples/sec: 4651.65 - lr: 0.000020 - momentum: 0.000000
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2024-11-27 20:31:59,236 epoch 118 - iter 5/9 - loss 0.00003960 - time (sec): 0.85 - samples/sec: 3431.26 - lr: 0.000020 - momentum: 0.000000
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2024-11-27 20:31:59,376 epoch 118 - iter 6/9 - loss 0.00004202 - time (sec): 0.99 - samples/sec: 3526.15 - lr: 0.000020 - momentum: 0.000000
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2024-11-27 20:31:59,516 epoch 118 - iter 7/9 - loss 0.00009402 - time (sec): 1.13 - samples/sec: 3607.36 - lr: 0.000020 - momentum: 0.000000
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2024-11-27 20:31:59,663 epoch 118 - iter 8/9 - loss 0.00008543 - time (sec): 1.28 - samples/sec: 3681.45 - lr: 0.000020 - momentum: 0.000000
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2024-11-27 20:31:59,804 epoch 118 - iter 9/9 - loss 0.00007977 - time (sec): 1.42 - samples/sec: 3666.18 - lr: 0.000020 - momentum: 0.000000
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2024-11-27 20:31:59,804 ----------------------------------------------------------------------------------------------------
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2024-11-27 20:31:59,804 EPOCH 118 done: loss 0.0001 - lr: 0.000020
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100%|██████████████████████████████████████████| 1/1 [00:00<00:00, 5.71it/s]
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100%|██████████████████████████████████████████| 1/1 [00:00<00:00, 5.70it/s]
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2024-11-27 20:31:59,999 DEV : loss 3.531055212020874 - f1-score (micro avg) 0.3312
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2024-11-27 20:32:00,000 ----------------------------------------------------------------------------------------------------
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2024-11-27 20:32:00,111 epoch 119 - iter 1/9 - loss 0.00020802 - time (sec): 0.11 - samples/sec: 5331.74 - lr: 0.000020 - momentum: 0.000000
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2024-11-27 20:32:00,282 epoch 119 - iter 2/9 - loss 0.00011565 - time (sec): 0.28 - samples/sec: 4279.70 - lr: 0.000020 - momentum: 0.000000
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2024-11-27 20:32:00,436 epoch 119 - iter 3/9 - loss 0.00009836 - time (sec): 0.43 - samples/sec: 4048.44 - lr: 0.000020 - momentum: 0.000000
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2024-11-27 20:32:00,586 epoch 119 - iter 4/9 - loss 0.00009150 - time (sec): 0.58 - samples/sec: 3849.49 - lr: 0.000020 - momentum: 0.000000
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2024-11-27 20:32:00,758 epoch 119 - iter 5/9 - loss 0.00008145 - time (sec): 0.76 - samples/sec: 3687.55 - lr: 0.000020 - momentum: 0.000000
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2024-11-27 20:32:00,919 epoch 119 - iter 6/9 - loss 0.00007141 - time (sec): 0.92 - samples/sec: 3638.34 - lr: 0.000020 - momentum: 0.000000
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2024-11-27 20:32:01,099 epoch 119 - iter 7/9 - loss 0.00006235 - time (sec): 1.10 - samples/sec: 3657.16 - lr: 0.000020 - momentum: 0.000000
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2024-11-27 20:32:01,264 epoch 119 - iter 8/9 - loss 0.00005712 - time (sec): 1.26 - samples/sec: 3768.87 - lr: 0.000020 - momentum: 0.000000
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2024-11-27 20:32:01,395 epoch 119 - iter 9/9 - loss 0.00071906 - time (sec): 1.39 - samples/sec: 3728.36 - lr: 0.000020 - momentum: 0.000000
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2024-11-27 20:32:01,396 ----------------------------------------------------------------------------------------------------
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2024-11-27 20:32:01,396 EPOCH 119 done: loss 0.0007 - lr: 0.000020
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100%|██████████████████████████████████████████| 1/1 [00:00<00:00, 6.40it/s]
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2024-11-27 20:32:01,571 DEV : loss 3.5202183723449707 - f1-score (micro avg) 0.3484
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2024-11-27 20:32:01,572 ----------------------------------------------------------------------------------------------------
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2024-11-27 20:32:01,664 epoch 120 - iter 1/9 - loss 0.00001575 - time (sec): 0.09 - samples/sec: 5189.31 - lr: 0.000020 - momentum: 0.000000
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2024-11-27 20:32:01,810 epoch 120 - iter 2/9 - loss 0.00004077 - time (sec): 0.24 - samples/sec: 4324.53 - lr: 0.000020 - momentum: 0.000000
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2024-11-27 20:32:02,003 epoch 120 - iter 3/9 - loss 0.00003938 - time (sec): 0.43 - samples/sec: 3743.98 - lr: 0.000020 - momentum: 0.000000
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2024-11-27 20:32:02,169 epoch 120 - iter 4/9 - loss 0.00004028 - time (sec): 0.60 - samples/sec: 3585.99 - lr: 0.000020 - momentum: 0.000000
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2024-11-27 20:32:02,309 epoch 120 - iter 5/9 - loss 0.00003897 - time (sec): 0.74 - samples/sec: 3760.84 - lr: 0.000020 - momentum: 0.000000
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2024-11-27 20:32:02,461 epoch 120 - iter 6/9 - loss 0.00003775 - time (sec): 0.89 - samples/sec: 3841.44 - lr: 0.000020 - momentum: 0.000000
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2024-11-27 20:32:02,604 epoch 120 - iter 7/9 - loss 0.00003612 - time (sec): 1.03 - samples/sec: 3776.07 - lr: 0.000020 - momentum: 0.000000
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2024-11-27 20:32:02,755 epoch 120 - iter 8/9 - loss 0.00003582 - time (sec): 1.18 - samples/sec: 3831.67 - lr: 0.000020 - momentum: 0.000000
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2024-11-27 20:32:02,908 epoch 120 - iter 9/9 - loss 0.00003868 - time (sec): 1.33 - samples/sec: 3894.86 - lr: 0.000020 - momentum: 0.000000
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2024-11-27 20:32:02,908 ----------------------------------------------------------------------------------------------------
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2024-11-27 20:32:02,908 EPOCH 120 done: loss 0.0000 - lr: 0.000020
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100%|██████████████████████████████████████████| 1/1 [00:00<00:00, 5.78it/s]
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100%|██████████████████████████████████████████| 1/1 [00:00<00:00, 5.78it/s]
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2024-11-27 20:32:03,101 DEV : loss 3.513798952102661 - f1-score (micro avg) 0.3355
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2024-11-27 20:32:03,102 ----------------------------------------------------------------------------------------------------
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2024-11-27 20:32:03,212 epoch 121 - iter 1/9 - loss 0.00006220 - time (sec): 0.11 - samples/sec: 4812.99 - lr: 0.000020 - momentum: 0.000000
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2024-11-27 20:32:03,373 epoch 121 - iter 2/9 - loss 0.00003975 - time (sec): 0.27 - samples/sec: 4333.57 - lr: 0.000020 - momentum: 0.000000
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2024-11-27 20:32:03,525 epoch 121 - iter 3/9 - loss 0.00005133 - time (sec): 0.42 - samples/sec: 4049.52 - lr: 0.000020 - momentum: 0.000000
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2024-11-27 20:32:03,667 epoch 121 - iter 4/9 - loss 0.00005271 - time (sec): 0.56 - samples/sec: 4092.33 - lr: 0.000020 - momentum: 0.000000
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2024-11-27 20:32:03,831 epoch 121 - iter 5/9 - loss 0.00004594 - time (sec): 0.73 - samples/sec: 4044.82 - lr: 0.000020 - momentum: 0.000000
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2024-11-27 20:32:03,985 epoch 121 - iter 6/9 - loss 0.00004340 - time (sec): 0.88 - samples/sec: 3958.39 - lr: 0.000020 - momentum: 0.000000
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2024-11-27 20:32:04,132 epoch 121 - iter 7/9 - loss 0.00003999 - time (sec): 1.03 - samples/sec: 3917.44 - lr: 0.000020 - momentum: 0.000000
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2024-11-27 20:32:04,272 epoch 121 - iter 8/9 - loss 0.00003837 - time (sec): 1.17 - samples/sec: 4005.38 - lr: 0.000020 - momentum: 0.000000
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2024-11-27 20:32:04,455 epoch 121 - iter 9/9 - loss 0.00003770 - time (sec): 1.35 - samples/sec: 3843.35 - lr: 0.000020 - momentum: 0.000000
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2024-11-27 20:32:04,456 ----------------------------------------------------------------------------------------------------
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2024-11-27 20:32:04,456 EPOCH 121 done: loss 0.0000 - lr: 0.000020
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100%|██████████████████████████████████████████| 1/1 [00:00<00:00, 6.78it/s]
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2024-11-27 20:32:04,622 DEV : loss 3.525623083114624 - f1-score (micro avg) 0.3185
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2024-11-27 20:32:04,624 ----------------------------------------------------------------------------------------------------
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2024-11-27 20:32:04,717 epoch 122 - iter 1/9 - loss 0.00003838 - time (sec): 0.09 - samples/sec: 6466.96 - lr: 0.000020 - momentum: 0.000000
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2024-11-27 20:32:04,852 epoch 122 - iter 2/9 - loss 0.00002816 - time (sec): 0.23 - samples/sec: 5098.02 - lr: 0.000020 - momentum: 0.000000
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2024-11-27 20:32:04,980 epoch 122 - iter 3/9 - loss 0.00003279 - time (sec): 0.36 - samples/sec: 4575.40 - lr: 0.000020 - momentum: 0.000000
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2024-11-27 20:32:05,142 epoch 122 - iter 4/9 - loss 0.00004357 - time (sec): 0.52 - samples/sec: 4506.42 - lr: 0.000020 - momentum: 0.000000
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2024-11-27 20:32:05,298 epoch 122 - iter 5/9 - loss 0.00003817 - time (sec): 0.67 - samples/sec: 4363.86 - lr: 0.000020 - momentum: 0.000000
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2024-11-27 20:32:05,458 epoch 122 - iter 6/9 - loss 0.00003825 - time (sec): 0.83 - samples/sec: 4275.17 - lr: 0.000020 - momentum: 0.000000
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2024-11-27 20:32:05,612 epoch 122 - iter 7/9 - loss 0.00003730 - time (sec): 0.99 - samples/sec: 4085.42 - lr: 0.000020 - momentum: 0.000000
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2024-11-27 20:32:05,773 epoch 122 - iter 8/9 - loss 0.00003697 - time (sec): 1.15 - samples/sec: 4085.76 - lr: 0.000020 - momentum: 0.000000
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2024-11-27 20:32:05,910 epoch 122 - iter 9/9 - loss 0.00003728 - time (sec): 1.29 - samples/sec: 4042.39 - lr: 0.000020 - momentum: 0.000000
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2024-11-27 20:32:05,911 ----------------------------------------------------------------------------------------------------
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2024-11-27 20:32:05,911 EPOCH 122 done: loss 0.0000 - lr: 0.000020
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100%|██████████████████████████████████████████| 1/1 [00:00<00:00, 5.25it/s]
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2024-11-27 20:32:06,121 DEV : loss 3.496140956878662 - f1-score (micro avg) 0.3125
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2024-11-27 20:32:06,122 ----------------------------------------------------------------------------------------------------
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2024-11-27 20:32:06,212 epoch 123 - iter 1/9 - loss 0.00004032 - time (sec): 0.09 - samples/sec: 5834.94 - lr: 0.000020 - momentum: 0.000000
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2024-11-27 20:32:06,342 epoch 123 - iter 2/9 - loss 0.00004409 - time (sec): 0.22 - samples/sec: 4983.86 - lr: 0.000020 - momentum: 0.000000
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2024-11-27 20:32:06,496 epoch 123 - iter 3/9 - loss 0.00004200 - time (sec): 0.37 - samples/sec: 4494.06 - lr: 0.000020 - momentum: 0.000000
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2024-11-27 20:32:06,722 epoch 123 - iter 4/9 - loss 0.00004209 - time (sec): 0.60 - samples/sec: 3982.89 - lr: 0.000019 - momentum: 0.000000
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2024-11-27 20:32:06,918 epoch 123 - iter 5/9 - loss 0.00003777 - time (sec): 0.79 - samples/sec: 3677.91 - lr: 0.000019 - momentum: 0.000000
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2024-11-27 20:32:07,053 epoch 123 - iter 6/9 - loss 0.00003606 - time (sec): 0.93 - samples/sec: 3729.33 - lr: 0.000019 - momentum: 0.000000
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2024-11-27 20:32:07,204 epoch 123 - iter 7/9 - loss 0.00003714 - time (sec): 1.08 - samples/sec: 3798.05 - lr: 0.000019 - momentum: 0.000000
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2024-11-27 20:32:07,372 epoch 123 - iter 8/9 - loss 0.00003491 - time (sec): 1.25 - samples/sec: 3743.88 - lr: 0.000019 - momentum: 0.000000
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2024-11-27 20:32:07,591 epoch 123 - iter 9/9 - loss 0.00195355 - time (sec): 1.47 - samples/sec: 3539.39 - lr: 0.000019 - momentum: 0.000000
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2024-11-27 20:32:07,592 ----------------------------------------------------------------------------------------------------
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2024-11-27 20:32:07,592 EPOCH 123 done: loss 0.0020 - lr: 0.000019
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2024-11-27 20:32:07,758 DEV : loss 3.481231689453125 - f1-score (micro avg) 0.325
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2024-11-27 20:32:07,759 ----------------------------------------------------------------------------------------------------
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2024-11-27 20:32:07,849 epoch 124 - iter 1/9 - loss 0.00013382 - time (sec): 0.09 - samples/sec: 5630.78 - lr: 0.000019 - momentum: 0.000000
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2024-11-27 20:32:07,989 epoch 124 - iter 2/9 - loss 0.00007803 - time (sec): 0.23 - samples/sec: 5201.82 - lr: 0.000019 - momentum: 0.000000
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2024-11-27 20:32:08,144 epoch 124 - iter 3/9 - loss 0.00006707 - time (sec): 0.38 - samples/sec: 4333.67 - lr: 0.000019 - momentum: 0.000000
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2024-11-27 20:32:08,301 epoch 124 - iter 4/9 - loss 0.00005782 - time (sec): 0.54 - samples/sec: 4096.58 - lr: 0.000019 - momentum: 0.000000
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2024-11-27 20:32:08,459 epoch 124 - iter 5/9 - loss 0.00005307 - time (sec): 0.70 - samples/sec: 3976.78 - lr: 0.000019 - momentum: 0.000000
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2024-11-27 20:32:08,611 epoch 124 - iter 6/9 - loss 0.00004601 - time (sec): 0.85 - samples/sec: 3961.41 - lr: 0.000019 - momentum: 0.000000
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2024-11-27 20:32:08,783 epoch 124 - iter 7/9 - loss 0.00004613 - time (sec): 1.02 - samples/sec: 3968.56 - lr: 0.000019 - momentum: 0.000000
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2024-11-27 20:32:08,941 epoch 124 - iter 8/9 - loss 0.00004703 - time (sec): 1.18 - samples/sec: 3933.78 - lr: 0.000019 - momentum: 0.000000
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2024-11-27 20:32:09,096 epoch 124 - iter 9/9 - loss 0.00004693 - time (sec): 1.34 - samples/sec: 3889.46 - lr: 0.000019 - momentum: 0.000000
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2024-11-27 20:32:09,096 ----------------------------------------------------------------------------------------------------
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2024-11-27 20:32:09,096 EPOCH 124 done: loss 0.0000 - lr: 0.000019
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100%|██████████████████████████████████████████| 1/1 [00:00<00:00, 6.59it/s]
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2024-11-27 20:32:09,267 DEV : loss 3.4837658405303955 - f1-score (micro avg) 0.3462
|
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2024-11-27 20:32:09,269 ----------------------------------------------------------------------------------------------------
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2024-11-27 20:32:09,369 epoch 125 - iter 1/9 - loss 0.00003737 - time (sec): 0.10 - samples/sec: 5589.45 - lr: 0.000019 - momentum: 0.000000
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2024-11-27 20:32:09,506 epoch 125 - iter 2/9 - loss 0.00003054 - time (sec): 0.24 - samples/sec: 4651.23 - lr: 0.000019 - momentum: 0.000000
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2024-11-27 20:32:09,646 epoch 125 - iter 3/9 - loss 0.00004844 - time (sec): 0.38 - samples/sec: 4386.12 - lr: 0.000019 - momentum: 0.000000
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2024-11-27 20:32:09,862 epoch 125 - iter 4/9 - loss 0.00004683 - time (sec): 0.59 - samples/sec: 3935.52 - lr: 0.000019 - momentum: 0.000000
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2024-11-27 20:32:10,125 epoch 125 - iter 5/9 - loss 0.00004417 - time (sec): 0.86 - samples/sec: 3347.08 - lr: 0.000019 - momentum: 0.000000
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2024-11-27 20:32:10,269 epoch 125 - iter 6/9 - loss 0.00004866 - time (sec): 1.00 - samples/sec: 3457.82 - lr: 0.000019 - momentum: 0.000000
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2024-11-27 20:32:10,422 epoch 125 - iter 7/9 - loss 0.00004470 - time (sec): 1.15 - samples/sec: 3405.21 - lr: 0.000019 - momentum: 0.000000
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2024-11-27 20:32:10,658 epoch 125 - iter 8/9 - loss 0.00004182 - time (sec): 1.39 - samples/sec: 3346.40 - lr: 0.000019 - momentum: 0.000000
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2024-11-27 20:32:10,817 epoch 125 - iter 9/9 - loss 0.00004294 - time (sec): 1.55 - samples/sec: 3358.75 - lr: 0.000019 - momentum: 0.000000
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2024-11-27 20:32:10,817 ----------------------------------------------------------------------------------------------------
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2024-11-27 20:32:10,817 EPOCH 125 done: loss 0.0000 - lr: 0.000019
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100%|██████████████████████████████████████████| 1/1 [00:00<00:00, 6.12it/s]
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100%|██████████████████████████████████████████| 1/1 [00:00<00:00, 6.11it/s]
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2024-11-27 20:32:11,000 DEV : loss 3.4854319095611572 - f1-score (micro avg) 0.3418
|
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2024-11-27 20:32:11,001 ----------------------------------------------------------------------------------------------------
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2024-11-27 20:32:11,104 epoch 126 - iter 1/9 - loss 0.00005422 - time (sec): 0.10 - samples/sec: 6001.07 - lr: 0.000019 - momentum: 0.000000
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2024-11-27 20:32:11,248 epoch 126 - iter 2/9 - loss 0.00004891 - time (sec): 0.25 - samples/sec: 4803.27 - lr: 0.000019 - momentum: 0.000000
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2024-11-27 20:32:11,448 epoch 126 - iter 3/9 - loss 0.00004618 - time (sec): 0.45 - samples/sec: 3839.81 - lr: 0.000019 - momentum: 0.000000
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2024-11-27 20:32:11,586 epoch 126 - iter 4/9 - loss 0.00004695 - time (sec): 0.58 - samples/sec: 4150.33 - lr: 0.000019 - momentum: 0.000000
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2024-11-27 20:32:11,724 epoch 126 - iter 5/9 - loss 0.00004139 - time (sec): 0.72 - samples/sec: 4232.59 - lr: 0.000019 - momentum: 0.000000
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2024-11-27 20:32:11,884 epoch 126 - iter 6/9 - loss 0.00003977 - time (sec): 0.88 - samples/sec: 4201.64 - lr: 0.000019 - momentum: 0.000000
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2024-11-27 20:32:12,056 epoch 126 - iter 7/9 - loss 0.00004143 - time (sec): 1.05 - samples/sec: 3965.17 - lr: 0.000019 - momentum: 0.000000
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2024-11-27 20:32:12,233 epoch 126 - iter 8/9 - loss 0.00004302 - time (sec): 1.23 - samples/sec: 3870.70 - lr: 0.000019 - momentum: 0.000000
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2024-11-27 20:32:12,368 epoch 126 - iter 9/9 - loss 0.00004149 - time (sec): 1.37 - samples/sec: 3807.21 - lr: 0.000019 - momentum: 0.000000
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2024-11-27 20:32:12,368 ----------------------------------------------------------------------------------------------------
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2024-11-27 20:32:12,368 EPOCH 126 done: loss 0.0000 - lr: 0.000019
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100%|██████████████████████████████████████████| 1/1 [00:00<00:00, 7.04it/s]
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100%|██████████████████████████████████████████| 1/1 [00:00<00:00, 7.03it/s]
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2024-11-27 20:32:12,529 DEV : loss 3.490959882736206 - f1-score (micro avg) 0.325
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2024-11-27 20:32:12,531 ----------------------------------------------------------------------------------------------------
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2024-11-27 20:32:12,630 epoch 127 - iter 1/9 - loss 0.00003381 - time (sec): 0.10 - samples/sec: 5539.83 - lr: 0.000019 - momentum: 0.000000
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2024-11-27 20:32:12,772 epoch 127 - iter 2/9 - loss 0.00004056 - time (sec): 0.24 - samples/sec: 4273.69 - lr: 0.000019 - momentum: 0.000000
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2024-11-27 20:32:12,925 epoch 127 - iter 3/9 - loss 0.00003593 - time (sec): 0.39 - samples/sec: 4267.07 - lr: 0.000019 - momentum: 0.000000
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2024-11-27 20:32:13,060 epoch 127 - iter 4/9 - loss 0.00003341 - time (sec): 0.53 - samples/sec: 4179.13 - lr: 0.000019 - momentum: 0.000000
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2024-11-27 20:32:13,237 epoch 127 - iter 5/9 - loss 0.00051929 - time (sec): 0.70 - samples/sec: 3983.25 - lr: 0.000019 - momentum: 0.000000
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2024-11-27 20:32:13,382 epoch 127 - iter 6/9 - loss 0.00044459 - time (sec): 0.85 - samples/sec: 3901.28 - lr: 0.000019 - momentum: 0.000000
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2024-11-27 20:32:13,542 epoch 127 - iter 7/9 - loss 0.00037838 - time (sec): 1.01 - samples/sec: 3927.54 - lr: 0.000019 - momentum: 0.000000
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2024-11-27 20:32:13,677 epoch 127 - iter 8/9 - loss 0.00033376 - time (sec): 1.15 - samples/sec: 3979.05 - lr: 0.000019 - momentum: 0.000000
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2024-11-27 20:32:13,844 epoch 127 - iter 9/9 - loss 0.00030061 - time (sec): 1.31 - samples/sec: 3960.66 - lr: 0.000019 - momentum: 0.000000
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2024-11-27 20:32:13,844 ----------------------------------------------------------------------------------------------------
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2024-11-27 20:32:13,844 EPOCH 127 done: loss 0.0003 - lr: 0.000019
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100%|██████████████████████████████████████████| 1/1 [00:00<00:00, 5.36it/s]
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100%|██████████████████████████████████████████| 1/1 [00:00<00:00, 5.35it/s]
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2024-11-27 20:32:14,050 DEV : loss 3.509634494781494 - f1-score (micro avg) 0.3396
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2024-11-27 20:32:14,052 ----------------------------------------------------------------------------------------------------
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2024-11-27 20:32:14,135 epoch 128 - iter 1/9 - loss 0.00005715 - time (sec): 0.08 - samples/sec: 5197.21 - lr: 0.000019 - momentum: 0.000000
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2024-11-27 20:32:14,276 epoch 128 - iter 2/9 - loss 0.00003945 - time (sec): 0.22 - samples/sec: 4418.06 - lr: 0.000019 - momentum: 0.000000
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2024-11-27 20:32:14,554 epoch 128 - iter 3/9 - loss 0.00004026 - time (sec): 0.50 - samples/sec: 2991.48 - lr: 0.000018 - momentum: 0.000000
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2024-11-27 20:32:14,711 epoch 128 - iter 4/9 - loss 0.00004595 - time (sec): 0.66 - samples/sec: 3296.32 - lr: 0.000018 - momentum: 0.000000
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2024-11-27 20:32:14,870 epoch 128 - iter 5/9 - loss 0.00004007 - time (sec): 0.82 - samples/sec: 3353.49 - lr: 0.000018 - momentum: 0.000000
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2024-11-27 20:32:15,069 epoch 128 - iter 6/9 - loss 0.00376090 - time (sec): 1.02 - samples/sec: 3366.18 - lr: 0.000018 - momentum: 0.000000
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2024-11-27 20:32:15,241 epoch 128 - iter 7/9 - loss 0.00318946 - time (sec): 1.19 - samples/sec: 3402.69 - lr: 0.000018 - momentum: 0.000000
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2024-11-27 20:32:15,385 epoch 128 - iter 8/9 - loss 0.00279232 - time (sec): 1.33 - samples/sec: 3471.72 - lr: 0.000018 - momentum: 0.000000
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2024-11-27 20:32:15,523 epoch 128 - iter 9/9 - loss 0.00248819 - time (sec): 1.47 - samples/sec: 3534.02 - lr: 0.000018 - momentum: 0.000000
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2024-11-27 20:32:15,523 ----------------------------------------------------------------------------------------------------
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2024-11-27 20:32:15,524 EPOCH 128 done: loss 0.0025 - lr: 0.000018
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100%|██████████████████████████████████████████| 1/1 [00:00<00:00, 6.24it/s]
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100%|██████████████████████████████████████████| 1/1 [00:00<00:00, 6.23it/s]
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2024-11-27 20:32:15,703 DEV : loss 3.5323877334594727 - f1-score (micro avg) 0.3506
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2024-11-27 20:32:15,704 ----------------------------------------------------------------------------------------------------
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2024-11-27 20:32:15,792 epoch 129 - iter 1/9 - loss 0.00004832 - time (sec): 0.09 - samples/sec: 5917.80 - lr: 0.000018 - momentum: 0.000000
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2024-11-27 20:32:15,930 epoch 129 - iter 2/9 - loss 0.00003913 - time (sec): 0.22 - samples/sec: 5345.03 - lr: 0.000018 - momentum: 0.000000
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2024-11-27 20:32:16,066 epoch 129 - iter 3/9 - loss 0.00170386 - time (sec): 0.36 - samples/sec: 4835.83 - lr: 0.000018 - momentum: 0.000000
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2024-11-27 20:32:16,195 epoch 129 - iter 4/9 - loss 0.00128668 - time (sec): 0.49 - samples/sec: 4730.20 - lr: 0.000018 - momentum: 0.000000
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2024-11-27 20:32:16,350 epoch 129 - iter 5/9 - loss 0.00103045 - time (sec): 0.64 - samples/sec: 4508.72 - lr: 0.000018 - momentum: 0.000000
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2024-11-27 20:32:16,519 epoch 129 - iter 6/9 - loss 0.00083558 - time (sec): 0.81 - samples/sec: 4470.87 - lr: 0.000018 - momentum: 0.000000
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2024-11-27 20:32:16,657 epoch 129 - iter 7/9 - loss 0.00073083 - time (sec): 0.95 - samples/sec: 4382.42 - lr: 0.000018 - momentum: 0.000000
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2024-11-27 20:32:16,786 epoch 129 - iter 8/9 - loss 0.00065128 - time (sec): 1.08 - samples/sec: 4342.94 - lr: 0.000018 - momentum: 0.000000
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2024-11-27 20:32:16,961 epoch 129 - iter 9/9 - loss 0.00059154 - time (sec): 1.26 - samples/sec: 4140.26 - lr: 0.000018 - momentum: 0.000000
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2024-11-27 20:32:16,961 ----------------------------------------------------------------------------------------------------
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2024-11-27 20:32:16,961 EPOCH 129 done: loss 0.0006 - lr: 0.000018
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100%|██████████████████████████████████████████| 1/1 [00:00<00:00, 5.33it/s]
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100%|██████████████████████████████████████████| 1/1 [00:00<00:00, 5.33it/s]
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2024-11-27 20:32:17,168 DEV : loss 3.5502419471740723 - f1-score (micro avg) 0.3529
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2024-11-27 20:32:17,169 ----------------------------------------------------------------------------------------------------
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2024-11-27 20:32:17,265 epoch 130 - iter 1/9 - loss 0.00003077 - time (sec): 0.10 - samples/sec: 6044.23 - lr: 0.000018 - momentum: 0.000000
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2024-11-27 20:32:17,408 epoch 130 - iter 2/9 - loss 0.00003990 - time (sec): 0.24 - samples/sec: 5146.29 - lr: 0.000018 - momentum: 0.000000
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2024-11-27 20:32:17,551 epoch 130 - iter 3/9 - loss 0.00003956 - time (sec): 0.38 - samples/sec: 4436.16 - lr: 0.000018 - momentum: 0.000000
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2024-11-27 20:32:17,768 epoch 130 - iter 4/9 - loss 0.00004053 - time (sec): 0.60 - samples/sec: 3755.40 - lr: 0.000018 - momentum: 0.000000
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2024-11-27 20:32:17,929 epoch 130 - iter 5/9 - loss 0.00003697 - time (sec): 0.76 - samples/sec: 3664.22 - lr: 0.000018 - momentum: 0.000000
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2024-11-27 20:32:18,082 epoch 130 - iter 6/9 - loss 0.00003701 - time (sec): 0.91 - samples/sec: 3798.45 - lr: 0.000018 - momentum: 0.000000
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2024-11-27 20:32:18,257 epoch 130 - iter 7/9 - loss 0.00003671 - time (sec): 1.09 - samples/sec: 3655.99 - lr: 0.000018 - momentum: 0.000000
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2024-11-27 20:32:18,473 epoch 130 - iter 8/9 - loss 0.00003508 - time (sec): 1.30 - samples/sec: 3629.77 - lr: 0.000018 - momentum: 0.000000
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2024-11-27 20:32:18,652 epoch 130 - iter 9/9 - loss 0.00003455 - time (sec): 1.48 - samples/sec: 3506.73 - lr: 0.000018 - momentum: 0.000000
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2024-11-27 20:32:18,652 ----------------------------------------------------------------------------------------------------
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2024-11-27 20:32:18,652 EPOCH 130 done: loss 0.0000 - lr: 0.000018
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100%|██████████████████████████████████████████| 1/1 [00:00<00:00, 2.91it/s]
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100%|██████████████████████████████████████████| 1/1 [00:00<00:00, 2.91it/s]
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2024-11-27 20:32:19,015 DEV : loss 3.5602526664733887 - f1-score (micro avg) 0.3529
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2024-11-27 20:32:19,016 ----------------------------------------------------------------------------------------------------
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2024-11-27 20:32:19,120 epoch 131 - iter 1/9 - loss 0.00002209 - time (sec): 0.10 - samples/sec: 5474.52 - lr: 0.000018 - momentum: 0.000000
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2024-11-27 20:32:19,267 epoch 131 - iter 2/9 - loss 0.00002471 - time (sec): 0.25 - samples/sec: 5073.26 - lr: 0.000018 - momentum: 0.000000
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2024-11-27 20:32:19,403 epoch 131 - iter 3/9 - loss 0.00002471 - time (sec): 0.39 - samples/sec: 4769.93 - lr: 0.000018 - momentum: 0.000000
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2024-11-27 20:32:19,537 epoch 131 - iter 4/9 - loss 0.00002349 - time (sec): 0.52 - samples/sec: 4438.44 - lr: 0.000018 - momentum: 0.000000
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2024-11-27 20:32:19,686 epoch 131 - iter 5/9 - loss 0.00002358 - time (sec): 0.67 - samples/sec: 4316.44 - lr: 0.000018 - momentum: 0.000000
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2024-11-27 20:32:19,895 epoch 131 - iter 6/9 - loss 0.00002818 - time (sec): 0.88 - samples/sec: 4128.15 - lr: 0.000018 - momentum: 0.000000
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2024-11-27 20:32:20,144 epoch 131 - iter 7/9 - loss 0.00002982 - time (sec): 1.13 - samples/sec: 3661.11 - lr: 0.000018 - momentum: 0.000000
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2024-11-27 20:32:20,276 epoch 131 - iter 8/9 - loss 0.00002869 - time (sec): 1.26 - samples/sec: 3661.19 - lr: 0.000018 - momentum: 0.000000
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2024-11-27 20:32:20,410 epoch 131 - iter 9/9 - loss 0.00003009 - time (sec): 1.39 - samples/sec: 3732.30 - lr: 0.000018 - momentum: 0.000000
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2024-11-27 20:32:20,410 ----------------------------------------------------------------------------------------------------
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2024-11-27 20:32:20,410 EPOCH 131 done: loss 0.0000 - lr: 0.000018
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100%|██████████████████████████████████████████| 1/1 [00:00<00:00, 4.80it/s]
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2024-11-27 20:32:20,638 DEV : loss 3.5648226737976074 - f1-score (micro avg) 0.3529
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2024-11-27 20:32:20,639 ----------------------------------------------------------------------------------------------------
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2024-11-27 20:32:20,755 epoch 132 - iter 1/9 - loss 0.00006354 - time (sec): 0.12 - samples/sec: 5181.06 - lr: 0.000018 - momentum: 0.000000
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2024-11-27 20:32:20,905 epoch 132 - iter 2/9 - loss 0.00005716 - time (sec): 0.27 - samples/sec: 3985.11 - lr: 0.000018 - momentum: 0.000000
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2024-11-27 20:32:21,047 epoch 132 - iter 3/9 - loss 0.00005110 - time (sec): 0.41 - samples/sec: 4109.67 - lr: 0.000018 - momentum: 0.000000
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2024-11-27 20:32:21,191 epoch 132 - iter 4/9 - loss 0.00005529 - time (sec): 0.55 - samples/sec: 4070.20 - lr: 0.000018 - momentum: 0.000000
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2024-11-27 20:32:21,344 epoch 132 - iter 5/9 - loss 0.00004783 - time (sec): 0.70 - samples/sec: 4104.83 - lr: 0.000018 - momentum: 0.000000
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2024-11-27 20:32:21,500 epoch 132 - iter 6/9 - loss 0.00004484 - time (sec): 0.86 - samples/sec: 4033.06 - lr: 0.000018 - momentum: 0.000000
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2024-11-27 20:32:21,659 epoch 132 - iter 7/9 - loss 0.00004108 - time (sec): 1.02 - samples/sec: 3956.52 - lr: 0.000018 - momentum: 0.000000
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2024-11-27 20:32:21,811 epoch 132 - iter 8/9 - loss 0.00004530 - time (sec): 1.17 - samples/sec: 4010.35 - lr: 0.000018 - momentum: 0.000000
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2024-11-27 20:32:21,949 epoch 132 - iter 9/9 - loss 0.00004599 - time (sec): 1.31 - samples/sec: 3970.62 - lr: 0.000018 - momentum: 0.000000
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2024-11-27 20:32:21,949 ----------------------------------------------------------------------------------------------------
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2024-11-27 20:32:21,949 EPOCH 132 done: loss 0.0000 - lr: 0.000018
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2024-11-27 20:32:22,115 DEV : loss 3.56364107131958 - f1-score (micro avg) 0.3506
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2024-11-27 20:32:22,116 ----------------------------------------------------------------------------------------------------
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2024-11-27 20:32:22,217 epoch 133 - iter 1/9 - loss 0.00002716 - time (sec): 0.10 - samples/sec: 6970.66 - lr: 0.000018 - momentum: 0.000000
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2024-11-27 20:32:22,357 epoch 133 - iter 2/9 - loss 0.00003070 - time (sec): 0.24 - samples/sec: 5823.36 - lr: 0.000017 - momentum: 0.000000
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2024-11-27 20:32:22,497 epoch 133 - iter 3/9 - loss 0.00002927 - time (sec): 0.38 - samples/sec: 5321.75 - lr: 0.000017 - momentum: 0.000000
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2024-11-27 20:32:22,714 epoch 133 - iter 4/9 - loss 0.00002765 - time (sec): 0.60 - samples/sec: 4233.75 - lr: 0.000017 - momentum: 0.000000
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2024-11-27 20:32:22,854 epoch 133 - iter 5/9 - loss 0.00002848 - time (sec): 0.74 - samples/sec: 4156.26 - lr: 0.000017 - momentum: 0.000000
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2024-11-27 20:32:22,992 epoch 133 - iter 6/9 - loss 0.00002730 - time (sec): 0.87 - samples/sec: 4060.57 - lr: 0.000017 - momentum: 0.000000
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2024-11-27 20:32:23,134 epoch 133 - iter 7/9 - loss 0.00002713 - time (sec): 1.02 - samples/sec: 3948.74 - lr: 0.000017 - momentum: 0.000000
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2024-11-27 20:32:23,302 epoch 133 - iter 8/9 - loss 0.00002662 - time (sec): 1.18 - samples/sec: 3848.57 - lr: 0.000017 - momentum: 0.000000
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2024-11-27 20:32:23,464 epoch 133 - iter 9/9 - loss 0.00002699 - time (sec): 1.35 - samples/sec: 3858.58 - lr: 0.000017 - momentum: 0.000000
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2024-11-27 20:32:23,464 ----------------------------------------------------------------------------------------------------
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2024-11-27 20:32:23,464 EPOCH 133 done: loss 0.0000 - lr: 0.000017
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100%|██████████████████████████████████████████| 1/1 [00:00<00:00, 6.19it/s]
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2024-11-27 20:32:23,645 DEV : loss 3.5605456829071045 - f1-score (micro avg) 0.3506
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2024-11-27 20:32:23,646 ----------------------------------------------------------------------------------------------------
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2024-11-27 20:32:23,758 epoch 134 - iter 1/9 - loss 0.00003282 - time (sec): 0.11 - samples/sec: 5896.89 - lr: 0.000017 - momentum: 0.000000
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2024-11-27 20:32:23,895 epoch 134 - iter 2/9 - loss 0.00003046 - time (sec): 0.25 - samples/sec: 4923.64 - lr: 0.000017 - momentum: 0.000000
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2024-11-27 20:32:24,038 epoch 134 - iter 3/9 - loss 0.00002586 - time (sec): 0.39 - samples/sec: 4857.36 - lr: 0.000017 - momentum: 0.000000
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2024-11-27 20:32:24,250 epoch 134 - iter 4/9 - loss 0.00005026 - time (sec): 0.60 - samples/sec: 4241.32 - lr: 0.000017 - momentum: 0.000000
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2024-11-27 20:32:24,429 epoch 134 - iter 5/9 - loss 0.00004925 - time (sec): 0.78 - samples/sec: 3989.75 - lr: 0.000017 - momentum: 0.000000
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2024-11-27 20:32:24,605 epoch 134 - iter 6/9 - loss 0.00004895 - time (sec): 0.96 - samples/sec: 3871.86 - lr: 0.000017 - momentum: 0.000000
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2024-11-27 20:32:24,754 epoch 134 - iter 7/9 - loss 0.00004539 - time (sec): 1.11 - samples/sec: 3846.16 - lr: 0.000017 - momentum: 0.000000
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2024-11-27 20:32:24,875 epoch 134 - iter 8/9 - loss 0.00004567 - time (sec): 1.23 - samples/sec: 3858.43 - lr: 0.000017 - momentum: 0.000000
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2024-11-27 20:32:25,014 epoch 134 - iter 9/9 - loss 0.00004501 - time (sec): 1.37 - samples/sec: 3801.77 - lr: 0.000017 - momentum: 0.000000
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2024-11-27 20:32:25,015 ----------------------------------------------------------------------------------------------------
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2024-11-27 20:32:25,015 EPOCH 134 done: loss 0.0000 - lr: 0.000017
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100%|██████████████████████████████████████████| 1/1 [00:00<00:00, 6.16it/s]
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2024-11-27 20:32:25,196 DEV : loss 3.560642957687378 - f1-score (micro avg) 0.3506
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2024-11-27 20:32:25,197 ----------------------------------------------------------------------------------------------------
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2024-11-27 20:32:25,298 epoch 135 - iter 1/9 - loss 0.00002145 - time (sec): 0.10 - samples/sec: 5669.96 - lr: 0.000017 - momentum: 0.000000
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2024-11-27 20:32:25,459 epoch 135 - iter 2/9 - loss 0.00003375 - time (sec): 0.26 - samples/sec: 4411.12 - lr: 0.000017 - momentum: 0.000000
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2024-11-27 20:32:25,595 epoch 135 - iter 3/9 - loss 0.00002938 - time (sec): 0.40 - samples/sec: 4256.76 - lr: 0.000017 - momentum: 0.000000
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2024-11-27 20:32:25,755 epoch 135 - iter 4/9 - loss 0.00002803 - time (sec): 0.56 - samples/sec: 4249.93 - lr: 0.000017 - momentum: 0.000000
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2024-11-27 20:32:25,921 epoch 135 - iter 5/9 - loss 0.00002643 - time (sec): 0.72 - samples/sec: 4024.95 - lr: 0.000017 - momentum: 0.000000
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2024-11-27 20:32:26,072 epoch 135 - iter 6/9 - loss 0.00002535 - time (sec): 0.87 - samples/sec: 3942.32 - lr: 0.000017 - momentum: 0.000000
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2024-11-27 20:32:26,246 epoch 135 - iter 7/9 - loss 0.00002611 - time (sec): 1.05 - samples/sec: 3931.59 - lr: 0.000017 - momentum: 0.000000
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2024-11-27 20:32:26,421 epoch 135 - iter 8/9 - loss 0.00002715 - time (sec): 1.22 - samples/sec: 3806.15 - lr: 0.000017 - momentum: 0.000000
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2024-11-27 20:32:26,588 epoch 135 - iter 9/9 - loss 0.00002738 - time (sec): 1.39 - samples/sec: 3738.55 - lr: 0.000017 - momentum: 0.000000
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2024-11-27 20:32:26,589 ----------------------------------------------------------------------------------------------------
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2024-11-27 20:32:26,589 EPOCH 135 done: loss 0.0000 - lr: 0.000017
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100%|██████████████████████████████████████████| 1/1 [00:00<00:00, 6.50it/s]
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100%|██████████████████████████████████████████| 1/1 [00:00<00:00, 6.49it/s]
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2024-11-27 20:32:26,762 DEV : loss 3.5639891624450684 - f1-score (micro avg) 0.3506
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2024-11-27 20:32:26,763 ----------------------------------------------------------------------------------------------------
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2024-11-27 20:32:26,862 epoch 136 - iter 1/9 - loss 0.00002451 - time (sec): 0.10 - samples/sec: 6123.25 - lr: 0.000017 - momentum: 0.000000
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2024-11-27 20:32:27,004 epoch 136 - iter 2/9 - loss 0.00002854 - time (sec): 0.24 - samples/sec: 4870.84 - lr: 0.000017 - momentum: 0.000000
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2024-11-27 20:32:27,162 epoch 136 - iter 3/9 - loss 0.00004236 - time (sec): 0.40 - samples/sec: 4753.24 - lr: 0.000017 - momentum: 0.000000
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2024-11-27 20:32:27,304 epoch 136 - iter 4/9 - loss 0.00003808 - time (sec): 0.54 - samples/sec: 4350.12 - lr: 0.000017 - momentum: 0.000000
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2024-11-27 20:32:27,444 epoch 136 - iter 5/9 - loss 0.00003581 - time (sec): 0.68 - samples/sec: 4225.44 - lr: 0.000017 - momentum: 0.000000
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2024-11-27 20:32:27,592 epoch 136 - iter 6/9 - loss 0.00003315 - time (sec): 0.83 - samples/sec: 4219.31 - lr: 0.000017 - momentum: 0.000000
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2024-11-27 20:32:27,780 epoch 136 - iter 7/9 - loss 0.00003331 - time (sec): 1.02 - samples/sec: 3974.45 - lr: 0.000017 - momentum: 0.000000
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2024-11-27 20:32:27,938 epoch 136 - iter 8/9 - loss 0.00003579 - time (sec): 1.17 - samples/sec: 3966.69 - lr: 0.000017 - momentum: 0.000000
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2024-11-27 20:32:28,056 epoch 136 - iter 9/9 - loss 0.00003427 - time (sec): 1.29 - samples/sec: 4023.05 - lr: 0.000017 - momentum: 0.000000
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2024-11-27 20:32:28,056 ----------------------------------------------------------------------------------------------------
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2024-11-27 20:32:28,056 EPOCH 136 done: loss 0.0000 - lr: 0.000017
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100%|██████████████████████████████████████████| 1/1 [00:00<00:00, 6.61it/s]
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2024-11-27 20:32:28,227 DEV : loss 3.56695556640625 - f1-score (micro avg) 0.3484
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2024-11-27 20:32:28,228 ----------------------------------------------------------------------------------------------------
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2024-11-27 20:32:28,327 epoch 137 - iter 1/9 - loss 0.00002614 - time (sec): 0.10 - samples/sec: 7023.13 - lr: 0.000017 - momentum: 0.000000
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2024-11-27 20:32:28,503 epoch 137 - iter 2/9 - loss 0.00003082 - time (sec): 0.27 - samples/sec: 4192.86 - lr: 0.000017 - momentum: 0.000000
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2024-11-27 20:32:28,649 epoch 137 - iter 3/9 - loss 0.00002465 - time (sec): 0.42 - samples/sec: 4310.12 - lr: 0.000017 - momentum: 0.000000
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2024-11-27 20:32:28,829 epoch 137 - iter 4/9 - loss 0.00003021 - time (sec): 0.60 - samples/sec: 4114.03 - lr: 0.000017 - momentum: 0.000000
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2024-11-27 20:32:28,986 epoch 137 - iter 5/9 - loss 0.00002919 - time (sec): 0.76 - samples/sec: 4010.54 - lr: 0.000017 - momentum: 0.000000
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2024-11-27 20:32:29,291 epoch 137 - iter 6/9 - loss 0.00003286 - time (sec): 1.06 - samples/sec: 3356.41 - lr: 0.000017 - momentum: 0.000000
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2024-11-27 20:32:29,439 epoch 137 - iter 7/9 - loss 0.00003085 - time (sec): 1.21 - samples/sec: 3476.70 - lr: 0.000017 - momentum: 0.000000
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2024-11-27 20:32:29,570 epoch 137 - iter 8/9 - loss 0.00003114 - time (sec): 1.34 - samples/sec: 3522.50 - lr: 0.000017 - momentum: 0.000000
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2024-11-27 20:32:29,701 epoch 137 - iter 9/9 - loss 0.00002967 - time (sec): 1.47 - samples/sec: 3530.21 - lr: 0.000017 - momentum: 0.000000
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2024-11-27 20:32:29,701 ----------------------------------------------------------------------------------------------------
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2024-11-27 20:32:29,702 EPOCH 137 done: loss 0.0000 - lr: 0.000017
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100%|██████████████████████████████████████████| 1/1 [00:00<00:00, 5.78it/s]
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2024-11-27 20:32:29,894 DEV : loss 3.571380376815796 - f1-score (micro avg) 0.3484
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2024-11-27 20:32:29,895 ----------------------------------------------------------------------------------------------------
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2024-11-27 20:32:30,002 epoch 138 - iter 1/9 - loss 0.00003319 - time (sec): 0.11 - samples/sec: 6140.85 - lr: 0.000016 - momentum: 0.000000
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2024-11-27 20:32:30,146 epoch 138 - iter 2/9 - loss 0.00003499 - time (sec): 0.25 - samples/sec: 4803.87 - lr: 0.000016 - momentum: 0.000000
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2024-11-27 20:32:30,381 epoch 138 - iter 3/9 - loss 0.00003764 - time (sec): 0.48 - samples/sec: 3622.22 - lr: 0.000016 - momentum: 0.000000
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2024-11-27 20:32:30,599 epoch 138 - iter 4/9 - loss 0.00003506 - time (sec): 0.70 - samples/sec: 3301.78 - lr: 0.000016 - momentum: 0.000000
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2024-11-27 20:32:30,718 epoch 138 - iter 5/9 - loss 0.00003097 - time (sec): 0.82 - samples/sec: 3567.04 - lr: 0.000016 - momentum: 0.000000
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2024-11-27 20:32:30,846 epoch 138 - iter 6/9 - loss 0.00002982 - time (sec): 0.95 - samples/sec: 3620.53 - lr: 0.000016 - momentum: 0.000000
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2024-11-27 20:32:30,995 epoch 138 - iter 7/9 - loss 0.00003397 - time (sec): 1.10 - samples/sec: 3714.77 - lr: 0.000016 - momentum: 0.000000
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2024-11-27 20:32:31,147 epoch 138 - iter 8/9 - loss 0.00003261 - time (sec): 1.25 - samples/sec: 3750.70 - lr: 0.000016 - momentum: 0.000000
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2024-11-27 20:32:31,292 epoch 138 - iter 9/9 - loss 0.00003456 - time (sec): 1.40 - samples/sec: 3724.29 - lr: 0.000016 - momentum: 0.000000
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2024-11-27 20:32:31,292 ----------------------------------------------------------------------------------------------------
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2024-11-27 20:32:31,292 EPOCH 138 done: loss 0.0000 - lr: 0.000016
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100%|██████████████████████████████████████████| 1/1 [00:00<00:00, 6.51it/s]
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2024-11-27 20:32:31,465 DEV : loss 3.5762810707092285 - f1-score (micro avg) 0.3484
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2024-11-27 20:32:31,467 ----------------------------------------------------------------------------------------------------
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2024-11-27 20:32:31,576 epoch 139 - iter 1/9 - loss 0.00004016 - time (sec): 0.11 - samples/sec: 6831.02 - lr: 0.000016 - momentum: 0.000000
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2024-11-27 20:32:31,727 epoch 139 - iter 2/9 - loss 0.00003491 - time (sec): 0.26 - samples/sec: 5284.58 - lr: 0.000016 - momentum: 0.000000
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2024-11-27 20:32:31,866 epoch 139 - iter 3/9 - loss 0.00002984 - time (sec): 0.40 - samples/sec: 4749.10 - lr: 0.000016 - momentum: 0.000000
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2024-11-27 20:32:32,094 epoch 139 - iter 4/9 - loss 0.00003170 - time (sec): 0.63 - samples/sec: 3801.26 - lr: 0.000016 - momentum: 0.000000
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2024-11-27 20:32:32,232 epoch 139 - iter 5/9 - loss 0.00002983 - time (sec): 0.76 - samples/sec: 3948.65 - lr: 0.000016 - momentum: 0.000000
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2024-11-27 20:32:32,359 epoch 139 - iter 6/9 - loss 0.00002952 - time (sec): 0.89 - samples/sec: 3916.43 - lr: 0.000016 - momentum: 0.000000
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2024-11-27 20:32:32,498 epoch 139 - iter 7/9 - loss 0.00002923 - time (sec): 1.03 - samples/sec: 3983.16 - lr: 0.000016 - momentum: 0.000000
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2024-11-27 20:32:32,817 epoch 139 - iter 8/9 - loss 0.00002924 - time (sec): 1.35 - samples/sec: 3516.48 - lr: 0.000016 - momentum: 0.000000
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2024-11-27 20:32:32,967 epoch 139 - iter 9/9 - loss 0.00003007 - time (sec): 1.50 - samples/sec: 3466.41 - lr: 0.000016 - momentum: 0.000000
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2024-11-27 20:32:32,967 ----------------------------------------------------------------------------------------------------
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2024-11-27 20:32:32,967 EPOCH 139 done: loss 0.0000 - lr: 0.000016
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100%|██████████████████████████████████████████| 1/1 [00:00<00:00, 6.09it/s]
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2024-11-27 20:32:33,151 DEV : loss 3.585078477859497 - f1-score (micro avg) 0.3613
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2024-11-27 20:32:33,153 ----------------------------------------------------------------------------------------------------
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2024-11-27 20:32:33,276 epoch 140 - iter 1/9 - loss 0.00002414 - time (sec): 0.12 - samples/sec: 5549.95 - lr: 0.000016 - momentum: 0.000000
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2024-11-27 20:32:33,446 epoch 140 - iter 2/9 - loss 0.00002985 - time (sec): 0.29 - samples/sec: 4277.54 - lr: 0.000016 - momentum: 0.000000
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2024-11-27 20:32:33,607 epoch 140 - iter 3/9 - loss 0.00002763 - time (sec): 0.45 - samples/sec: 3995.78 - lr: 0.000016 - momentum: 0.000000
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2024-11-27 20:32:33,784 epoch 140 - iter 4/9 - loss 0.00002381 - time (sec): 0.63 - samples/sec: 3923.42 - lr: 0.000016 - momentum: 0.000000
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2024-11-27 20:32:33,944 epoch 140 - iter 5/9 - loss 0.00002555 - time (sec): 0.79 - samples/sec: 3891.86 - lr: 0.000016 - momentum: 0.000000
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2024-11-27 20:32:34,088 epoch 140 - iter 6/9 - loss 0.00002407 - time (sec): 0.93 - samples/sec: 3773.43 - lr: 0.000016 - momentum: 0.000000
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2024-11-27 20:32:34,232 epoch 140 - iter 7/9 - loss 0.00002918 - time (sec): 1.08 - samples/sec: 3814.90 - lr: 0.000016 - momentum: 0.000000
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2024-11-27 20:32:34,371 epoch 140 - iter 8/9 - loss 0.00002876 - time (sec): 1.22 - samples/sec: 3772.25 - lr: 0.000016 - momentum: 0.000000
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2024-11-27 20:32:34,527 epoch 140 - iter 9/9 - loss 0.00002858 - time (sec): 1.37 - samples/sec: 3784.89 - lr: 0.000016 - momentum: 0.000000
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2024-11-27 20:32:34,527 ----------------------------------------------------------------------------------------------------
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2024-11-27 20:32:34,527 EPOCH 140 done: loss 0.0000 - lr: 0.000016
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2024-11-27 20:32:34,724 DEV : loss 3.593827962875366 - f1-score (micro avg) 0.3613
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2024-11-27 20:32:34,725 ----------------------------------------------------------------------------------------------------
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2024-11-27 20:32:34,830 epoch 141 - iter 1/9 - loss 0.00002784 - time (sec): 0.10 - samples/sec: 6349.11 - lr: 0.000016 - momentum: 0.000000
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2024-11-27 20:32:34,972 epoch 141 - iter 2/9 - loss 0.00002310 - time (sec): 0.25 - samples/sec: 4939.30 - lr: 0.000016 - momentum: 0.000000
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2024-11-27 20:32:35,118 epoch 141 - iter 3/9 - loss 0.00003800 - time (sec): 0.39 - samples/sec: 4750.75 - lr: 0.000016 - momentum: 0.000000
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2024-11-27 20:32:35,269 epoch 141 - iter 4/9 - loss 0.00003282 - time (sec): 0.54 - samples/sec: 4557.56 - lr: 0.000016 - momentum: 0.000000
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2024-11-27 20:32:35,439 epoch 141 - iter 5/9 - loss 0.00003796 - time (sec): 0.71 - samples/sec: 4334.85 - lr: 0.000016 - momentum: 0.000000
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2024-11-27 20:32:35,650 epoch 141 - iter 6/9 - loss 0.00003750 - time (sec): 0.92 - samples/sec: 3881.90 - lr: 0.000016 - momentum: 0.000000
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2024-11-27 20:32:35,781 epoch 141 - iter 7/9 - loss 0.00003566 - time (sec): 1.05 - samples/sec: 3835.26 - lr: 0.000016 - momentum: 0.000000
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2024-11-27 20:32:35,923 epoch 141 - iter 8/9 - loss 0.00003470 - time (sec): 1.20 - samples/sec: 3929.82 - lr: 0.000016 - momentum: 0.000000
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2024-11-27 20:32:36,054 epoch 141 - iter 9/9 - loss 0.00003315 - time (sec): 1.33 - samples/sec: 3913.20 - lr: 0.000016 - momentum: 0.000000
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2024-11-27 20:32:36,054 ----------------------------------------------------------------------------------------------------
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2024-11-27 20:32:36,054 EPOCH 141 done: loss 0.0000 - lr: 0.000016
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100%|██████████████████████████████████████████| 1/1 [00:00<00:00, 6.10it/s]
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100%|██████████████████████████████████████████| 1/1 [00:00<00:00, 6.09it/s]
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2024-11-27 20:32:36,238 DEV : loss 3.6019721031188965 - f1-score (micro avg) 0.3636
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2024-11-27 20:32:36,239 ----------------------------------------------------------------------------------------------------
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2024-11-27 20:32:36,338 epoch 142 - iter 1/9 - loss 0.00001579 - time (sec): 0.10 - samples/sec: 5560.01 - lr: 0.000016 - momentum: 0.000000
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2024-11-27 20:32:36,467 epoch 142 - iter 2/9 - loss 0.00001732 - time (sec): 0.23 - samples/sec: 5249.98 - lr: 0.000016 - momentum: 0.000000
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2024-11-27 20:32:36,619 epoch 142 - iter 3/9 - loss 0.00001837 - time (sec): 0.38 - samples/sec: 4922.94 - lr: 0.000016 - momentum: 0.000000
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2024-11-27 20:32:36,771 epoch 142 - iter 4/9 - loss 0.00002612 - time (sec): 0.53 - samples/sec: 4621.66 - lr: 0.000016 - momentum: 0.000000
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2024-11-27 20:32:36,883 epoch 142 - iter 5/9 - loss 0.00002632 - time (sec): 0.64 - samples/sec: 4670.67 - lr: 0.000016 - momentum: 0.000000
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2024-11-27 20:32:37,035 epoch 142 - iter 6/9 - loss 0.00002702 - time (sec): 0.80 - samples/sec: 4477.03 - lr: 0.000016 - momentum: 0.000000
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2024-11-27 20:32:37,242 epoch 142 - iter 7/9 - loss 0.00003197 - time (sec): 1.00 - samples/sec: 4126.54 - lr: 0.000016 - momentum: 0.000000
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2024-11-27 20:32:37,438 epoch 142 - iter 8/9 - loss 0.00003155 - time (sec): 1.20 - samples/sec: 3889.42 - lr: 0.000016 - momentum: 0.000000
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2024-11-27 20:32:37,581 epoch 142 - iter 9/9 - loss 0.00003003 - time (sec): 1.34 - samples/sec: 3874.60 - lr: 0.000015 - momentum: 0.000000
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2024-11-27 20:32:37,581 ----------------------------------------------------------------------------------------------------
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2024-11-27 20:32:37,581 EPOCH 142 done: loss 0.0000 - lr: 0.000015
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100%|██████████████████████████████████████████| 1/1 [00:00<00:00, 6.27it/s]
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2024-11-27 20:32:37,760 DEV : loss 3.608346462249756 - f1-score (micro avg) 0.3636
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2024-11-27 20:32:37,761 ----------------------------------------------------------------------------------------------------
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2024-11-27 20:32:37,862 epoch 143 - iter 1/9 - loss 0.00001582 - time (sec): 0.10 - samples/sec: 6097.01 - lr: 0.000015 - momentum: 0.000000
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2024-11-27 20:32:38,001 epoch 143 - iter 2/9 - loss 0.00003251 - time (sec): 0.24 - samples/sec: 5122.78 - lr: 0.000015 - momentum: 0.000000
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2024-11-27 20:32:38,176 epoch 143 - iter 3/9 - loss 0.00002832 - time (sec): 0.41 - samples/sec: 4701.88 - lr: 0.000015 - momentum: 0.000000
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2024-11-27 20:32:38,329 epoch 143 - iter 4/9 - loss 0.00003358 - time (sec): 0.57 - samples/sec: 4385.55 - lr: 0.000015 - momentum: 0.000000
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2024-11-27 20:32:38,483 epoch 143 - iter 5/9 - loss 0.00003087 - time (sec): 0.72 - samples/sec: 4218.75 - lr: 0.000015 - momentum: 0.000000
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2024-11-27 20:32:38,678 epoch 143 - iter 6/9 - loss 0.00003033 - time (sec): 0.92 - samples/sec: 3850.07 - lr: 0.000015 - momentum: 0.000000
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2024-11-27 20:32:38,819 epoch 143 - iter 7/9 - loss 0.00002872 - time (sec): 1.06 - samples/sec: 3823.46 - lr: 0.000015 - momentum: 0.000000
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2024-11-27 20:32:38,965 epoch 143 - iter 8/9 - loss 0.00002747 - time (sec): 1.20 - samples/sec: 3904.14 - lr: 0.000015 - momentum: 0.000000
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2024-11-27 20:32:39,124 epoch 143 - iter 9/9 - loss 0.00002637 - time (sec): 1.36 - samples/sec: 3815.02 - lr: 0.000015 - momentum: 0.000000
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2024-11-27 20:32:39,125 ----------------------------------------------------------------------------------------------------
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2024-11-27 20:32:39,125 EPOCH 143 done: loss 0.0000 - lr: 0.000015
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100%|██████████████████████████████████████████| 1/1 [00:00<00:00, 5.67it/s]
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100%|██████████████████████████████████████████| 1/1 [00:00<00:00, 5.66it/s]
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2024-11-27 20:32:39,321 DEV : loss 3.6145875453948975 - f1-score (micro avg) 0.3636
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2024-11-27 20:32:39,322 ----------------------------------------------------------------------------------------------------
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2024-11-27 20:32:39,421 epoch 144 - iter 1/9 - loss 0.00005235 - time (sec): 0.10 - samples/sec: 6570.20 - lr: 0.000015 - momentum: 0.000000
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2024-11-27 20:32:39,561 epoch 144 - iter 2/9 - loss 0.00003551 - time (sec): 0.24 - samples/sec: 4801.67 - lr: 0.000015 - momentum: 0.000000
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2024-11-27 20:32:39,703 epoch 144 - iter 3/9 - loss 0.00003055 - time (sec): 0.38 - samples/sec: 4821.00 - lr: 0.000015 - momentum: 0.000000
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2024-11-27 20:32:39,868 epoch 144 - iter 4/9 - loss 0.00003001 - time (sec): 0.54 - samples/sec: 4426.73 - lr: 0.000015 - momentum: 0.000000
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2024-11-27 20:32:40,122 epoch 144 - iter 5/9 - loss 0.00034028 - time (sec): 0.80 - samples/sec: 3739.63 - lr: 0.000015 - momentum: 0.000000
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2024-11-27 20:32:40,284 epoch 144 - iter 6/9 - loss 0.00028662 - time (sec): 0.96 - samples/sec: 3758.04 - lr: 0.000015 - momentum: 0.000000
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2024-11-27 20:32:40,440 epoch 144 - iter 7/9 - loss 0.00025110 - time (sec): 1.12 - samples/sec: 3747.84 - lr: 0.000015 - momentum: 0.000000
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2024-11-27 20:32:40,596 epoch 144 - iter 8/9 - loss 0.00022402 - time (sec): 1.27 - samples/sec: 3718.42 - lr: 0.000015 - momentum: 0.000000
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2024-11-27 20:32:40,748 epoch 144 - iter 9/9 - loss 0.00020774 - time (sec): 1.43 - samples/sec: 3646.49 - lr: 0.000015 - momentum: 0.000000
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2024-11-27 20:32:40,748 ----------------------------------------------------------------------------------------------------
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2024-11-27 20:32:40,748 EPOCH 144 done: loss 0.0002 - lr: 0.000015
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100%|██████████████████████████████████████████| 1/1 [00:00<00:00, 4.58it/s]
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100%|██████████████████████████████████████████| 1/1 [00:00<00:00, 4.58it/s]
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2024-11-27 20:32:40,986 DEV : loss 3.6229591369628906 - f1-score (micro avg) 0.3613
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2024-11-27 20:32:40,987 ----------------------------------------------------------------------------------------------------
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2024-11-27 20:32:41,081 epoch 145 - iter 1/9 - loss 0.00005402 - time (sec): 0.09 - samples/sec: 5581.35 - lr: 0.000015 - momentum: 0.000000
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2024-11-27 20:32:41,219 epoch 145 - iter 2/9 - loss 0.00004423 - time (sec): 0.23 - samples/sec: 5097.65 - lr: 0.000015 - momentum: 0.000000
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2024-11-27 20:32:41,353 epoch 145 - iter 3/9 - loss 0.00005137 - time (sec): 0.36 - samples/sec: 4629.86 - lr: 0.000015 - momentum: 0.000000
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2024-11-27 20:32:41,544 epoch 145 - iter 4/9 - loss 0.00004470 - time (sec): 0.56 - samples/sec: 4113.86 - lr: 0.000015 - momentum: 0.000000
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2024-11-27 20:32:41,684 epoch 145 - iter 5/9 - loss 0.00004049 - time (sec): 0.70 - samples/sec: 4062.41 - lr: 0.000015 - momentum: 0.000000
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2024-11-27 20:32:41,841 epoch 145 - iter 6/9 - loss 0.00003852 - time (sec): 0.85 - samples/sec: 4025.38 - lr: 0.000015 - momentum: 0.000000
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2024-11-27 20:32:41,989 epoch 145 - iter 7/9 - loss 0.00003724 - time (sec): 1.00 - samples/sec: 3852.26 - lr: 0.000015 - momentum: 0.000000
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2024-11-27 20:32:42,151 epoch 145 - iter 8/9 - loss 0.00060644 - time (sec): 1.16 - samples/sec: 3902.24 - lr: 0.000015 - momentum: 0.000000
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2024-11-27 20:32:42,304 epoch 145 - iter 9/9 - loss 0.00053185 - time (sec): 1.32 - samples/sec: 3948.38 - lr: 0.000015 - momentum: 0.000000
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2024-11-27 20:32:42,305 ----------------------------------------------------------------------------------------------------
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2024-11-27 20:32:42,305 EPOCH 145 done: loss 0.0005 - lr: 0.000015
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100%|██████████████████████████████████████████| 1/1 [00:00<00:00, 2.91it/s]
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100%|██████████████████████████████████████████| 1/1 [00:00<00:00, 2.91it/s]
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2024-11-27 20:32:42,668 DEV : loss 3.6278371810913086 - f1-score (micro avg) 0.3636
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2024-11-27 20:32:42,669 ----------------------------------------------------------------------------------------------------
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2024-11-27 20:32:42,778 epoch 146 - iter 1/9 - loss 0.00004007 - time (sec): 0.11 - samples/sec: 7128.05 - lr: 0.000015 - momentum: 0.000000
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2024-11-27 20:32:42,914 epoch 146 - iter 2/9 - loss 0.00002987 - time (sec): 0.24 - samples/sec: 5159.46 - lr: 0.000015 - momentum: 0.000000
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2024-11-27 20:32:43,050 epoch 146 - iter 3/9 - loss 0.00002567 - time (sec): 0.38 - samples/sec: 4898.61 - lr: 0.000015 - momentum: 0.000000
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2024-11-27 20:32:43,199 epoch 146 - iter 4/9 - loss 0.00002249 - time (sec): 0.53 - samples/sec: 4574.56 - lr: 0.000015 - momentum: 0.000000
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2024-11-27 20:32:43,409 epoch 146 - iter 5/9 - loss 0.00002884 - time (sec): 0.74 - samples/sec: 4219.00 - lr: 0.000015 - momentum: 0.000000
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2024-11-27 20:32:43,604 epoch 146 - iter 6/9 - loss 0.00002799 - time (sec): 0.93 - samples/sec: 3944.87 - lr: 0.000015 - momentum: 0.000000
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2024-11-27 20:32:43,751 epoch 146 - iter 7/9 - loss 0.00002774 - time (sec): 1.08 - samples/sec: 3912.07 - lr: 0.000015 - momentum: 0.000000
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2024-11-27 20:32:43,897 epoch 146 - iter 8/9 - loss 0.00002840 - time (sec): 1.23 - samples/sec: 3844.87 - lr: 0.000015 - momentum: 0.000000
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2024-11-27 20:32:44,038 epoch 146 - iter 9/9 - loss 0.00002928 - time (sec): 1.37 - samples/sec: 3798.94 - lr: 0.000015 - momentum: 0.000000
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2024-11-27 20:32:44,039 ----------------------------------------------------------------------------------------------------
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2024-11-27 20:32:44,039 EPOCH 146 done: loss 0.0000 - lr: 0.000015
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100%|██████████████████████████████████████████| 1/1 [00:00<00:00, 6.26it/s]
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100%|██████████████████████████████████████████| 1/1 [00:00<00:00, 6.24it/s]
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2024-11-27 20:32:44,219 DEV : loss 3.632225275039673 - f1-score (micro avg) 0.3766
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2024-11-27 20:32:44,220 ----------------------------------------------------------------------------------------------------
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2024-11-27 20:32:44,320 epoch 147 - iter 1/9 - loss 0.00002855 - time (sec): 0.10 - samples/sec: 5428.46 - lr: 0.000015 - momentum: 0.000000
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2024-11-27 20:32:44,468 epoch 147 - iter 2/9 - loss 0.00002049 - time (sec): 0.25 - samples/sec: 4674.71 - lr: 0.000015 - momentum: 0.000000
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2024-11-27 20:32:44,660 epoch 147 - iter 3/9 - loss 0.00002231 - time (sec): 0.44 - samples/sec: 4071.24 - lr: 0.000015 - momentum: 0.000000
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2024-11-27 20:32:44,900 epoch 147 - iter 4/9 - loss 0.00002046 - time (sec): 0.68 - samples/sec: 3360.90 - lr: 0.000015 - momentum: 0.000000
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2024-11-27 20:32:45,028 epoch 147 - iter 5/9 - loss 0.00002225 - time (sec): 0.81 - samples/sec: 3448.66 - lr: 0.000015 - momentum: 0.000000
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2024-11-27 20:32:45,157 epoch 147 - iter 6/9 - loss 0.00002203 - time (sec): 0.94 - samples/sec: 3559.42 - lr: 0.000015 - momentum: 0.000000
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2024-11-27 20:32:45,293 epoch 147 - iter 7/9 - loss 0.00002154 - time (sec): 1.07 - samples/sec: 3654.53 - lr: 0.000015 - momentum: 0.000000
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2024-11-27 20:32:45,434 epoch 147 - iter 8/9 - loss 0.00002267 - time (sec): 1.21 - samples/sec: 3782.10 - lr: 0.000014 - momentum: 0.000000
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2024-11-27 20:32:45,659 epoch 147 - iter 9/9 - loss 0.00002178 - time (sec): 1.44 - samples/sec: 3613.52 - lr: 0.000014 - momentum: 0.000000
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2024-11-27 20:32:45,659 ----------------------------------------------------------------------------------------------------
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2024-11-27 20:32:45,659 EPOCH 147 done: loss 0.0000 - lr: 0.000014
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100%|██████████████████████████████████████████| 1/1 [00:00<00:00, 6.24it/s]
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100%|██████████████████████████████████████████| 1/1 [00:00<00:00, 6.23it/s]
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2024-11-27 20:32:45,839 DEV : loss 3.6362242698669434 - f1-score (micro avg) 0.3742
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2024-11-27 20:32:45,840 ----------------------------------------------------------------------------------------------------
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2024-11-27 20:32:45,942 epoch 148 - iter 1/9 - loss 0.00000982 - time (sec): 0.10 - samples/sec: 6028.03 - lr: 0.000014 - momentum: 0.000000
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2024-11-27 20:32:46,075 epoch 148 - iter 2/9 - loss 0.00001531 - time (sec): 0.23 - samples/sec: 4891.08 - lr: 0.000014 - momentum: 0.000000
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2024-11-27 20:32:46,215 epoch 148 - iter 3/9 - loss 0.00002090 - time (sec): 0.37 - samples/sec: 4559.85 - lr: 0.000014 - momentum: 0.000000
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2024-11-27 20:32:46,348 epoch 148 - iter 4/9 - loss 0.00002333 - time (sec): 0.51 - samples/sec: 4379.00 - lr: 0.000014 - momentum: 0.000000
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2024-11-27 20:32:46,493 epoch 148 - iter 5/9 - loss 0.00002368 - time (sec): 0.65 - samples/sec: 4231.38 - lr: 0.000014 - momentum: 0.000000
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2024-11-27 20:32:46,640 epoch 148 - iter 6/9 - loss 0.00002664 - time (sec): 0.80 - samples/sec: 4166.72 - lr: 0.000014 - momentum: 0.000000
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2024-11-27 20:32:46,800 epoch 148 - iter 7/9 - loss 0.00002737 - time (sec): 0.96 - samples/sec: 4195.98 - lr: 0.000014 - momentum: 0.000000
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2024-11-27 20:32:46,982 epoch 148 - iter 8/9 - loss 0.00002986 - time (sec): 1.14 - samples/sec: 4218.11 - lr: 0.000014 - momentum: 0.000000
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2024-11-27 20:32:47,130 epoch 148 - iter 9/9 - loss 0.00003182 - time (sec): 1.29 - samples/sec: 4032.16 - lr: 0.000014 - momentum: 0.000000
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2024-11-27 20:32:47,131 ----------------------------------------------------------------------------------------------------
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2024-11-27 20:32:47,131 EPOCH 148 done: loss 0.0000 - lr: 0.000014
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100%|██████████████████████████████████████████| 1/1 [00:00<00:00, 6.92it/s]
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100%|██████████████████████████████████████████| 1/1 [00:00<00:00, 6.91it/s]
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2024-11-27 20:32:47,294 DEV : loss 3.637704610824585 - f1-score (micro avg) 0.3742
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2024-11-27 20:32:47,295 ----------------------------------------------------------------------------------------------------
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2024-11-27 20:32:47,393 epoch 149 - iter 1/9 - loss 0.00002418 - time (sec): 0.10 - samples/sec: 6095.43 - lr: 0.000014 - momentum: 0.000000
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2024-11-27 20:32:47,535 epoch 149 - iter 2/9 - loss 0.00003465 - time (sec): 0.24 - samples/sec: 5126.53 - lr: 0.000014 - momentum: 0.000000
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2024-11-27 20:32:47,669 epoch 149 - iter 3/9 - loss 0.00003799 - time (sec): 0.37 - samples/sec: 4793.81 - lr: 0.000014 - momentum: 0.000000
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2024-11-27 20:32:47,817 epoch 149 - iter 4/9 - loss 0.00003416 - time (sec): 0.52 - samples/sec: 4731.38 - lr: 0.000014 - momentum: 0.000000
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2024-11-27 20:32:47,943 epoch 149 - iter 5/9 - loss 0.00003860 - time (sec): 0.65 - samples/sec: 4617.23 - lr: 0.000014 - momentum: 0.000000
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2024-11-27 20:32:48,058 epoch 149 - iter 6/9 - loss 0.00003898 - time (sec): 0.76 - samples/sec: 4641.79 - lr: 0.000014 - momentum: 0.000000
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2024-11-27 20:32:48,222 epoch 149 - iter 7/9 - loss 0.00336258 - time (sec): 0.93 - samples/sec: 4584.70 - lr: 0.000014 - momentum: 0.000000
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2024-11-27 20:32:48,368 epoch 149 - iter 8/9 - loss 0.00299165 - time (sec): 1.07 - samples/sec: 4458.38 - lr: 0.000014 - momentum: 0.000000
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2024-11-27 20:32:48,507 epoch 149 - iter 9/9 - loss 0.00275220 - time (sec): 1.21 - samples/sec: 4295.10 - lr: 0.000014 - momentum: 0.000000
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2024-11-27 20:32:48,507 ----------------------------------------------------------------------------------------------------
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2024-11-27 20:32:48,507 EPOCH 149 done: loss 0.0028 - lr: 0.000014
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100%|██████████████████████████████████████████| 1/1 [00:00<00:00, 3.73it/s]
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100%|██████████████████████████████████████████| 1/1 [00:00<00:00, 3.73it/s]
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2024-11-27 20:32:48,794 DEV : loss 3.634815216064453 - f1-score (micro avg) 0.3694
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2024-11-27 20:32:48,795 ----------------------------------------------------------------------------------------------------
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2024-11-27 20:32:48,914 epoch 150 - iter 1/9 - loss 0.00002613 - time (sec): 0.12 - samples/sec: 5671.55 - lr: 0.000014 - momentum: 0.000000
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2024-11-27 20:32:49,073 epoch 150 - iter 2/9 - loss 0.00002653 - time (sec): 0.28 - samples/sec: 4539.97 - lr: 0.000014 - momentum: 0.000000
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2024-11-27 20:32:49,241 epoch 150 - iter 3/9 - loss 0.00002683 - time (sec): 0.44 - samples/sec: 4381.67 - lr: 0.000014 - momentum: 0.000000
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2024-11-27 20:32:49,408 epoch 150 - iter 4/9 - loss 0.00002512 - time (sec): 0.61 - samples/sec: 4046.26 - lr: 0.000014 - momentum: 0.000000
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2024-11-27 20:32:49,558 epoch 150 - iter 5/9 - loss 0.00002392 - time (sec): 0.76 - samples/sec: 4023.73 - lr: 0.000014 - momentum: 0.000000
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2024-11-27 20:32:49,727 epoch 150 - iter 6/9 - loss 0.00003199 - time (sec): 0.93 - samples/sec: 3939.39 - lr: 0.000014 - momentum: 0.000000
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2024-11-27 20:32:49,890 epoch 150 - iter 7/9 - loss 0.00003104 - time (sec): 1.09 - samples/sec: 3914.77 - lr: 0.000014 - momentum: 0.000000
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2024-11-27 20:32:50,043 epoch 150 - iter 8/9 - loss 0.00003093 - time (sec): 1.25 - samples/sec: 3740.71 - lr: 0.000014 - momentum: 0.000000
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2024-11-27 20:32:50,183 epoch 150 - iter 9/9 - loss 0.00002901 - time (sec): 1.39 - samples/sec: 3748.41 - lr: 0.000014 - momentum: 0.000000
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2024-11-27 20:32:50,183 ----------------------------------------------------------------------------------------------------
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2024-11-27 20:32:50,183 EPOCH 150 done: loss 0.0000 - lr: 0.000014
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100%|██████████████████████████████████████████| 1/1 [00:00<00:00, 6.65it/s]
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2024-11-27 20:32:50,354 DEV : loss 3.6325976848602295 - f1-score (micro avg) 0.3671
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2024-11-27 20:32:50,356 ----------------------------------------------------------------------------------------------------
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2024-11-27 20:32:50,449 epoch 151 - iter 1/9 - loss 0.00002614 - time (sec): 0.09 - samples/sec: 4869.73 - lr: 0.000014 - momentum: 0.000000
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2024-11-27 20:32:50,603 epoch 151 - iter 2/9 - loss 0.00003205 - time (sec): 0.25 - samples/sec: 4070.08 - lr: 0.000014 - momentum: 0.000000
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2024-11-27 20:32:50,759 epoch 151 - iter 3/9 - loss 0.00003646 - time (sec): 0.40 - samples/sec: 3941.96 - lr: 0.000014 - momentum: 0.000000
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2024-11-27 20:32:50,965 epoch 151 - iter 4/9 - loss 0.00003178 - time (sec): 0.61 - samples/sec: 3613.54 - lr: 0.000014 - momentum: 0.000000
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2024-11-27 20:32:51,114 epoch 151 - iter 5/9 - loss 0.00004171 - time (sec): 0.76 - samples/sec: 3668.53 - lr: 0.000014 - momentum: 0.000000
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2024-11-27 20:32:51,273 epoch 151 - iter 6/9 - loss 0.00003948 - time (sec): 0.92 - samples/sec: 3671.68 - lr: 0.000014 - momentum: 0.000000
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2024-11-27 20:32:51,434 epoch 151 - iter 7/9 - loss 0.00003484 - time (sec): 1.08 - samples/sec: 3735.77 - lr: 0.000014 - momentum: 0.000000
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2024-11-27 20:32:51,576 epoch 151 - iter 8/9 - loss 0.00003855 - time (sec): 1.22 - samples/sec: 3783.10 - lr: 0.000014 - momentum: 0.000000
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2024-11-27 20:32:51,743 epoch 151 - iter 9/9 - loss 0.00003915 - time (sec): 1.39 - samples/sec: 3750.03 - lr: 0.000014 - momentum: 0.000000
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2024-11-27 20:32:51,743 ----------------------------------------------------------------------------------------------------
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2024-11-27 20:32:51,743 EPOCH 151 done: loss 0.0000 - lr: 0.000014
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100%|██████████████████████████████████████████| 1/1 [00:00<00:00, 3.36it/s]
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2024-11-27 20:32:52,060 DEV : loss 3.63378643989563 - f1-score (micro avg) 0.3671
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2024-11-27 20:32:52,061 ----------------------------------------------------------------------------------------------------
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2024-11-27 20:32:52,375 epoch 152 - iter 1/9 - loss 0.00002760 - time (sec): 0.31 - samples/sec: 1891.29 - lr: 0.000014 - momentum: 0.000000
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2024-11-27 20:32:52,514 epoch 152 - iter 2/9 - loss 0.00002179 - time (sec): 0.45 - samples/sec: 2658.86 - lr: 0.000014 - momentum: 0.000000
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2024-11-27 20:32:52,662 epoch 152 - iter 3/9 - loss 0.00002194 - time (sec): 0.60 - samples/sec: 3059.48 - lr: 0.000014 - momentum: 0.000000
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2024-11-27 20:32:52,814 epoch 152 - iter 4/9 - loss 0.00002200 - time (sec): 0.75 - samples/sec: 3185.80 - lr: 0.000014 - momentum: 0.000000
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2024-11-27 20:32:52,960 epoch 152 - iter 5/9 - loss 0.00002147 - time (sec): 0.90 - samples/sec: 3273.09 - lr: 0.000014 - momentum: 0.000000
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2024-11-27 20:32:53,251 epoch 152 - iter 6/9 - loss 0.00203506 - time (sec): 1.19 - samples/sec: 3053.03 - lr: 0.000014 - momentum: 0.000000
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2024-11-27 20:32:53,379 epoch 152 - iter 7/9 - loss 0.00179231 - time (sec): 1.32 - samples/sec: 3134.99 - lr: 0.000013 - momentum: 0.000000
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2024-11-27 20:32:53,509 epoch 152 - iter 8/9 - loss 0.00157833 - time (sec): 1.45 - samples/sec: 3247.31 - lr: 0.000013 - momentum: 0.000000
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2024-11-27 20:32:53,652 epoch 152 - iter 9/9 - loss 0.00143028 - time (sec): 1.59 - samples/sec: 3269.68 - lr: 0.000013 - momentum: 0.000000
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2024-11-27 20:32:53,652 ----------------------------------------------------------------------------------------------------
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2024-11-27 20:32:53,652 EPOCH 152 done: loss 0.0014 - lr: 0.000013
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100%|██████████████████████████████████████████| 1/1 [00:00<00:00, 4.73it/s]
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2024-11-27 20:32:53,883 DEV : loss 3.6300904750823975 - f1-score (micro avg) 0.3694
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2024-11-27 20:32:53,884 ----------------------------------------------------------------------------------------------------
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2024-11-27 20:32:53,979 epoch 153 - iter 1/9 - loss 0.02443702 - time (sec): 0.09 - samples/sec: 5553.58 - lr: 0.000013 - momentum: 0.000000
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2024-11-27 20:32:54,127 epoch 153 - iter 2/9 - loss 0.01138142 - time (sec): 0.24 - samples/sec: 4623.88 - lr: 0.000013 - momentum: 0.000000
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2024-11-27 20:32:54,289 epoch 153 - iter 3/9 - loss 0.00773943 - time (sec): 0.40 - samples/sec: 4068.25 - lr: 0.000013 - momentum: 0.000000
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2024-11-27 20:32:54,440 epoch 153 - iter 4/9 - loss 0.00561922 - time (sec): 0.55 - samples/sec: 4078.96 - lr: 0.000013 - momentum: 0.000000
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2024-11-27 20:32:54,607 epoch 153 - iter 5/9 - loss 0.00445150 - time (sec): 0.72 - samples/sec: 3959.10 - lr: 0.000013 - momentum: 0.000000
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2024-11-27 20:32:54,943 epoch 153 - iter 6/9 - loss 0.00381451 - time (sec): 1.06 - samples/sec: 3157.00 - lr: 0.000013 - momentum: 0.000000
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2024-11-27 20:32:55,079 epoch 153 - iter 7/9 - loss 0.00315109 - time (sec): 1.19 - samples/sec: 3391.37 - lr: 0.000013 - momentum: 0.000000
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2024-11-27 20:32:55,209 epoch 153 - iter 8/9 - loss 0.00282795 - time (sec): 1.32 - samples/sec: 3409.27 - lr: 0.000013 - momentum: 0.000000
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2024-11-27 20:32:55,360 epoch 153 - iter 9/9 - loss 0.00245783 - time (sec): 1.47 - samples/sec: 3523.80 - lr: 0.000013 - momentum: 0.000000
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2024-11-27 20:32:55,361 ----------------------------------------------------------------------------------------------------
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2024-11-27 20:32:55,361 EPOCH 153 done: loss 0.0025 - lr: 0.000013
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100%|██████████████████████████████████████████| 1/1 [00:00<00:00, 5.24it/s]
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2024-11-27 20:32:55,571 DEV : loss 3.634286642074585 - f1-score (micro avg) 0.3766
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2024-11-27 20:32:55,572 ----------------------------------------------------------------------------------------------------
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2024-11-27 20:32:55,680 epoch 154 - iter 1/9 - loss 0.00003671 - time (sec): 0.11 - samples/sec: 5794.21 - lr: 0.000013 - momentum: 0.000000
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2024-11-27 20:32:55,813 epoch 154 - iter 2/9 - loss 0.00002749 - time (sec): 0.24 - samples/sec: 4459.85 - lr: 0.000013 - momentum: 0.000000
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2024-11-27 20:32:55,968 epoch 154 - iter 3/9 - loss 0.00003299 - time (sec): 0.39 - samples/sec: 4137.95 - lr: 0.000013 - momentum: 0.000000
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2024-11-27 20:32:56,130 epoch 154 - iter 4/9 - loss 0.00003004 - time (sec): 0.56 - samples/sec: 4115.99 - lr: 0.000013 - momentum: 0.000000
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2024-11-27 20:32:56,315 epoch 154 - iter 5/9 - loss 0.00002632 - time (sec): 0.74 - samples/sec: 4038.39 - lr: 0.000013 - momentum: 0.000000
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2024-11-27 20:32:56,475 epoch 154 - iter 6/9 - loss 0.00002461 - time (sec): 0.90 - samples/sec: 3899.51 - lr: 0.000013 - momentum: 0.000000
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2024-11-27 20:32:56,640 epoch 154 - iter 7/9 - loss 0.00002584 - time (sec): 1.07 - samples/sec: 3894.27 - lr: 0.000013 - momentum: 0.000000
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2024-11-27 20:32:56,788 epoch 154 - iter 8/9 - loss 0.00002650 - time (sec): 1.21 - samples/sec: 3847.09 - lr: 0.000013 - momentum: 0.000000
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2024-11-27 20:32:56,907 epoch 154 - iter 9/9 - loss 0.00002577 - time (sec): 1.33 - samples/sec: 3897.62 - lr: 0.000013 - momentum: 0.000000
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2024-11-27 20:32:56,907 ----------------------------------------------------------------------------------------------------
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2024-11-27 20:32:56,907 EPOCH 154 done: loss 0.0000 - lr: 0.000013
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100%|██████████████████████████████████████████| 1/1 [00:00<00:00, 4.05it/s]
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2024-11-27 20:32:57,173 DEV : loss 3.640815019607544 - f1-score (micro avg) 0.366
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2024-11-27 20:32:57,174 ----------------------------------------------------------------------------------------------------
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2024-11-27 20:32:57,275 epoch 155 - iter 1/9 - loss 0.00002131 - time (sec): 0.10 - samples/sec: 6791.45 - lr: 0.000013 - momentum: 0.000000
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2024-11-27 20:32:57,404 epoch 155 - iter 2/9 - loss 0.00002429 - time (sec): 0.23 - samples/sec: 5357.34 - lr: 0.000013 - momentum: 0.000000
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2024-11-27 20:32:57,553 epoch 155 - iter 3/9 - loss 0.00002140 - time (sec): 0.38 - samples/sec: 4784.91 - lr: 0.000013 - momentum: 0.000000
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2024-11-27 20:32:57,750 epoch 155 - iter 4/9 - loss 0.00002274 - time (sec): 0.57 - samples/sec: 4217.81 - lr: 0.000013 - momentum: 0.000000
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2024-11-27 20:32:57,920 epoch 155 - iter 5/9 - loss 0.00002101 - time (sec): 0.74 - samples/sec: 3974.56 - lr: 0.000013 - momentum: 0.000000
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2024-11-27 20:32:58,067 epoch 155 - iter 6/9 - loss 0.00002290 - time (sec): 0.89 - samples/sec: 3920.68 - lr: 0.000013 - momentum: 0.000000
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2024-11-27 20:32:58,242 epoch 155 - iter 7/9 - loss 0.00002582 - time (sec): 1.07 - samples/sec: 3867.42 - lr: 0.000013 - momentum: 0.000000
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2024-11-27 20:32:58,431 epoch 155 - iter 8/9 - loss 0.00002539 - time (sec): 1.26 - samples/sec: 3704.51 - lr: 0.000013 - momentum: 0.000000
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2024-11-27 20:32:58,583 epoch 155 - iter 9/9 - loss 0.00002665 - time (sec): 1.41 - samples/sec: 3691.28 - lr: 0.000013 - momentum: 0.000000
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2024-11-27 20:32:58,584 ----------------------------------------------------------------------------------------------------
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2024-11-27 20:32:58,584 EPOCH 155 done: loss 0.0000 - lr: 0.000013
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100%|██████████████████████████████████████████| 1/1 [00:00<00:00, 4.71it/s]
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2024-11-27 20:32:58,816 DEV : loss 3.6449172496795654 - f1-score (micro avg) 0.366
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2024-11-27 20:32:58,817 ----------------------------------------------------------------------------------------------------
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2024-11-27 20:32:58,910 epoch 156 - iter 1/9 - loss 0.00001367 - time (sec): 0.09 - samples/sec: 5047.31 - lr: 0.000013 - momentum: 0.000000
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2024-11-27 20:32:59,081 epoch 156 - iter 2/9 - loss 0.00002442 - time (sec): 0.26 - samples/sec: 4597.42 - lr: 0.000013 - momentum: 0.000000
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2024-11-27 20:32:59,247 epoch 156 - iter 3/9 - loss 0.00002359 - time (sec): 0.43 - samples/sec: 4180.20 - lr: 0.000013 - momentum: 0.000000
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2024-11-27 20:32:59,389 epoch 156 - iter 4/9 - loss 0.00002301 - time (sec): 0.57 - samples/sec: 4146.62 - lr: 0.000013 - momentum: 0.000000
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2024-11-27 20:32:59,537 epoch 156 - iter 5/9 - loss 0.00002042 - time (sec): 0.72 - samples/sec: 4107.69 - lr: 0.000013 - momentum: 0.000000
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2024-11-27 20:32:59,693 epoch 156 - iter 6/9 - loss 0.00396493 - time (sec): 0.88 - samples/sec: 4133.21 - lr: 0.000013 - momentum: 0.000000
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2024-11-27 20:32:59,858 epoch 156 - iter 7/9 - loss 0.00347272 - time (sec): 1.04 - samples/sec: 3975.64 - lr: 0.000013 - momentum: 0.000000
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2024-11-27 20:33:00,024 epoch 156 - iter 8/9 - loss 0.00301327 - time (sec): 1.21 - samples/sec: 3953.73 - lr: 0.000013 - momentum: 0.000000
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2024-11-27 20:33:00,160 epoch 156 - iter 9/9 - loss 0.00276791 - time (sec): 1.34 - samples/sec: 3872.46 - lr: 0.000013 - momentum: 0.000000
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2024-11-27 20:33:00,160 ----------------------------------------------------------------------------------------------------
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2024-11-27 20:33:00,160 EPOCH 156 done: loss 0.0028 - lr: 0.000013
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100%|██████████████████████████████████████████| 1/1 [00:00<00:00, 6.42it/s]
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2024-11-27 20:33:00,336 DEV : loss 3.6370391845703125 - f1-score (micro avg) 0.366
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2024-11-27 20:33:00,338 ----------------------------------------------------------------------------------------------------
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2024-11-27 20:33:00,437 epoch 157 - iter 1/9 - loss 0.00001517 - time (sec): 0.10 - samples/sec: 4969.60 - lr: 0.000013 - momentum: 0.000000
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2024-11-27 20:33:00,574 epoch 157 - iter 2/9 - loss 0.00001406 - time (sec): 0.24 - samples/sec: 4487.68 - lr: 0.000013 - momentum: 0.000000
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2024-11-27 20:33:00,712 epoch 157 - iter 3/9 - loss 0.00001560 - time (sec): 0.37 - samples/sec: 4467.11 - lr: 0.000013 - momentum: 0.000000
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2024-11-27 20:33:00,869 epoch 157 - iter 4/9 - loss 0.00001659 - time (sec): 0.53 - samples/sec: 4074.98 - lr: 0.000013 - momentum: 0.000000
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2024-11-27 20:33:01,060 epoch 157 - iter 5/9 - loss 0.00001538 - time (sec): 0.72 - samples/sec: 3810.48 - lr: 0.000013 - momentum: 0.000000
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2024-11-27 20:33:01,288 epoch 157 - iter 6/9 - loss 0.00001677 - time (sec): 0.95 - samples/sec: 3545.34 - lr: 0.000012 - momentum: 0.000000
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2024-11-27 20:33:01,463 epoch 157 - iter 7/9 - loss 0.00002055 - time (sec): 1.12 - samples/sec: 3541.18 - lr: 0.000012 - momentum: 0.000000
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2024-11-27 20:33:01,633 epoch 157 - iter 8/9 - loss 0.00001987 - time (sec): 1.29 - samples/sec: 3590.66 - lr: 0.000012 - momentum: 0.000000
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2024-11-27 20:33:01,786 epoch 157 - iter 9/9 - loss 0.00001913 - time (sec): 1.45 - samples/sec: 3590.95 - lr: 0.000012 - momentum: 0.000000
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2024-11-27 20:33:01,786 ----------------------------------------------------------------------------------------------------
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2024-11-27 20:33:01,786 EPOCH 157 done: loss 0.0000 - lr: 0.000012
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100%|██████████████████████████████████████████| 1/1 [00:00<00:00, 6.15it/s]
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2024-11-27 20:33:01,968 DEV : loss 3.632692337036133 - f1-score (micro avg) 0.366
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2024-11-27 20:33:01,969 ----------------------------------------------------------------------------------------------------
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2024-11-27 20:33:02,073 epoch 158 - iter 1/9 - loss 0.00003184 - time (sec): 0.10 - samples/sec: 5731.06 - lr: 0.000012 - momentum: 0.000000
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2024-11-27 20:33:02,212 epoch 158 - iter 2/9 - loss 0.00002264 - time (sec): 0.24 - samples/sec: 4887.14 - lr: 0.000012 - momentum: 0.000000
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2024-11-27 20:33:02,369 epoch 158 - iter 3/9 - loss 0.00002295 - time (sec): 0.40 - samples/sec: 4362.15 - lr: 0.000012 - momentum: 0.000000
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2024-11-27 20:33:02,556 epoch 158 - iter 4/9 - loss 0.00002636 - time (sec): 0.59 - samples/sec: 3953.40 - lr: 0.000012 - momentum: 0.000000
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2024-11-27 20:33:02,743 epoch 158 - iter 5/9 - loss 0.00002713 - time (sec): 0.77 - samples/sec: 3915.65 - lr: 0.000012 - momentum: 0.000000
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2024-11-27 20:33:02,991 epoch 158 - iter 6/9 - loss 0.00002537 - time (sec): 1.02 - samples/sec: 3575.95 - lr: 0.000012 - momentum: 0.000000
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2024-11-27 20:33:03,174 epoch 158 - iter 7/9 - loss 0.00002309 - time (sec): 1.20 - samples/sec: 3473.76 - lr: 0.000012 - momentum: 0.000000
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2024-11-27 20:33:03,326 epoch 158 - iter 8/9 - loss 0.00002213 - time (sec): 1.36 - samples/sec: 3439.00 - lr: 0.000012 - momentum: 0.000000
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2024-11-27 20:33:03,474 epoch 158 - iter 9/9 - loss 0.00002383 - time (sec): 1.50 - samples/sec: 3456.64 - lr: 0.000012 - momentum: 0.000000
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2024-11-27 20:33:03,474 ----------------------------------------------------------------------------------------------------
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2024-11-27 20:33:03,474 EPOCH 158 done: loss 0.0000 - lr: 0.000012
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100%|██████████████████████████████████████████| 1/1 [00:00<00:00, 5.99it/s]
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2024-11-27 20:33:03,660 DEV : loss 3.63285493850708 - f1-score (micro avg) 0.3636
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2024-11-27 20:33:03,661 ----------------------------------------------------------------------------------------------------
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2024-11-27 20:33:03,763 epoch 159 - iter 1/9 - loss 0.00001349 - time (sec): 0.10 - samples/sec: 6054.26 - lr: 0.000012 - momentum: 0.000000
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2024-11-27 20:33:03,937 epoch 159 - iter 2/9 - loss 0.00001992 - time (sec): 0.28 - samples/sec: 4661.32 - lr: 0.000012 - momentum: 0.000000
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2024-11-27 20:33:04,105 epoch 159 - iter 3/9 - loss 0.00002016 - time (sec): 0.44 - samples/sec: 3915.74 - lr: 0.000012 - momentum: 0.000000
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2024-11-27 20:33:04,257 epoch 159 - iter 4/9 - loss 0.00002793 - time (sec): 0.59 - samples/sec: 3937.85 - lr: 0.000012 - momentum: 0.000000
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2024-11-27 20:33:04,404 epoch 159 - iter 5/9 - loss 0.00002630 - time (sec): 0.74 - samples/sec: 3907.89 - lr: 0.000012 - momentum: 0.000000
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2024-11-27 20:33:04,556 epoch 159 - iter 6/9 - loss 0.00002325 - time (sec): 0.89 - samples/sec: 3999.51 - lr: 0.000012 - momentum: 0.000000
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2024-11-27 20:33:04,721 epoch 159 - iter 7/9 - loss 0.00002304 - time (sec): 1.06 - samples/sec: 3872.50 - lr: 0.000012 - momentum: 0.000000
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2024-11-27 20:33:04,860 epoch 159 - iter 8/9 - loss 0.00002367 - time (sec): 1.20 - samples/sec: 3893.13 - lr: 0.000012 - momentum: 0.000000
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2024-11-27 20:33:05,021 epoch 159 - iter 9/9 - loss 0.00002743 - time (sec): 1.36 - samples/sec: 3826.53 - lr: 0.000012 - momentum: 0.000000
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2024-11-27 20:33:05,021 ----------------------------------------------------------------------------------------------------
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2024-11-27 20:33:05,021 EPOCH 159 done: loss 0.0000 - lr: 0.000012
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100%|██████████████████████████████████████████| 1/1 [00:00<00:00, 5.70it/s]
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2024-11-27 20:33:05,216 DEV : loss 3.635685443878174 - f1-score (micro avg) 0.3636
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2024-11-27 20:33:05,217 ----------------------------------------------------------------------------------------------------
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2024-11-27 20:33:05,314 epoch 160 - iter 1/9 - loss 0.00005091 - time (sec): 0.10 - samples/sec: 5929.56 - lr: 0.000012 - momentum: 0.000000
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2024-11-27 20:33:05,459 epoch 160 - iter 2/9 - loss 0.00003258 - time (sec): 0.24 - samples/sec: 4735.93 - lr: 0.000012 - momentum: 0.000000
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2024-11-27 20:33:05,695 epoch 160 - iter 3/9 - loss 0.00002903 - time (sec): 0.48 - samples/sec: 3499.51 - lr: 0.000012 - momentum: 0.000000
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2024-11-27 20:33:05,846 epoch 160 - iter 4/9 - loss 0.00004471 - time (sec): 0.63 - samples/sec: 3696.51 - lr: 0.000012 - momentum: 0.000000
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2024-11-27 20:33:05,987 epoch 160 - iter 5/9 - loss 0.00003999 - time (sec): 0.77 - samples/sec: 3837.91 - lr: 0.000012 - momentum: 0.000000
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2024-11-27 20:33:06,123 epoch 160 - iter 6/9 - loss 0.00003815 - time (sec): 0.91 - samples/sec: 3837.65 - lr: 0.000012 - momentum: 0.000000
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2024-11-27 20:33:06,339 epoch 160 - iter 7/9 - loss 0.00385178 - time (sec): 1.12 - samples/sec: 3735.37 - lr: 0.000012 - momentum: 0.000000
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2024-11-27 20:33:06,530 epoch 160 - iter 8/9 - loss 0.00345337 - time (sec): 1.31 - samples/sec: 3564.59 - lr: 0.000012 - momentum: 0.000000
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2024-11-27 20:33:06,657 epoch 160 - iter 9/9 - loss 0.00501345 - time (sec): 1.44 - samples/sec: 3610.90 - lr: 0.000012 - momentum: 0.000000
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2024-11-27 20:33:06,658 ----------------------------------------------------------------------------------------------------
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2024-11-27 20:33:06,658 EPOCH 160 done: loss 0.0050 - lr: 0.000012
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2024-11-27 20:33:06,825 DEV : loss 3.634061574935913 - f1-score (micro avg) 0.3766
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2024-11-27 20:33:06,826 ----------------------------------------------------------------------------------------------------
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2024-11-27 20:33:06,922 epoch 161 - iter 1/9 - loss 0.00003259 - time (sec): 0.09 - samples/sec: 5985.56 - lr: 0.000012 - momentum: 0.000000
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2024-11-27 20:33:07,054 epoch 161 - iter 2/9 - loss 0.00003700 - time (sec): 0.23 - samples/sec: 4731.75 - lr: 0.000012 - momentum: 0.000000
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2024-11-27 20:33:07,215 epoch 161 - iter 3/9 - loss 0.00003133 - time (sec): 0.39 - samples/sec: 4515.25 - lr: 0.000012 - momentum: 0.000000
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2024-11-27 20:33:07,350 epoch 161 - iter 4/9 - loss 0.00002915 - time (sec): 0.52 - samples/sec: 4328.09 - lr: 0.000012 - momentum: 0.000000
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2024-11-27 20:33:07,630 epoch 161 - iter 5/9 - loss 0.00002527 - time (sec): 0.80 - samples/sec: 3779.88 - lr: 0.000012 - momentum: 0.000000
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2024-11-27 20:33:07,763 epoch 161 - iter 6/9 - loss 0.00002487 - time (sec): 0.94 - samples/sec: 3765.59 - lr: 0.000012 - momentum: 0.000000
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2024-11-27 20:33:07,904 epoch 161 - iter 7/9 - loss 0.00002382 - time (sec): 1.08 - samples/sec: 3840.22 - lr: 0.000012 - momentum: 0.000000
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2024-11-27 20:33:08,056 epoch 161 - iter 8/9 - loss 0.00002310 - time (sec): 1.23 - samples/sec: 3797.82 - lr: 0.000012 - momentum: 0.000000
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2024-11-27 20:33:08,195 epoch 161 - iter 9/9 - loss 0.00002300 - time (sec): 1.37 - samples/sec: 3799.56 - lr: 0.000012 - momentum: 0.000000
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2024-11-27 20:33:08,195 ----------------------------------------------------------------------------------------------------
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2024-11-27 20:33:08,195 EPOCH 161 done: loss 0.0000 - lr: 0.000012
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2024-11-27 20:33:08,399 DEV : loss 3.6327648162841797 - f1-score (micro avg) 0.3766
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2024-11-27 20:33:08,400 ----------------------------------------------------------------------------------------------------
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2024-11-27 20:33:08,497 epoch 162 - iter 1/9 - loss 0.00123379 - time (sec): 0.10 - samples/sec: 5666.28 - lr: 0.000012 - momentum: 0.000000
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2024-11-27 20:33:08,648 epoch 162 - iter 2/9 - loss 0.00064434 - time (sec): 0.25 - samples/sec: 4291.42 - lr: 0.000012 - momentum: 0.000000
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2024-11-27 20:33:08,783 epoch 162 - iter 3/9 - loss 0.00044021 - time (sec): 0.38 - samples/sec: 4114.15 - lr: 0.000012 - momentum: 0.000000
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2024-11-27 20:33:08,944 epoch 162 - iter 4/9 - loss 0.00032408 - time (sec): 0.54 - samples/sec: 3979.79 - lr: 0.000012 - momentum: 0.000000
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2024-11-27 20:33:09,104 epoch 162 - iter 5/9 - loss 0.00025104 - time (sec): 0.70 - samples/sec: 4013.25 - lr: 0.000011 - momentum: 0.000000
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2024-11-27 20:33:09,254 epoch 162 - iter 6/9 - loss 0.00020689 - time (sec): 0.85 - samples/sec: 4064.89 - lr: 0.000011 - momentum: 0.000000
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2024-11-27 20:33:09,398 epoch 162 - iter 7/9 - loss 0.00017782 - time (sec): 1.00 - samples/sec: 4166.16 - lr: 0.000011 - momentum: 0.000000
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2024-11-27 20:33:09,535 epoch 162 - iter 8/9 - loss 0.00016166 - time (sec): 1.13 - samples/sec: 4086.04 - lr: 0.000011 - momentum: 0.000000
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2024-11-27 20:33:09,671 epoch 162 - iter 9/9 - loss 0.00014609 - time (sec): 1.27 - samples/sec: 4094.63 - lr: 0.000011 - momentum: 0.000000
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2024-11-27 20:33:09,671 ----------------------------------------------------------------------------------------------------
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2024-11-27 20:33:09,671 EPOCH 162 done: loss 0.0001 - lr: 0.000011
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2024-11-27 20:33:09,842 DEV : loss 3.6377456188201904 - f1-score (micro avg) 0.3484
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2024-11-27 20:33:09,843 ----------------------------------------------------------------------------------------------------
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2024-11-27 20:33:09,960 epoch 163 - iter 1/9 - loss 0.00001358 - time (sec): 0.12 - samples/sec: 6755.08 - lr: 0.000011 - momentum: 0.000000
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2024-11-27 20:33:10,117 epoch 163 - iter 2/9 - loss 0.00001941 - time (sec): 0.27 - samples/sec: 4799.96 - lr: 0.000011 - momentum: 0.000000
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2024-11-27 20:33:10,258 epoch 163 - iter 3/9 - loss 0.00001831 - time (sec): 0.41 - samples/sec: 4438.50 - lr: 0.000011 - momentum: 0.000000
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2024-11-27 20:33:10,382 epoch 163 - iter 4/9 - loss 0.00002094 - time (sec): 0.54 - samples/sec: 4487.46 - lr: 0.000011 - momentum: 0.000000
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2024-11-27 20:33:10,709 epoch 163 - iter 5/9 - loss 0.00005843 - time (sec): 0.86 - samples/sec: 3571.11 - lr: 0.000011 - momentum: 0.000000
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2024-11-27 20:33:10,877 epoch 163 - iter 6/9 - loss 0.00005142 - time (sec): 1.03 - samples/sec: 3647.90 - lr: 0.000011 - momentum: 0.000000
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2024-11-27 20:33:11,093 epoch 163 - iter 7/9 - loss 0.00004709 - time (sec): 1.25 - samples/sec: 3438.24 - lr: 0.000011 - momentum: 0.000000
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2024-11-27 20:33:11,331 epoch 163 - iter 8/9 - loss 0.00004426 - time (sec): 1.49 - samples/sec: 3196.88 - lr: 0.000011 - momentum: 0.000000
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2024-11-27 20:33:11,460 epoch 163 - iter 9/9 - loss 0.00004690 - time (sec): 1.62 - samples/sec: 3216.33 - lr: 0.000011 - momentum: 0.000000
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2024-11-27 20:33:11,460 ----------------------------------------------------------------------------------------------------
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2024-11-27 20:33:11,461 EPOCH 163 done: loss 0.0000 - lr: 0.000011
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2024-11-27 20:33:11,617 DEV : loss 3.6343374252319336 - f1-score (micro avg) 0.3636
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2024-11-27 20:33:11,618 ----------------------------------------------------------------------------------------------------
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2024-11-27 20:33:11,766 epoch 164 - iter 1/9 - loss 0.00001312 - time (sec): 0.15 - samples/sec: 3437.42 - lr: 0.000011 - momentum: 0.000000
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2024-11-27 20:33:11,967 epoch 164 - iter 2/9 - loss 0.00001535 - time (sec): 0.35 - samples/sec: 3186.58 - lr: 0.000011 - momentum: 0.000000
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2024-11-27 20:33:12,099 epoch 164 - iter 3/9 - loss 0.00002801 - time (sec): 0.48 - samples/sec: 3440.52 - lr: 0.000011 - momentum: 0.000000
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2024-11-27 20:33:12,245 epoch 164 - iter 4/9 - loss 0.00003322 - time (sec): 0.63 - samples/sec: 3690.52 - lr: 0.000011 - momentum: 0.000000
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2024-11-27 20:33:12,417 epoch 164 - iter 5/9 - loss 0.00003388 - time (sec): 0.80 - samples/sec: 3606.37 - lr: 0.000011 - momentum: 0.000000
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2024-11-27 20:33:12,667 epoch 164 - iter 6/9 - loss 0.00003645 - time (sec): 1.05 - samples/sec: 3221.53 - lr: 0.000011 - momentum: 0.000000
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2024-11-27 20:33:12,799 epoch 164 - iter 7/9 - loss 0.00003373 - time (sec): 1.18 - samples/sec: 3353.28 - lr: 0.000011 - momentum: 0.000000
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2024-11-27 20:33:12,924 epoch 164 - iter 8/9 - loss 0.00003290 - time (sec): 1.30 - samples/sec: 3454.94 - lr: 0.000011 - momentum: 0.000000
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2024-11-27 20:33:13,063 epoch 164 - iter 9/9 - loss 0.00004277 - time (sec): 1.44 - samples/sec: 3598.13 - lr: 0.000011 - momentum: 0.000000
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2024-11-27 20:33:13,064 ----------------------------------------------------------------------------------------------------
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2024-11-27 20:33:13,064 EPOCH 164 done: loss 0.0000 - lr: 0.000011
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2024-11-27 20:33:13,261 DEV : loss 3.6321775913238525 - f1-score (micro avg) 0.3544
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2024-11-27 20:33:13,262 ----------------------------------------------------------------------------------------------------
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2024-11-27 20:33:13,369 epoch 165 - iter 1/9 - loss 0.00002533 - time (sec): 0.11 - samples/sec: 7167.35 - lr: 0.000011 - momentum: 0.000000
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2024-11-27 20:33:13,512 epoch 165 - iter 2/9 - loss 0.00003923 - time (sec): 0.25 - samples/sec: 5842.00 - lr: 0.000011 - momentum: 0.000000
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2024-11-27 20:33:13,687 epoch 165 - iter 3/9 - loss 0.00003465 - time (sec): 0.42 - samples/sec: 4531.75 - lr: 0.000011 - momentum: 0.000000
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2024-11-27 20:33:13,866 epoch 165 - iter 4/9 - loss 0.00003078 - time (sec): 0.60 - samples/sec: 4261.88 - lr: 0.000011 - momentum: 0.000000
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2024-11-27 20:33:14,003 epoch 165 - iter 5/9 - loss 0.00003318 - time (sec): 0.74 - samples/sec: 4198.48 - lr: 0.000011 - momentum: 0.000000
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2024-11-27 20:33:14,125 epoch 165 - iter 6/9 - loss 0.00003197 - time (sec): 0.86 - samples/sec: 4271.64 - lr: 0.000011 - momentum: 0.000000
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2024-11-27 20:33:14,272 epoch 165 - iter 7/9 - loss 0.00002903 - time (sec): 1.01 - samples/sec: 4264.43 - lr: 0.000011 - momentum: 0.000000
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2024-11-27 20:33:14,401 epoch 165 - iter 8/9 - loss 0.00027816 - time (sec): 1.14 - samples/sec: 4242.67 - lr: 0.000011 - momentum: 0.000000
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2024-11-27 20:33:14,524 epoch 165 - iter 9/9 - loss 0.00025969 - time (sec): 1.26 - samples/sec: 4121.63 - lr: 0.000011 - momentum: 0.000000
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2024-11-27 20:33:14,524 ----------------------------------------------------------------------------------------------------
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2024-11-27 20:33:14,524 EPOCH 165 done: loss 0.0003 - lr: 0.000011
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2024-11-27 20:33:14,703 DEV : loss 3.6271090507507324 - f1-score (micro avg) 0.3567
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2024-11-27 20:33:14,705 ----------------------------------------------------------------------------------------------------
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2024-11-27 20:33:14,799 epoch 166 - iter 1/9 - loss 0.00004538 - time (sec): 0.09 - samples/sec: 5219.30 - lr: 0.000011 - momentum: 0.000000
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2024-11-27 20:33:14,940 epoch 166 - iter 2/9 - loss 0.00002970 - time (sec): 0.23 - samples/sec: 4577.41 - lr: 0.000011 - momentum: 0.000000
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2024-11-27 20:33:15,085 epoch 166 - iter 3/9 - loss 0.00003652 - time (sec): 0.38 - samples/sec: 4093.80 - lr: 0.000011 - momentum: 0.000000
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2024-11-27 20:33:15,232 epoch 166 - iter 4/9 - loss 0.00003661 - time (sec): 0.53 - samples/sec: 3928.92 - lr: 0.000011 - momentum: 0.000000
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2024-11-27 20:33:15,376 epoch 166 - iter 5/9 - loss 0.00003025 - time (sec): 0.67 - samples/sec: 4081.33 - lr: 0.000011 - momentum: 0.000000
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2024-11-27 20:33:15,507 epoch 166 - iter 6/9 - loss 0.00002894 - time (sec): 0.80 - samples/sec: 4178.10 - lr: 0.000011 - momentum: 0.000000
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2024-11-27 20:33:15,655 epoch 166 - iter 7/9 - loss 0.00002675 - time (sec): 0.95 - samples/sec: 4164.07 - lr: 0.000011 - momentum: 0.000000
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2024-11-27 20:33:15,818 epoch 166 - iter 8/9 - loss 0.00002603 - time (sec): 1.11 - samples/sec: 4086.36 - lr: 0.000011 - momentum: 0.000000
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2024-11-27 20:33:15,977 epoch 166 - iter 9/9 - loss 0.00002391 - time (sec): 1.27 - samples/sec: 4087.27 - lr: 0.000011 - momentum: 0.000000
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2024-11-27 20:33:15,977 ----------------------------------------------------------------------------------------------------
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2024-11-27 20:33:15,978 EPOCH 166 done: loss 0.0000 - lr: 0.000011
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2024-11-27 20:33:16,177 DEV : loss 3.6283810138702393 - f1-score (micro avg) 0.3648
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2024-11-27 20:33:16,178 ----------------------------------------------------------------------------------------------------
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2024-11-27 20:33:16,278 epoch 167 - iter 1/9 - loss 0.00001689 - time (sec): 0.10 - samples/sec: 4939.37 - lr: 0.000011 - momentum: 0.000000
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2024-11-27 20:33:16,442 epoch 167 - iter 2/9 - loss 0.00002711 - time (sec): 0.26 - samples/sec: 4346.98 - lr: 0.000011 - momentum: 0.000000
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2024-11-27 20:33:16,599 epoch 167 - iter 3/9 - loss 0.00002217 - time (sec): 0.42 - samples/sec: 4357.00 - lr: 0.000011 - momentum: 0.000000
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2024-11-27 20:33:16,806 epoch 167 - iter 4/9 - loss 0.00002149 - time (sec): 0.63 - samples/sec: 3840.37 - lr: 0.000010 - momentum: 0.000000
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2024-11-27 20:33:16,969 epoch 167 - iter 5/9 - loss 0.00002060 - time (sec): 0.79 - samples/sec: 3814.98 - lr: 0.000010 - momentum: 0.000000
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2024-11-27 20:33:17,152 epoch 167 - iter 6/9 - loss 0.00001996 - time (sec): 0.97 - samples/sec: 3641.61 - lr: 0.000010 - momentum: 0.000000
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2024-11-27 20:33:17,324 epoch 167 - iter 7/9 - loss 0.00001914 - time (sec): 1.14 - samples/sec: 3601.62 - lr: 0.000010 - momentum: 0.000000
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2024-11-27 20:33:17,481 epoch 167 - iter 8/9 - loss 0.00001932 - time (sec): 1.30 - samples/sec: 3574.56 - lr: 0.000010 - momentum: 0.000000
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2024-11-27 20:33:17,613 epoch 167 - iter 9/9 - loss 0.00001931 - time (sec): 1.43 - samples/sec: 3624.66 - lr: 0.000010 - momentum: 0.000000
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2024-11-27 20:33:17,614 ----------------------------------------------------------------------------------------------------
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2024-11-27 20:33:17,614 EPOCH 167 done: loss 0.0000 - lr: 0.000010
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2024-11-27 20:33:17,765 DEV : loss 3.631713390350342 - f1-score (micro avg) 0.3648
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2024-11-27 20:33:17,766 ----------------------------------------------------------------------------------------------------
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2024-11-27 20:33:17,865 epoch 168 - iter 1/9 - loss 0.00001388 - time (sec): 0.10 - samples/sec: 5157.09 - lr: 0.000010 - momentum: 0.000000
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2024-11-27 20:33:18,053 epoch 168 - iter 2/9 - loss 0.00001464 - time (sec): 0.29 - samples/sec: 3580.32 - lr: 0.000010 - momentum: 0.000000
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2024-11-27 20:33:18,262 epoch 168 - iter 3/9 - loss 0.00001516 - time (sec): 0.50 - samples/sec: 3281.55 - lr: 0.000010 - momentum: 0.000000
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2024-11-27 20:33:18,423 epoch 168 - iter 4/9 - loss 0.00001263 - time (sec): 0.66 - samples/sec: 3347.64 - lr: 0.000010 - momentum: 0.000000
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2024-11-27 20:33:18,563 epoch 168 - iter 5/9 - loss 0.00001395 - time (sec): 0.80 - samples/sec: 3533.27 - lr: 0.000010 - momentum: 0.000000
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2024-11-27 20:33:18,710 epoch 168 - iter 6/9 - loss 0.00001438 - time (sec): 0.94 - samples/sec: 3614.73 - lr: 0.000010 - momentum: 0.000000
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2024-11-27 20:33:18,884 epoch 168 - iter 7/9 - loss 0.00002026 - time (sec): 1.12 - samples/sec: 3655.43 - lr: 0.000010 - momentum: 0.000000
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2024-11-27 20:33:19,063 epoch 168 - iter 8/9 - loss 0.00002081 - time (sec): 1.30 - samples/sec: 3581.13 - lr: 0.000010 - momentum: 0.000000
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2024-11-27 20:33:19,228 epoch 168 - iter 9/9 - loss 0.00002025 - time (sec): 1.46 - samples/sec: 3556.49 - lr: 0.000010 - momentum: 0.000000
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2024-11-27 20:33:19,229 ----------------------------------------------------------------------------------------------------
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2024-11-27 20:33:19,229 EPOCH 168 done: loss 0.0000 - lr: 0.000010
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2024-11-27 20:33:19,385 DEV : loss 3.635556697845459 - f1-score (micro avg) 0.3648
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2024-11-27 20:33:19,386 ----------------------------------------------------------------------------------------------------
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2024-11-27 20:33:19,487 epoch 169 - iter 1/9 - loss 0.00001328 - time (sec): 0.10 - samples/sec: 5624.04 - lr: 0.000010 - momentum: 0.000000
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2024-11-27 20:33:19,649 epoch 169 - iter 2/9 - loss 0.00001685 - time (sec): 0.26 - samples/sec: 4642.78 - lr: 0.000010 - momentum: 0.000000
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2024-11-27 20:33:19,851 epoch 169 - iter 3/9 - loss 0.00002123 - time (sec): 0.46 - samples/sec: 4032.51 - lr: 0.000010 - momentum: 0.000000
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2024-11-27 20:33:20,031 epoch 169 - iter 4/9 - loss 0.00339497 - time (sec): 0.64 - samples/sec: 3741.02 - lr: 0.000010 - momentum: 0.000000
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2024-11-27 20:33:20,178 epoch 169 - iter 5/9 - loss 0.00267110 - time (sec): 0.79 - samples/sec: 3876.11 - lr: 0.000010 - momentum: 0.000000
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2024-11-27 20:33:20,347 epoch 169 - iter 6/9 - loss 0.00223237 - time (sec): 0.96 - samples/sec: 3833.01 - lr: 0.000010 - momentum: 0.000000
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2024-11-27 20:33:20,515 epoch 169 - iter 7/9 - loss 0.00192020 - time (sec): 1.13 - samples/sec: 3796.39 - lr: 0.000010 - momentum: 0.000000
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2024-11-27 20:33:20,677 epoch 169 - iter 8/9 - loss 0.00173500 - time (sec): 1.29 - samples/sec: 3681.62 - lr: 0.000010 - momentum: 0.000000
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2024-11-27 20:33:20,820 epoch 169 - iter 9/9 - loss 0.00158594 - time (sec): 1.43 - samples/sec: 3628.35 - lr: 0.000010 - momentum: 0.000000
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2024-11-27 20:33:20,820 ----------------------------------------------------------------------------------------------------
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2024-11-27 20:33:20,820 EPOCH 169 done: loss 0.0016 - lr: 0.000010
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2024-11-27 20:33:21,006 DEV : loss 3.635467290878296 - f1-score (micro avg) 0.3648
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2024-11-27 20:33:21,007 ----------------------------------------------------------------------------------------------------
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2024-11-27 20:33:21,107 epoch 170 - iter 1/9 - loss 0.00001688 - time (sec): 0.10 - samples/sec: 5666.84 - lr: 0.000010 - momentum: 0.000000
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2024-11-27 20:33:21,261 epoch 170 - iter 2/9 - loss 0.00001793 - time (sec): 0.25 - samples/sec: 4791.43 - lr: 0.000010 - momentum: 0.000000
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2024-11-27 20:33:21,427 epoch 170 - iter 3/9 - loss 0.00003131 - time (sec): 0.42 - samples/sec: 4085.58 - lr: 0.000010 - momentum: 0.000000
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2024-11-27 20:33:21,688 epoch 170 - iter 4/9 - loss 0.00002864 - time (sec): 0.68 - samples/sec: 3441.60 - lr: 0.000010 - momentum: 0.000000
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2024-11-27 20:33:21,840 epoch 170 - iter 5/9 - loss 0.00002718 - time (sec): 0.83 - samples/sec: 3619.30 - lr: 0.000010 - momentum: 0.000000
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2024-11-27 20:33:21,977 epoch 170 - iter 6/9 - loss 0.00003122 - time (sec): 0.97 - samples/sec: 3720.98 - lr: 0.000010 - momentum: 0.000000
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2024-11-27 20:33:22,138 epoch 170 - iter 7/9 - loss 0.00002938 - time (sec): 1.13 - samples/sec: 3612.37 - lr: 0.000010 - momentum: 0.000000
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2024-11-27 20:33:22,311 epoch 170 - iter 8/9 - loss 0.00003415 - time (sec): 1.30 - samples/sec: 3554.28 - lr: 0.000010 - momentum: 0.000000
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2024-11-27 20:33:22,483 epoch 170 - iter 9/9 - loss 0.00003152 - time (sec): 1.48 - samples/sec: 3523.02 - lr: 0.000010 - momentum: 0.000000
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2024-11-27 20:33:22,483 ----------------------------------------------------------------------------------------------------
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2024-11-27 20:33:22,483 EPOCH 170 done: loss 0.0000 - lr: 0.000010
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100%|██████████████████████████████████████████| 1/1 [00:00<00:00, 5.71it/s]
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2024-11-27 20:33:22,678 DEV : loss 3.6433393955230713 - f1-score (micro avg) 0.3625
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2024-11-27 20:33:22,679 ----------------------------------------------------------------------------------------------------
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2024-11-27 20:33:22,788 epoch 171 - iter 1/9 - loss 0.00002155 - time (sec): 0.11 - samples/sec: 6666.11 - lr: 0.000010 - momentum: 0.000000
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2024-11-27 20:33:22,931 epoch 171 - iter 2/9 - loss 0.00002293 - time (sec): 0.25 - samples/sec: 5202.20 - lr: 0.000010 - momentum: 0.000000
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2024-11-27 20:33:23,102 epoch 171 - iter 3/9 - loss 0.00002363 - time (sec): 0.42 - samples/sec: 4555.68 - lr: 0.000010 - momentum: 0.000000
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2024-11-27 20:33:23,331 epoch 171 - iter 4/9 - loss 0.00002501 - time (sec): 0.65 - samples/sec: 3650.22 - lr: 0.000010 - momentum: 0.000000
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2024-11-27 20:33:23,470 epoch 171 - iter 5/9 - loss 0.00002684 - time (sec): 0.79 - samples/sec: 3623.64 - lr: 0.000010 - momentum: 0.000000
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2024-11-27 20:33:23,611 epoch 171 - iter 6/9 - loss 0.00002380 - time (sec): 0.93 - samples/sec: 3689.40 - lr: 0.000010 - momentum: 0.000000
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2024-11-27 20:33:23,787 epoch 171 - iter 7/9 - loss 0.00002313 - time (sec): 1.11 - samples/sec: 3664.79 - lr: 0.000010 - momentum: 0.000000
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2024-11-27 20:33:23,960 epoch 171 - iter 8/9 - loss 0.00002131 - time (sec): 1.28 - samples/sec: 3650.70 - lr: 0.000010 - momentum: 0.000000
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2024-11-27 20:33:24,116 epoch 171 - iter 9/9 - loss 0.00093722 - time (sec): 1.44 - samples/sec: 3619.29 - lr: 0.000010 - momentum: 0.000000
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2024-11-27 20:33:24,117 ----------------------------------------------------------------------------------------------------
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2024-11-27 20:33:24,117 EPOCH 171 done: loss 0.0009 - lr: 0.000010
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100%|██████████████████████████████████████████| 1/1 [00:00<00:00, 6.49it/s]
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2024-11-27 20:33:24,290 DEV : loss 3.655240297317505 - f1-score (micro avg) 0.3625
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2024-11-27 20:33:24,291 ----------------------------------------------------------------------------------------------------
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2024-11-27 20:33:24,410 epoch 172 - iter 1/9 - loss 0.00006867 - time (sec): 0.12 - samples/sec: 5221.80 - lr: 0.000010 - momentum: 0.000000
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2024-11-27 20:33:24,569 epoch 172 - iter 2/9 - loss 0.00005796 - time (sec): 0.28 - samples/sec: 4263.05 - lr: 0.000010 - momentum: 0.000000
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2024-11-27 20:33:24,773 epoch 172 - iter 3/9 - loss 0.00004564 - time (sec): 0.48 - samples/sec: 3671.68 - lr: 0.000010 - momentum: 0.000000
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2024-11-27 20:33:24,913 epoch 172 - iter 4/9 - loss 0.00003889 - time (sec): 0.62 - samples/sec: 3900.46 - lr: 0.000009 - momentum: 0.000000
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2024-11-27 20:33:25,047 epoch 172 - iter 5/9 - loss 0.00003789 - time (sec): 0.75 - samples/sec: 3893.14 - lr: 0.000009 - momentum: 0.000000
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2024-11-27 20:33:25,223 epoch 172 - iter 6/9 - loss 0.00003437 - time (sec): 0.93 - samples/sec: 3660.96 - lr: 0.000009 - momentum: 0.000000
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2024-11-27 20:33:25,398 epoch 172 - iter 7/9 - loss 0.00003461 - time (sec): 1.11 - samples/sec: 3607.87 - lr: 0.000009 - momentum: 0.000000
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2024-11-27 20:33:25,548 epoch 172 - iter 8/9 - loss 0.00003157 - time (sec): 1.26 - samples/sec: 3709.24 - lr: 0.000009 - momentum: 0.000000
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2024-11-27 20:33:25,867 epoch 172 - iter 9/9 - loss 0.00003086 - time (sec): 1.57 - samples/sec: 3300.02 - lr: 0.000009 - momentum: 0.000000
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2024-11-27 20:33:25,868 ----------------------------------------------------------------------------------------------------
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2024-11-27 20:33:25,868 EPOCH 172 done: loss 0.0000 - lr: 0.000009
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100%|██████████████████████████████████████████| 1/1 [00:00<00:00, 6.58it/s]
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2024-11-27 20:33:26,039 DEV : loss 3.6651318073272705 - f1-score (micro avg) 0.3648
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2024-11-27 20:33:26,040 ----------------------------------------------------------------------------------------------------
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2024-11-27 20:33:26,130 epoch 173 - iter 1/9 - loss 0.00002409 - time (sec): 0.09 - samples/sec: 6027.03 - lr: 0.000009 - momentum: 0.000000
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2024-11-27 20:33:26,470 epoch 173 - iter 2/9 - loss 0.00001921 - time (sec): 0.43 - samples/sec: 2664.28 - lr: 0.000009 - momentum: 0.000000
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2024-11-27 20:33:26,602 epoch 173 - iter 3/9 - loss 0.00001889 - time (sec): 0.56 - samples/sec: 3019.69 - lr: 0.000009 - momentum: 0.000000
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2024-11-27 20:33:26,734 epoch 173 - iter 4/9 - loss 0.00001721 - time (sec): 0.69 - samples/sec: 3402.39 - lr: 0.000009 - momentum: 0.000000
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2024-11-27 20:33:26,871 epoch 173 - iter 5/9 - loss 0.00001696 - time (sec): 0.83 - samples/sec: 3406.23 - lr: 0.000009 - momentum: 0.000000
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2024-11-27 20:33:27,040 epoch 173 - iter 6/9 - loss 0.00001678 - time (sec): 1.00 - samples/sec: 3269.84 - lr: 0.000009 - momentum: 0.000000
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2024-11-27 20:33:27,242 epoch 173 - iter 7/9 - loss 0.00001695 - time (sec): 1.20 - samples/sec: 3176.59 - lr: 0.000009 - momentum: 0.000000
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2024-11-27 20:33:27,394 epoch 173 - iter 8/9 - loss 0.00001775 - time (sec): 1.35 - samples/sec: 3408.45 - lr: 0.000009 - momentum: 0.000000
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2024-11-27 20:33:27,550 epoch 173 - iter 9/9 - loss 0.00002162 - time (sec): 1.51 - samples/sec: 3444.98 - lr: 0.000009 - momentum: 0.000000
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2024-11-27 20:33:27,550 ----------------------------------------------------------------------------------------------------
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2024-11-27 20:33:27,550 EPOCH 173 done: loss 0.0000 - lr: 0.000009
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100%|██████████████████████████████████████████| 1/1 [00:00<00:00, 5.32it/s]
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2024-11-27 20:33:27,758 DEV : loss 3.669160842895508 - f1-score (micro avg) 0.3648
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2024-11-27 20:33:27,759 ----------------------------------------------------------------------------------------------------
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2024-11-27 20:33:27,858 epoch 174 - iter 1/9 - loss 0.00028818 - time (sec): 0.10 - samples/sec: 6343.16 - lr: 0.000009 - momentum: 0.000000
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2024-11-27 20:33:27,993 epoch 174 - iter 2/9 - loss 0.00017845 - time (sec): 0.23 - samples/sec: 4575.02 - lr: 0.000009 - momentum: 0.000000
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2024-11-27 20:33:28,130 epoch 174 - iter 3/9 - loss 0.00012691 - time (sec): 0.37 - samples/sec: 4358.90 - lr: 0.000009 - momentum: 0.000000
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2024-11-27 20:33:28,287 epoch 174 - iter 4/9 - loss 0.00010395 - time (sec): 0.53 - samples/sec: 4310.37 - lr: 0.000009 - momentum: 0.000000
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2024-11-27 20:33:28,461 epoch 174 - iter 5/9 - loss 0.00008769 - time (sec): 0.70 - samples/sec: 3936.79 - lr: 0.000009 - momentum: 0.000000
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2024-11-27 20:33:28,633 epoch 174 - iter 6/9 - loss 0.00007634 - time (sec): 0.87 - samples/sec: 3854.01 - lr: 0.000009 - momentum: 0.000000
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2024-11-27 20:33:28,802 epoch 174 - iter 7/9 - loss 0.00006718 - time (sec): 1.04 - samples/sec: 3804.50 - lr: 0.000009 - momentum: 0.000000
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2024-11-27 20:33:28,957 epoch 174 - iter 8/9 - loss 0.00006105 - time (sec): 1.20 - samples/sec: 3803.63 - lr: 0.000009 - momentum: 0.000000
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2024-11-27 20:33:29,119 epoch 174 - iter 9/9 - loss 0.00005493 - time (sec): 1.36 - samples/sec: 3824.89 - lr: 0.000009 - momentum: 0.000000
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2024-11-27 20:33:29,119 ----------------------------------------------------------------------------------------------------
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2024-11-27 20:33:29,119 EPOCH 174 done: loss 0.0001 - lr: 0.000009
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100%|██████████████████████████████████████████| 1/1 [00:00<00:00, 4.08it/s]
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100%|██████████████████████████████████████████| 1/1 [00:00<00:00, 4.08it/s]
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2024-11-27 20:33:29,383 DEV : loss 3.680607557296753 - f1-score (micro avg) 0.3648
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2024-11-27 20:33:29,385 ----------------------------------------------------------------------------------------------------
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2024-11-27 20:33:29,485 epoch 175 - iter 1/9 - loss 0.00001342 - time (sec): 0.10 - samples/sec: 5529.95 - lr: 0.000009 - momentum: 0.000000
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2024-11-27 20:33:29,628 epoch 175 - iter 2/9 - loss 0.00001524 - time (sec): 0.24 - samples/sec: 4609.26 - lr: 0.000009 - momentum: 0.000000
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2024-11-27 20:33:29,771 epoch 175 - iter 3/9 - loss 0.00002160 - time (sec): 0.39 - samples/sec: 4551.24 - lr: 0.000009 - momentum: 0.000000
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2024-11-27 20:33:29,950 epoch 175 - iter 4/9 - loss 0.00001846 - time (sec): 0.56 - samples/sec: 4048.70 - lr: 0.000009 - momentum: 0.000000
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2024-11-27 20:33:30,130 epoch 175 - iter 5/9 - loss 0.00001739 - time (sec): 0.74 - samples/sec: 3999.44 - lr: 0.000009 - momentum: 0.000000
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2024-11-27 20:33:30,299 epoch 175 - iter 6/9 - loss 0.00001870 - time (sec): 0.91 - samples/sec: 3849.45 - lr: 0.000009 - momentum: 0.000000
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2024-11-27 20:33:30,441 epoch 175 - iter 7/9 - loss 0.00013785 - time (sec): 1.06 - samples/sec: 3869.08 - lr: 0.000009 - momentum: 0.000000
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2024-11-27 20:33:30,598 epoch 175 - iter 8/9 - loss 0.00012642 - time (sec): 1.21 - samples/sec: 3765.32 - lr: 0.000009 - momentum: 0.000000
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2024-11-27 20:33:30,758 epoch 175 - iter 9/9 - loss 0.00011254 - time (sec): 1.37 - samples/sec: 3787.75 - lr: 0.000009 - momentum: 0.000000
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2024-11-27 20:33:30,758 ----------------------------------------------------------------------------------------------------
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2024-11-27 20:33:30,758 EPOCH 175 done: loss 0.0001 - lr: 0.000009
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100%|██████████████████████████████████████████| 1/1 [00:00<00:00, 5.82it/s]
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2024-11-27 20:33:30,949 DEV : loss 3.68860125541687 - f1-score (micro avg) 0.3694
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2024-11-27 20:33:30,950 ----------------------------------------------------------------------------------------------------
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2024-11-27 20:33:31,056 epoch 176 - iter 1/9 - loss 0.00001234 - time (sec): 0.10 - samples/sec: 6014.95 - lr: 0.000009 - momentum: 0.000000
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2024-11-27 20:33:31,195 epoch 176 - iter 2/9 - loss 0.00001325 - time (sec): 0.24 - samples/sec: 4824.45 - lr: 0.000009 - momentum: 0.000000
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2024-11-27 20:33:31,336 epoch 176 - iter 3/9 - loss 0.00001473 - time (sec): 0.38 - samples/sec: 4291.05 - lr: 0.000009 - momentum: 0.000000
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2024-11-27 20:33:31,488 epoch 176 - iter 4/9 - loss 0.00001858 - time (sec): 0.54 - samples/sec: 4129.11 - lr: 0.000009 - momentum: 0.000000
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2024-11-27 20:33:31,620 epoch 176 - iter 5/9 - loss 0.00001910 - time (sec): 0.67 - samples/sec: 4094.48 - lr: 0.000009 - momentum: 0.000000
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2024-11-27 20:33:31,748 epoch 176 - iter 6/9 - loss 0.00001775 - time (sec): 0.80 - samples/sec: 4110.20 - lr: 0.000009 - momentum: 0.000000
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2024-11-27 20:33:31,946 epoch 176 - iter 7/9 - loss 0.00001756 - time (sec): 0.99 - samples/sec: 4058.74 - lr: 0.000009 - momentum: 0.000000
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2024-11-27 20:33:32,090 epoch 176 - iter 8/9 - loss 0.00001682 - time (sec): 1.14 - samples/sec: 4038.73 - lr: 0.000009 - momentum: 0.000000
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2024-11-27 20:33:32,232 epoch 176 - iter 9/9 - loss 0.00001827 - time (sec): 1.28 - samples/sec: 4057.96 - lr: 0.000009 - momentum: 0.000000
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2024-11-27 20:33:32,232 ----------------------------------------------------------------------------------------------------
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2024-11-27 20:33:32,233 EPOCH 176 done: loss 0.0000 - lr: 0.000009
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100%|██████████████████████████████████████████| 1/1 [00:00<00:00, 4.69it/s]
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100%|██████████████████████████████████████████| 1/1 [00:00<00:00, 4.68it/s]
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2024-11-27 20:33:32,465 DEV : loss 3.6966233253479004 - f1-score (micro avg) 0.3718
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2024-11-27 20:33:32,466 ----------------------------------------------------------------------------------------------------
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2024-11-27 20:33:32,573 epoch 177 - iter 1/9 - loss 0.00003322 - time (sec): 0.11 - samples/sec: 5932.00 - lr: 0.000009 - momentum: 0.000000
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2024-11-27 20:33:32,710 epoch 177 - iter 2/9 - loss 0.00002224 - time (sec): 0.24 - samples/sec: 4920.09 - lr: 0.000009 - momentum: 0.000000
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2024-11-27 20:33:32,866 epoch 177 - iter 3/9 - loss 0.00002127 - time (sec): 0.40 - samples/sec: 4965.53 - lr: 0.000008 - momentum: 0.000000
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2024-11-27 20:33:33,027 epoch 177 - iter 4/9 - loss 0.00002057 - time (sec): 0.56 - samples/sec: 4512.31 - lr: 0.000008 - momentum: 0.000000
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2024-11-27 20:33:33,155 epoch 177 - iter 5/9 - loss 0.00001848 - time (sec): 0.69 - samples/sec: 4507.55 - lr: 0.000008 - momentum: 0.000000
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2024-11-27 20:33:33,415 epoch 177 - iter 6/9 - loss 0.00002314 - time (sec): 0.95 - samples/sec: 3905.81 - lr: 0.000008 - momentum: 0.000000
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2024-11-27 20:33:33,562 epoch 177 - iter 7/9 - loss 0.00002128 - time (sec): 1.09 - samples/sec: 3903.91 - lr: 0.000008 - momentum: 0.000000
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2024-11-27 20:33:33,714 epoch 177 - iter 8/9 - loss 0.00002107 - time (sec): 1.25 - samples/sec: 3825.01 - lr: 0.000008 - momentum: 0.000000
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2024-11-27 20:33:33,999 epoch 177 - iter 9/9 - loss 0.00002034 - time (sec): 1.53 - samples/sec: 3392.35 - lr: 0.000008 - momentum: 0.000000
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2024-11-27 20:33:34,000 ----------------------------------------------------------------------------------------------------
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2024-11-27 20:33:34,000 EPOCH 177 done: loss 0.0000 - lr: 0.000008
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100%|██████████████████████████████████████████| 1/1 [00:00<00:00, 6.48it/s]
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2024-11-27 20:33:34,173 DEV : loss 3.701200246810913 - f1-score (micro avg) 0.3718
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2024-11-27 20:33:34,174 ----------------------------------------------------------------------------------------------------
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2024-11-27 20:33:34,277 epoch 178 - iter 1/9 - loss 0.00000999 - time (sec): 0.10 - samples/sec: 6141.42 - lr: 0.000008 - momentum: 0.000000
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2024-11-27 20:33:34,414 epoch 178 - iter 2/9 - loss 0.00001521 - time (sec): 0.24 - samples/sec: 5281.37 - lr: 0.000008 - momentum: 0.000000
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2024-11-27 20:33:34,552 epoch 178 - iter 3/9 - loss 0.00001788 - time (sec): 0.38 - samples/sec: 4972.00 - lr: 0.000008 - momentum: 0.000000
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2024-11-27 20:33:34,701 epoch 178 - iter 4/9 - loss 0.00001808 - time (sec): 0.53 - samples/sec: 4485.36 - lr: 0.000008 - momentum: 0.000000
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2024-11-27 20:33:34,848 epoch 178 - iter 5/9 - loss 0.00001796 - time (sec): 0.67 - samples/sec: 4377.12 - lr: 0.000008 - momentum: 0.000000
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2024-11-27 20:33:35,009 epoch 178 - iter 6/9 - loss 0.00001859 - time (sec): 0.83 - samples/sec: 4298.02 - lr: 0.000008 - momentum: 0.000000
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2024-11-27 20:33:35,171 epoch 178 - iter 7/9 - loss 0.00001908 - time (sec): 1.00 - samples/sec: 4088.23 - lr: 0.000008 - momentum: 0.000000
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2024-11-27 20:33:35,337 epoch 178 - iter 8/9 - loss 0.00002139 - time (sec): 1.16 - samples/sec: 4024.92 - lr: 0.000008 - momentum: 0.000000
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2024-11-27 20:33:35,491 epoch 178 - iter 9/9 - loss 0.00002130 - time (sec): 1.32 - samples/sec: 3952.03 - lr: 0.000008 - momentum: 0.000000
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2024-11-27 20:33:35,491 ----------------------------------------------------------------------------------------------------
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2024-11-27 20:33:35,491 EPOCH 178 done: loss 0.0000 - lr: 0.000008
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100%|██████████████████████████████████████████| 1/1 [00:00<00:00, 5.45it/s]
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2024-11-27 20:33:35,693 DEV : loss 3.7043612003326416 - f1-score (micro avg) 0.3718
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2024-11-27 20:33:35,695 ----------------------------------------------------------------------------------------------------
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2024-11-27 20:33:35,810 epoch 179 - iter 1/9 - loss 0.00001375 - time (sec): 0.11 - samples/sec: 4749.79 - lr: 0.000008 - momentum: 0.000000
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2024-11-27 20:33:35,984 epoch 179 - iter 2/9 - loss 0.00001545 - time (sec): 0.29 - samples/sec: 3568.07 - lr: 0.000008 - momentum: 0.000000
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2024-11-27 20:33:36,141 epoch 179 - iter 3/9 - loss 0.00002153 - time (sec): 0.45 - samples/sec: 3603.14 - lr: 0.000008 - momentum: 0.000000
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2024-11-27 20:33:36,283 epoch 179 - iter 4/9 - loss 0.00001889 - time (sec): 0.59 - samples/sec: 3581.91 - lr: 0.000008 - momentum: 0.000000
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2024-11-27 20:33:36,435 epoch 179 - iter 5/9 - loss 0.00001772 - time (sec): 0.74 - samples/sec: 3622.10 - lr: 0.000008 - momentum: 0.000000
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2024-11-27 20:33:36,598 epoch 179 - iter 6/9 - loss 0.00001707 - time (sec): 0.90 - samples/sec: 3683.59 - lr: 0.000008 - momentum: 0.000000
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2024-11-27 20:33:36,751 epoch 179 - iter 7/9 - loss 0.00001707 - time (sec): 1.06 - samples/sec: 3725.47 - lr: 0.000008 - momentum: 0.000000
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2024-11-27 20:33:36,901 epoch 179 - iter 8/9 - loss 0.00001593 - time (sec): 1.20 - samples/sec: 3759.65 - lr: 0.000008 - momentum: 0.000000
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2024-11-27 20:33:37,047 epoch 179 - iter 9/9 - loss 0.00001519 - time (sec): 1.35 - samples/sec: 3845.72 - lr: 0.000008 - momentum: 0.000000
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2024-11-27 20:33:37,047 ----------------------------------------------------------------------------------------------------
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2024-11-27 20:33:37,047 EPOCH 179 done: loss 0.0000 - lr: 0.000008
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2024-11-27 20:33:37,224 DEV : loss 3.707120180130005 - f1-score (micro avg) 0.3718
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2024-11-27 20:33:37,226 ----------------------------------------------------------------------------------------------------
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2024-11-27 20:33:37,321 epoch 180 - iter 1/9 - loss 0.00001479 - time (sec): 0.09 - samples/sec: 5994.68 - lr: 0.000008 - momentum: 0.000000
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2024-11-27 20:33:37,451 epoch 180 - iter 2/9 - loss 0.00001365 - time (sec): 0.22 - samples/sec: 4961.84 - lr: 0.000008 - momentum: 0.000000
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2024-11-27 20:33:37,602 epoch 180 - iter 3/9 - loss 0.00001601 - time (sec): 0.38 - samples/sec: 4441.32 - lr: 0.000008 - momentum: 0.000000
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2024-11-27 20:33:37,743 epoch 180 - iter 4/9 - loss 0.00002279 - time (sec): 0.52 - samples/sec: 4128.16 - lr: 0.000008 - momentum: 0.000000
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2024-11-27 20:33:37,868 epoch 180 - iter 5/9 - loss 0.00002151 - time (sec): 0.64 - samples/sec: 4175.75 - lr: 0.000008 - momentum: 0.000000
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2024-11-27 20:33:38,023 epoch 180 - iter 6/9 - loss 0.00002136 - time (sec): 0.80 - samples/sec: 4224.10 - lr: 0.000008 - momentum: 0.000000
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2024-11-27 20:33:38,378 epoch 180 - iter 7/9 - loss 0.00002084 - time (sec): 1.15 - samples/sec: 3477.76 - lr: 0.000008 - momentum: 0.000000
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2024-11-27 20:33:38,531 epoch 180 - iter 8/9 - loss 0.00002000 - time (sec): 1.30 - samples/sec: 3621.96 - lr: 0.000008 - momentum: 0.000000
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2024-11-27 20:33:38,684 epoch 180 - iter 9/9 - loss 0.00002070 - time (sec): 1.46 - samples/sec: 3564.87 - lr: 0.000008 - momentum: 0.000000
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2024-11-27 20:33:38,685 ----------------------------------------------------------------------------------------------------
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2024-11-27 20:33:38,685 EPOCH 180 done: loss 0.0000 - lr: 0.000008
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2024-11-27 20:33:38,937 DEV : loss 3.7095305919647217 - f1-score (micro avg) 0.3718
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2024-11-27 20:33:38,938 ----------------------------------------------------------------------------------------------------
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2024-11-27 20:33:39,037 epoch 181 - iter 1/9 - loss 0.00002416 - time (sec): 0.10 - samples/sec: 6483.41 - lr: 0.000008 - momentum: 0.000000
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2024-11-27 20:33:39,180 epoch 181 - iter 2/9 - loss 0.00001985 - time (sec): 0.24 - samples/sec: 5069.43 - lr: 0.000008 - momentum: 0.000000
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2024-11-27 20:33:39,320 epoch 181 - iter 3/9 - loss 0.00001596 - time (sec): 0.38 - samples/sec: 4708.56 - lr: 0.000008 - momentum: 0.000000
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2024-11-27 20:33:39,513 epoch 181 - iter 4/9 - loss 0.00001513 - time (sec): 0.57 - samples/sec: 4081.18 - lr: 0.000008 - momentum: 0.000000
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2024-11-27 20:33:39,695 epoch 181 - iter 5/9 - loss 0.00001703 - time (sec): 0.76 - samples/sec: 3935.86 - lr: 0.000008 - momentum: 0.000000
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2024-11-27 20:33:39,838 epoch 181 - iter 6/9 - loss 0.00001620 - time (sec): 0.90 - samples/sec: 3970.39 - lr: 0.000008 - momentum: 0.000000
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2024-11-27 20:33:39,970 epoch 181 - iter 7/9 - loss 0.00001830 - time (sec): 1.03 - samples/sec: 4002.97 - lr: 0.000008 - momentum: 0.000000
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2024-11-27 20:33:40,118 epoch 181 - iter 8/9 - loss 0.00001805 - time (sec): 1.18 - samples/sec: 3966.30 - lr: 0.000008 - momentum: 0.000000
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2024-11-27 20:33:40,392 epoch 181 - iter 9/9 - loss 0.00001847 - time (sec): 1.45 - samples/sec: 3578.13 - lr: 0.000008 - momentum: 0.000000
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2024-11-27 20:33:40,392 ----------------------------------------------------------------------------------------------------
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2024-11-27 20:33:40,393 EPOCH 181 done: loss 0.0000 - lr: 0.000008
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2024-11-27 20:33:40,574 DEV : loss 3.712512254714966 - f1-score (micro avg) 0.3718
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2024-11-27 20:33:40,575 ----------------------------------------------------------------------------------------------------
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2024-11-27 20:33:40,683 epoch 182 - iter 1/9 - loss 0.00000933 - time (sec): 0.11 - samples/sec: 6273.49 - lr: 0.000008 - momentum: 0.000000
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2024-11-27 20:33:40,811 epoch 182 - iter 2/9 - loss 0.00001202 - time (sec): 0.24 - samples/sec: 5038.24 - lr: 0.000007 - momentum: 0.000000
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2024-11-27 20:33:40,965 epoch 182 - iter 3/9 - loss 0.00001329 - time (sec): 0.39 - samples/sec: 4589.85 - lr: 0.000007 - momentum: 0.000000
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2024-11-27 20:33:41,198 epoch 182 - iter 4/9 - loss 0.00001666 - time (sec): 0.62 - samples/sec: 3879.28 - lr: 0.000007 - momentum: 0.000000
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2024-11-27 20:33:41,346 epoch 182 - iter 5/9 - loss 0.00001766 - time (sec): 0.77 - samples/sec: 3912.54 - lr: 0.000007 - momentum: 0.000000
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2024-11-27 20:33:41,485 epoch 182 - iter 6/9 - loss 0.00001709 - time (sec): 0.91 - samples/sec: 3930.83 - lr: 0.000007 - momentum: 0.000000
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2024-11-27 20:33:41,622 epoch 182 - iter 7/9 - loss 0.00001726 - time (sec): 1.05 - samples/sec: 3902.97 - lr: 0.000007 - momentum: 0.000000
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2024-11-27 20:33:41,787 epoch 182 - iter 8/9 - loss 0.00002956 - time (sec): 1.21 - samples/sec: 3874.46 - lr: 0.000007 - momentum: 0.000000
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2024-11-27 20:33:42,016 epoch 182 - iter 9/9 - loss 0.00003006 - time (sec): 1.44 - samples/sec: 3609.74 - lr: 0.000007 - momentum: 0.000000
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2024-11-27 20:33:42,016 ----------------------------------------------------------------------------------------------------
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2024-11-27 20:33:42,016 EPOCH 182 done: loss 0.0000 - lr: 0.000007
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2024-11-27 20:33:42,188 DEV : loss 3.7141895294189453 - f1-score (micro avg) 0.3718
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2024-11-27 20:33:42,189 ----------------------------------------------------------------------------------------------------
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2024-11-27 20:33:42,274 epoch 183 - iter 1/9 - loss 0.00001412 - time (sec): 0.08 - samples/sec: 5368.01 - lr: 0.000007 - momentum: 0.000000
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2024-11-27 20:33:42,407 epoch 183 - iter 2/9 - loss 0.00002579 - time (sec): 0.22 - samples/sec: 5097.61 - lr: 0.000007 - momentum: 0.000000
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2024-11-27 20:33:42,559 epoch 183 - iter 3/9 - loss 0.00002510 - time (sec): 0.37 - samples/sec: 4617.60 - lr: 0.000007 - momentum: 0.000000
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2024-11-27 20:33:42,727 epoch 183 - iter 4/9 - loss 0.00002572 - time (sec): 0.54 - samples/sec: 4368.87 - lr: 0.000007 - momentum: 0.000000
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2024-11-27 20:33:43,036 epoch 183 - iter 5/9 - loss 0.00002561 - time (sec): 0.85 - samples/sec: 3334.12 - lr: 0.000007 - momentum: 0.000000
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2024-11-27 20:33:43,162 epoch 183 - iter 6/9 - loss 0.00002441 - time (sec): 0.97 - samples/sec: 3473.95 - lr: 0.000007 - momentum: 0.000000
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2024-11-27 20:33:43,297 epoch 183 - iter 7/9 - loss 0.00002227 - time (sec): 1.11 - samples/sec: 3556.61 - lr: 0.000007 - momentum: 0.000000
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2024-11-27 20:33:43,449 epoch 183 - iter 8/9 - loss 0.00002167 - time (sec): 1.26 - samples/sec: 3555.50 - lr: 0.000007 - momentum: 0.000000
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2024-11-27 20:33:43,608 epoch 183 - iter 9/9 - loss 0.00002087 - time (sec): 1.42 - samples/sec: 3665.03 - lr: 0.000007 - momentum: 0.000000
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2024-11-27 20:33:43,609 ----------------------------------------------------------------------------------------------------
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2024-11-27 20:33:43,609 EPOCH 183 done: loss 0.0000 - lr: 0.000007
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2024-11-27 20:33:43,809 DEV : loss 3.7137763500213623 - f1-score (micro avg) 0.3718
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2024-11-27 20:33:43,811 ----------------------------------------------------------------------------------------------------
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2024-11-27 20:33:43,911 epoch 184 - iter 1/9 - loss 0.00004354 - time (sec): 0.10 - samples/sec: 6047.70 - lr: 0.000007 - momentum: 0.000000
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2024-11-27 20:33:44,053 epoch 184 - iter 2/9 - loss 0.00002817 - time (sec): 0.24 - samples/sec: 5044.47 - lr: 0.000007 - momentum: 0.000000
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2024-11-27 20:33:44,192 epoch 184 - iter 3/9 - loss 0.00002191 - time (sec): 0.38 - samples/sec: 4686.88 - lr: 0.000007 - momentum: 0.000000
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2024-11-27 20:33:44,343 epoch 184 - iter 4/9 - loss 0.00002304 - time (sec): 0.53 - samples/sec: 4278.38 - lr: 0.000007 - momentum: 0.000000
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2024-11-27 20:33:44,461 epoch 184 - iter 5/9 - loss 0.00002086 - time (sec): 0.65 - samples/sec: 4193.01 - lr: 0.000007 - momentum: 0.000000
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2024-11-27 20:33:44,710 epoch 184 - iter 6/9 - loss 0.00001895 - time (sec): 0.90 - samples/sec: 3736.42 - lr: 0.000007 - momentum: 0.000000
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2024-11-27 20:33:44,944 epoch 184 - iter 7/9 - loss 0.00001905 - time (sec): 1.13 - samples/sec: 3464.37 - lr: 0.000007 - momentum: 0.000000
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2024-11-27 20:33:45,086 epoch 184 - iter 8/9 - loss 0.00001816 - time (sec): 1.27 - samples/sec: 3586.31 - lr: 0.000007 - momentum: 0.000000
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2024-11-27 20:33:45,300 epoch 184 - iter 9/9 - loss 0.00001766 - time (sec): 1.49 - samples/sec: 3491.75 - lr: 0.000007 - momentum: 0.000000
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2024-11-27 20:33:45,300 ----------------------------------------------------------------------------------------------------
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2024-11-27 20:33:45,301 EPOCH 184 done: loss 0.0000 - lr: 0.000007
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2024-11-27 20:33:45,569 DEV : loss 3.7182493209838867 - f1-score (micro avg) 0.3671
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2024-11-27 20:33:45,570 ----------------------------------------------------------------------------------------------------
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2024-11-27 20:33:45,669 epoch 185 - iter 1/9 - loss 0.00000859 - time (sec): 0.10 - samples/sec: 5845.51 - lr: 0.000007 - momentum: 0.000000
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2024-11-27 20:33:45,825 epoch 185 - iter 2/9 - loss 0.00001204 - time (sec): 0.25 - samples/sec: 5338.23 - lr: 0.000007 - momentum: 0.000000
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2024-11-27 20:33:46,117 epoch 185 - iter 3/9 - loss 0.00001324 - time (sec): 0.55 - samples/sec: 3659.89 - lr: 0.000007 - momentum: 0.000000
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2024-11-27 20:33:46,269 epoch 185 - iter 4/9 - loss 0.00001350 - time (sec): 0.70 - samples/sec: 3733.69 - lr: 0.000007 - momentum: 0.000000
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2024-11-27 20:33:46,404 epoch 185 - iter 5/9 - loss 0.00001376 - time (sec): 0.83 - samples/sec: 3709.68 - lr: 0.000007 - momentum: 0.000000
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2024-11-27 20:33:46,658 epoch 185 - iter 6/9 - loss 0.00001538 - time (sec): 1.09 - samples/sec: 3281.14 - lr: 0.000007 - momentum: 0.000000
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2024-11-27 20:33:46,815 epoch 185 - iter 7/9 - loss 0.00001526 - time (sec): 1.24 - samples/sec: 3427.01 - lr: 0.000007 - momentum: 0.000000
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2024-11-27 20:33:46,954 epoch 185 - iter 8/9 - loss 0.00001996 - time (sec): 1.38 - samples/sec: 3410.94 - lr: 0.000007 - momentum: 0.000000
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2024-11-27 20:33:47,106 epoch 185 - iter 9/9 - loss 0.00002005 - time (sec): 1.53 - samples/sec: 3387.09 - lr: 0.000007 - momentum: 0.000000
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2024-11-27 20:33:47,106 ----------------------------------------------------------------------------------------------------
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2024-11-27 20:33:47,106 EPOCH 185 done: loss 0.0000 - lr: 0.000007
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2024-11-27 20:33:47,357 DEV : loss 3.7258005142211914 - f1-score (micro avg) 0.3718
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2024-11-27 20:33:47,358 ----------------------------------------------------------------------------------------------------
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2024-11-27 20:33:47,451 epoch 186 - iter 1/9 - loss 0.00001463 - time (sec): 0.09 - samples/sec: 6084.87 - lr: 0.000007 - momentum: 0.000000
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2024-11-27 20:33:47,581 epoch 186 - iter 2/9 - loss 0.00001657 - time (sec): 0.22 - samples/sec: 4933.91 - lr: 0.000007 - momentum: 0.000000
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2024-11-27 20:33:47,726 epoch 186 - iter 3/9 - loss 0.00001916 - time (sec): 0.37 - samples/sec: 4999.95 - lr: 0.000007 - momentum: 0.000000
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2024-11-27 20:33:47,897 epoch 186 - iter 4/9 - loss 0.00001832 - time (sec): 0.54 - samples/sec: 4245.60 - lr: 0.000007 - momentum: 0.000000
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2024-11-27 20:33:48,077 epoch 186 - iter 5/9 - loss 0.00001904 - time (sec): 0.72 - samples/sec: 4229.69 - lr: 0.000007 - momentum: 0.000000
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2024-11-27 20:33:48,218 epoch 186 - iter 6/9 - loss 0.00001909 - time (sec): 0.86 - samples/sec: 4228.11 - lr: 0.000007 - momentum: 0.000000
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2024-11-27 20:33:48,335 epoch 186 - iter 7/9 - loss 0.00001981 - time (sec): 0.98 - samples/sec: 4199.94 - lr: 0.000007 - momentum: 0.000000
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2024-11-27 20:33:48,483 epoch 186 - iter 8/9 - loss 0.00001989 - time (sec): 1.12 - samples/sec: 4145.58 - lr: 0.000007 - momentum: 0.000000
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2024-11-27 20:33:48,648 epoch 186 - iter 9/9 - loss 0.00001887 - time (sec): 1.29 - samples/sec: 4031.20 - lr: 0.000007 - momentum: 0.000000
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2024-11-27 20:33:48,648 ----------------------------------------------------------------------------------------------------
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2024-11-27 20:33:48,648 EPOCH 186 done: loss 0.0000 - lr: 0.000007
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2024-11-27 20:33:48,870 DEV : loss 3.73104190826416 - f1-score (micro avg) 0.3791
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2024-11-27 20:33:48,871 ----------------------------------------------------------------------------------------------------
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2024-11-27 20:33:48,968 epoch 187 - iter 1/9 - loss 0.00001609 - time (sec): 0.10 - samples/sec: 5186.43 - lr: 0.000006 - momentum: 0.000000
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2024-11-27 20:33:49,123 epoch 187 - iter 2/9 - loss 0.00002299 - time (sec): 0.25 - samples/sec: 4305.25 - lr: 0.000006 - momentum: 0.000000
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2024-11-27 20:33:49,318 epoch 187 - iter 3/9 - loss 0.00002092 - time (sec): 0.45 - samples/sec: 3845.14 - lr: 0.000006 - momentum: 0.000000
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2024-11-27 20:33:49,502 epoch 187 - iter 4/9 - loss 0.00002197 - time (sec): 0.63 - samples/sec: 3552.52 - lr: 0.000006 - momentum: 0.000000
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2024-11-27 20:33:49,674 epoch 187 - iter 5/9 - loss 0.00002033 - time (sec): 0.80 - samples/sec: 3569.17 - lr: 0.000006 - momentum: 0.000000
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2024-11-27 20:33:49,855 epoch 187 - iter 6/9 - loss 0.00001914 - time (sec): 0.98 - samples/sec: 3533.67 - lr: 0.000006 - momentum: 0.000000
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2024-11-27 20:33:50,013 epoch 187 - iter 7/9 - loss 0.00001908 - time (sec): 1.14 - samples/sec: 3481.92 - lr: 0.000006 - momentum: 0.000000
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2024-11-27 20:33:50,145 epoch 187 - iter 8/9 - loss 0.00001939 - time (sec): 1.27 - samples/sec: 3569.31 - lr: 0.000006 - momentum: 0.000000
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2024-11-27 20:33:50,277 epoch 187 - iter 9/9 - loss 0.00001955 - time (sec): 1.40 - samples/sec: 3699.18 - lr: 0.000006 - momentum: 0.000000
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2024-11-27 20:33:50,277 ----------------------------------------------------------------------------------------------------
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2024-11-27 20:33:50,277 EPOCH 187 done: loss 0.0000 - lr: 0.000006
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2024-11-27 20:33:50,467 DEV : loss 3.7346949577331543 - f1-score (micro avg) 0.3791
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2024-11-27 20:33:50,468 ----------------------------------------------------------------------------------------------------
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2024-11-27 20:33:50,573 epoch 188 - iter 1/9 - loss 0.00002064 - time (sec): 0.10 - samples/sec: 6110.01 - lr: 0.000006 - momentum: 0.000000
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2024-11-27 20:33:50,713 epoch 188 - iter 2/9 - loss 0.00001816 - time (sec): 0.24 - samples/sec: 4687.72 - lr: 0.000006 - momentum: 0.000000
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2024-11-27 20:33:51,034 epoch 188 - iter 3/9 - loss 0.00001909 - time (sec): 0.57 - samples/sec: 3077.26 - lr: 0.000006 - momentum: 0.000000
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2024-11-27 20:33:51,180 epoch 188 - iter 4/9 - loss 0.00446454 - time (sec): 0.71 - samples/sec: 3151.18 - lr: 0.000006 - momentum: 0.000000
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2024-11-27 20:33:51,321 epoch 188 - iter 5/9 - loss 0.00357424 - time (sec): 0.85 - samples/sec: 3292.83 - lr: 0.000006 - momentum: 0.000000
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2024-11-27 20:33:51,532 epoch 188 - iter 6/9 - loss 0.00290777 - time (sec): 1.06 - samples/sec: 3254.55 - lr: 0.000006 - momentum: 0.000000
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2024-11-27 20:33:51,699 epoch 188 - iter 7/9 - loss 0.00248178 - time (sec): 1.23 - samples/sec: 3297.05 - lr: 0.000006 - momentum: 0.000000
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2024-11-27 20:33:51,839 epoch 188 - iter 8/9 - loss 0.00216031 - time (sec): 1.37 - samples/sec: 3404.18 - lr: 0.000006 - momentum: 0.000000
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2024-11-27 20:33:51,996 epoch 188 - iter 9/9 - loss 0.00194026 - time (sec): 1.53 - samples/sec: 3402.70 - lr: 0.000006 - momentum: 0.000000
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2024-11-27 20:33:51,997 ----------------------------------------------------------------------------------------------------
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2024-11-27 20:33:51,997 EPOCH 188 done: loss 0.0019 - lr: 0.000006
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2024-11-27 20:33:52,273 DEV : loss 3.737330436706543 - f1-score (micro avg) 0.3791
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2024-11-27 20:33:52,275 ----------------------------------------------------------------------------------------------------
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2024-11-27 20:33:52,371 epoch 189 - iter 1/9 - loss 0.00001822 - time (sec): 0.10 - samples/sec: 5966.07 - lr: 0.000006 - momentum: 0.000000
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2024-11-27 20:33:52,504 epoch 189 - iter 2/9 - loss 0.00001463 - time (sec): 0.23 - samples/sec: 5359.32 - lr: 0.000006 - momentum: 0.000000
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2024-11-27 20:33:52,639 epoch 189 - iter 3/9 - loss 0.00002080 - time (sec): 0.36 - samples/sec: 5237.48 - lr: 0.000006 - momentum: 0.000000
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2024-11-27 20:33:52,824 epoch 189 - iter 4/9 - loss 0.00002332 - time (sec): 0.55 - samples/sec: 4573.93 - lr: 0.000006 - momentum: 0.000000
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2024-11-27 20:33:53,001 epoch 189 - iter 5/9 - loss 0.00002320 - time (sec): 0.72 - samples/sec: 4350.54 - lr: 0.000006 - momentum: 0.000000
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2024-11-27 20:33:53,149 epoch 189 - iter 6/9 - loss 0.00002200 - time (sec): 0.87 - samples/sec: 4174.13 - lr: 0.000006 - momentum: 0.000000
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2024-11-27 20:33:53,304 epoch 189 - iter 7/9 - loss 0.00002481 - time (sec): 1.03 - samples/sec: 4158.97 - lr: 0.000006 - momentum: 0.000000
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2024-11-27 20:33:53,440 epoch 189 - iter 8/9 - loss 0.00002433 - time (sec): 1.16 - samples/sec: 4086.06 - lr: 0.000006 - momentum: 0.000000
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2024-11-27 20:33:53,554 epoch 189 - iter 9/9 - loss 0.00002377 - time (sec): 1.28 - samples/sec: 4064.49 - lr: 0.000006 - momentum: 0.000000
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2024-11-27 20:33:53,555 ----------------------------------------------------------------------------------------------------
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2024-11-27 20:33:53,555 EPOCH 189 done: loss 0.0000 - lr: 0.000006
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100%|██████████████████████████████████████████| 1/1 [00:00<00:00, 6.23it/s]
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2024-11-27 20:33:53,735 DEV : loss 3.7402031421661377 - f1-score (micro avg) 0.3791
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2024-11-27 20:33:53,736 ----------------------------------------------------------------------------------------------------
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2024-11-27 20:33:53,843 epoch 190 - iter 1/9 - loss 0.00000911 - time (sec): 0.11 - samples/sec: 5388.07 - lr: 0.000006 - momentum: 0.000000
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2024-11-27 20:33:53,979 epoch 190 - iter 2/9 - loss 0.00001100 - time (sec): 0.24 - samples/sec: 4796.75 - lr: 0.000006 - momentum: 0.000000
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2024-11-27 20:33:54,123 epoch 190 - iter 3/9 - loss 0.00001288 - time (sec): 0.39 - samples/sec: 4364.42 - lr: 0.000006 - momentum: 0.000000
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2024-11-27 20:33:54,276 epoch 190 - iter 4/9 - loss 0.00001233 - time (sec): 0.54 - samples/sec: 4249.35 - lr: 0.000006 - momentum: 0.000000
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2024-11-27 20:33:54,480 epoch 190 - iter 5/9 - loss 0.00001228 - time (sec): 0.74 - samples/sec: 3789.66 - lr: 0.000006 - momentum: 0.000000
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2024-11-27 20:33:54,620 epoch 190 - iter 6/9 - loss 0.00001126 - time (sec): 0.88 - samples/sec: 3995.84 - lr: 0.000006 - momentum: 0.000000
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2024-11-27 20:33:54,779 epoch 190 - iter 7/9 - loss 0.00001097 - time (sec): 1.04 - samples/sec: 3875.24 - lr: 0.000006 - momentum: 0.000000
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2024-11-27 20:33:54,959 epoch 190 - iter 8/9 - loss 0.00001165 - time (sec): 1.22 - samples/sec: 3790.37 - lr: 0.000006 - momentum: 0.000000
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2024-11-27 20:33:55,140 epoch 190 - iter 9/9 - loss 0.00001241 - time (sec): 1.40 - samples/sec: 3704.08 - lr: 0.000006 - momentum: 0.000000
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2024-11-27 20:33:55,140 ----------------------------------------------------------------------------------------------------
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2024-11-27 20:33:55,140 EPOCH 190 done: loss 0.0000 - lr: 0.000006
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100%|██████████████████████████████████████████| 1/1 [00:00<00:00, 5.19it/s]
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2024-11-27 20:33:55,353 DEV : loss 3.7427141666412354 - f1-score (micro avg) 0.3791
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2024-11-27 20:33:55,355 ----------------------------------------------------------------------------------------------------
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2024-11-27 20:33:55,454 epoch 191 - iter 1/9 - loss 0.00000941 - time (sec): 0.10 - samples/sec: 5182.41 - lr: 0.000006 - momentum: 0.000000
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2024-11-27 20:33:55,594 epoch 191 - iter 2/9 - loss 0.00001784 - time (sec): 0.24 - samples/sec: 4981.25 - lr: 0.000006 - momentum: 0.000000
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2024-11-27 20:33:55,748 epoch 191 - iter 3/9 - loss 0.00001824 - time (sec): 0.39 - samples/sec: 4520.86 - lr: 0.000006 - momentum: 0.000000
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2024-11-27 20:33:55,919 epoch 191 - iter 4/9 - loss 0.00002130 - time (sec): 0.56 - samples/sec: 4373.08 - lr: 0.000006 - momentum: 0.000000
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2024-11-27 20:33:56,166 epoch 191 - iter 5/9 - loss 0.00002520 - time (sec): 0.81 - samples/sec: 3669.73 - lr: 0.000006 - momentum: 0.000000
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2024-11-27 20:33:56,301 epoch 191 - iter 6/9 - loss 0.00002316 - time (sec): 0.95 - samples/sec: 3810.48 - lr: 0.000006 - momentum: 0.000000
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2024-11-27 20:33:56,450 epoch 191 - iter 7/9 - loss 0.00002237 - time (sec): 1.09 - samples/sec: 3677.53 - lr: 0.000006 - momentum: 0.000000
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2024-11-27 20:33:56,699 epoch 191 - iter 8/9 - loss 0.00002273 - time (sec): 1.34 - samples/sec: 3412.91 - lr: 0.000006 - momentum: 0.000000
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2024-11-27 20:33:56,861 epoch 191 - iter 9/9 - loss 0.00002312 - time (sec): 1.50 - samples/sec: 3453.19 - lr: 0.000005 - momentum: 0.000000
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2024-11-27 20:33:56,861 ----------------------------------------------------------------------------------------------------
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2024-11-27 20:33:56,861 EPOCH 191 done: loss 0.0000 - lr: 0.000005
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100%|██████████████████████████████████████████| 1/1 [00:00<00:00, 5.77it/s]
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100%|██████████████████████████████████████████| 1/1 [00:00<00:00, 5.76it/s]
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2024-11-27 20:33:57,054 DEV : loss 3.74379825592041 - f1-score (micro avg) 0.366
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2024-11-27 20:33:57,055 ----------------------------------------------------------------------------------------------------
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2024-11-27 20:33:57,163 epoch 192 - iter 1/9 - loss 0.00004383 - time (sec): 0.11 - samples/sec: 5583.06 - lr: 0.000005 - momentum: 0.000000
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2024-11-27 20:33:57,426 epoch 192 - iter 2/9 - loss 0.00004117 - time (sec): 0.37 - samples/sec: 3282.69 - lr: 0.000005 - momentum: 0.000000
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2024-11-27 20:33:57,635 epoch 192 - iter 3/9 - loss 0.00003405 - time (sec): 0.58 - samples/sec: 3020.04 - lr: 0.000005 - momentum: 0.000000
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2024-11-27 20:33:57,770 epoch 192 - iter 4/9 - loss 0.00002785 - time (sec): 0.71 - samples/sec: 3442.34 - lr: 0.000005 - momentum: 0.000000
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2024-11-27 20:33:57,903 epoch 192 - iter 5/9 - loss 0.00002879 - time (sec): 0.85 - samples/sec: 3517.40 - lr: 0.000005 - momentum: 0.000000
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2024-11-27 20:33:58,086 epoch 192 - iter 6/9 - loss 0.00002627 - time (sec): 1.03 - samples/sec: 3621.22 - lr: 0.000005 - momentum: 0.000000
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2024-11-27 20:33:58,394 epoch 192 - iter 7/9 - loss 0.00002482 - time (sec): 1.34 - samples/sec: 3184.96 - lr: 0.000005 - momentum: 0.000000
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2024-11-27 20:33:58,538 epoch 192 - iter 8/9 - loss 0.00002306 - time (sec): 1.48 - samples/sec: 3262.67 - lr: 0.000005 - momentum: 0.000000
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2024-11-27 20:33:58,673 epoch 192 - iter 9/9 - loss 0.00002235 - time (sec): 1.62 - samples/sec: 3214.47 - lr: 0.000005 - momentum: 0.000000
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2024-11-27 20:33:58,673 ----------------------------------------------------------------------------------------------------
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2024-11-27 20:33:58,673 EPOCH 192 done: loss 0.0000 - lr: 0.000005
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100%|██████████████████████████████████████████| 1/1 [00:00<00:00, 5.94it/s]
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100%|██████████████████████████████████████████| 1/1 [00:00<00:00, 5.93it/s]
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2024-11-27 20:33:58,860 DEV : loss 3.745633602142334 - f1-score (micro avg) 0.366
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2024-11-27 20:33:58,862 ----------------------------------------------------------------------------------------------------
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2024-11-27 20:33:58,983 epoch 193 - iter 1/9 - loss 0.00003104 - time (sec): 0.12 - samples/sec: 5957.87 - lr: 0.000005 - momentum: 0.000000
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2024-11-27 20:33:59,140 epoch 193 - iter 2/9 - loss 0.00002063 - time (sec): 0.28 - samples/sec: 4271.00 - lr: 0.000005 - momentum: 0.000000
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2024-11-27 20:33:59,300 epoch 193 - iter 3/9 - loss 0.00001843 - time (sec): 0.44 - samples/sec: 3880.44 - lr: 0.000005 - momentum: 0.000000
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2024-11-27 20:33:59,441 epoch 193 - iter 4/9 - loss 0.00002468 - time (sec): 0.58 - samples/sec: 3942.20 - lr: 0.000005 - momentum: 0.000000
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2024-11-27 20:33:59,628 epoch 193 - iter 5/9 - loss 0.00002211 - time (sec): 0.77 - samples/sec: 3717.58 - lr: 0.000005 - momentum: 0.000000
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2024-11-27 20:33:59,843 epoch 193 - iter 6/9 - loss 0.00002268 - time (sec): 0.98 - samples/sec: 3570.41 - lr: 0.000005 - momentum: 0.000000
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2024-11-27 20:34:00,018 epoch 193 - iter 7/9 - loss 0.00002077 - time (sec): 1.16 - samples/sec: 3478.70 - lr: 0.000005 - momentum: 0.000000
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2024-11-27 20:34:00,154 epoch 193 - iter 8/9 - loss 0.00002025 - time (sec): 1.29 - samples/sec: 3536.50 - lr: 0.000005 - momentum: 0.000000
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2024-11-27 20:34:00,379 epoch 193 - iter 9/9 - loss 0.00002074 - time (sec): 1.52 - samples/sec: 3427.48 - lr: 0.000005 - momentum: 0.000000
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2024-11-27 20:34:00,379 ----------------------------------------------------------------------------------------------------
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2024-11-27 20:34:00,380 EPOCH 193 done: loss 0.0000 - lr: 0.000005
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0%| | 0/1 [00:00<?, ?it/s]
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100%|██████████████████████████████████████████| 1/1 [00:00<00:00, 6.41it/s]
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100%|██████████████████████████████████████████| 1/1 [00:00<00:00, 6.40it/s]
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2024-11-27 20:34:00,555 DEV : loss 3.7475202083587646 - f1-score (micro avg) 0.366
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2024-11-27 20:34:00,556 ----------------------------------------------------------------------------------------------------
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2024-11-27 20:34:00,664 epoch 194 - iter 1/9 - loss 0.00001294 - time (sec): 0.11 - samples/sec: 6675.95 - lr: 0.000005 - momentum: 0.000000
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2024-11-27 20:34:00,854 epoch 194 - iter 2/9 - loss 0.00001195 - time (sec): 0.30 - samples/sec: 3988.10 - lr: 0.000005 - momentum: 0.000000
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2024-11-27 20:34:01,088 epoch 194 - iter 3/9 - loss 0.00001585 - time (sec): 0.53 - samples/sec: 3354.30 - lr: 0.000005 - momentum: 0.000000
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2024-11-27 20:34:01,214 epoch 194 - iter 4/9 - loss 0.00001417 - time (sec): 0.66 - samples/sec: 3541.07 - lr: 0.000005 - momentum: 0.000000
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2024-11-27 20:34:01,359 epoch 194 - iter 5/9 - loss 0.00001917 - time (sec): 0.80 - samples/sec: 3606.29 - lr: 0.000005 - momentum: 0.000000
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2024-11-27 20:34:01,640 epoch 194 - iter 6/9 - loss 0.00001908 - time (sec): 1.08 - samples/sec: 3258.41 - lr: 0.000005 - momentum: 0.000000
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2024-11-27 20:34:01,985 epoch 194 - iter 7/9 - loss 0.00001851 - time (sec): 1.43 - samples/sec: 2838.50 - lr: 0.000005 - momentum: 0.000000
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2024-11-27 20:34:02,131 epoch 194 - iter 8/9 - loss 0.00002011 - time (sec): 1.57 - samples/sec: 2987.96 - lr: 0.000005 - momentum: 0.000000
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2024-11-27 20:34:02,265 epoch 194 - iter 9/9 - loss 0.00002220 - time (sec): 1.71 - samples/sec: 3041.63 - lr: 0.000005 - momentum: 0.000000
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2024-11-27 20:34:02,266 ----------------------------------------------------------------------------------------------------
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2024-11-27 20:34:02,266 EPOCH 194 done: loss 0.0000 - lr: 0.000005
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100%|██████████████████████████████████████████| 1/1 [00:00<00:00, 5.86it/s]
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100%|██████████████████████████████████████████| 1/1 [00:00<00:00, 5.86it/s]
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2024-11-27 20:34:02,456 DEV : loss 3.7494444847106934 - f1-score (micro avg) 0.3506
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2024-11-27 20:34:02,457 ----------------------------------------------------------------------------------------------------
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2024-11-27 20:34:02,569 epoch 195 - iter 1/9 - loss 0.00001768 - time (sec): 0.11 - samples/sec: 5806.94 - lr: 0.000005 - momentum: 0.000000
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2024-11-27 20:34:02,746 epoch 195 - iter 2/9 - loss 0.00001603 - time (sec): 0.29 - samples/sec: 4152.59 - lr: 0.000005 - momentum: 0.000000
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2024-11-27 20:34:02,907 epoch 195 - iter 3/9 - loss 0.00001483 - time (sec): 0.45 - samples/sec: 4353.20 - lr: 0.000005 - momentum: 0.000000
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2024-11-27 20:34:03,044 epoch 195 - iter 4/9 - loss 0.00001437 - time (sec): 0.59 - samples/sec: 4156.56 - lr: 0.000005 - momentum: 0.000000
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2024-11-27 20:34:03,175 epoch 195 - iter 5/9 - loss 0.00001443 - time (sec): 0.72 - samples/sec: 4180.31 - lr: 0.000005 - momentum: 0.000000
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2024-11-27 20:34:03,308 epoch 195 - iter 6/9 - loss 0.00001485 - time (sec): 0.85 - samples/sec: 4030.06 - lr: 0.000005 - momentum: 0.000000
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2024-11-27 20:34:03,467 epoch 195 - iter 7/9 - loss 0.00001789 - time (sec): 1.01 - samples/sec: 4068.74 - lr: 0.000005 - momentum: 0.000000
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2024-11-27 20:34:03,624 epoch 195 - iter 8/9 - loss 0.00001878 - time (sec): 1.17 - samples/sec: 3971.17 - lr: 0.000005 - momentum: 0.000000
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2024-11-27 20:34:03,790 epoch 195 - iter 9/9 - loss 0.00001886 - time (sec): 1.33 - samples/sec: 3902.97 - lr: 0.000005 - momentum: 0.000000
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2024-11-27 20:34:03,790 ----------------------------------------------------------------------------------------------------
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2024-11-27 20:34:03,790 EPOCH 195 done: loss 0.0000 - lr: 0.000005
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100%|██████████████████████████████████████████| 1/1 [00:00<00:00, 5.65it/s]
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100%|██████████████████████████████████████████| 1/1 [00:00<00:00, 5.64it/s]
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2024-11-27 20:34:03,986 DEV : loss 3.751466751098633 - f1-score (micro avg) 0.366
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2024-11-27 20:34:03,988 ----------------------------------------------------------------------------------------------------
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2024-11-27 20:34:04,092 epoch 196 - iter 1/9 - loss 0.00003543 - time (sec): 0.10 - samples/sec: 5679.37 - lr: 0.000005 - momentum: 0.000000
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2024-11-27 20:34:04,221 epoch 196 - iter 2/9 - loss 0.00002449 - time (sec): 0.23 - samples/sec: 4544.41 - lr: 0.000005 - momentum: 0.000000
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2024-11-27 20:34:04,392 epoch 196 - iter 3/9 - loss 0.00002440 - time (sec): 0.40 - samples/sec: 4092.57 - lr: 0.000005 - momentum: 0.000000
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2024-11-27 20:34:04,576 epoch 196 - iter 4/9 - loss 0.00002389 - time (sec): 0.59 - samples/sec: 3620.00 - lr: 0.000005 - momentum: 0.000000
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2024-11-27 20:34:04,729 epoch 196 - iter 5/9 - loss 0.00002434 - time (sec): 0.74 - samples/sec: 3762.71 - lr: 0.000005 - momentum: 0.000000
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2024-11-27 20:34:04,905 epoch 196 - iter 6/9 - loss 0.00002350 - time (sec): 0.92 - samples/sec: 3644.69 - lr: 0.000005 - momentum: 0.000000
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2024-11-27 20:34:05,043 epoch 196 - iter 7/9 - loss 0.00002279 - time (sec): 1.05 - samples/sec: 3728.05 - lr: 0.000005 - momentum: 0.000000
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2024-11-27 20:34:05,209 epoch 196 - iter 8/9 - loss 0.00002158 - time (sec): 1.22 - samples/sec: 3724.23 - lr: 0.000004 - momentum: 0.000000
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2024-11-27 20:34:05,393 epoch 196 - iter 9/9 - loss 0.00002133 - time (sec): 1.40 - samples/sec: 3700.92 - lr: 0.000004 - momentum: 0.000000
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2024-11-27 20:34:05,393 ----------------------------------------------------------------------------------------------------
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2024-11-27 20:34:05,393 EPOCH 196 done: loss 0.0000 - lr: 0.000004
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100%|██████████████████████████████████████████| 1/1 [00:00<00:00, 5.14it/s]
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100%|██████████████████████████████████████████| 1/1 [00:00<00:00, 5.13it/s]
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2024-11-27 20:34:05,608 DEV : loss 3.752992868423462 - f1-score (micro avg) 0.366
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2024-11-27 20:34:05,609 ----------------------------------------------------------------------------------------------------
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2024-11-27 20:34:05,700 epoch 197 - iter 1/9 - loss 0.00001909 - time (sec): 0.09 - samples/sec: 5730.64 - lr: 0.000004 - momentum: 0.000000
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2024-11-27 20:34:05,827 epoch 197 - iter 2/9 - loss 0.00003085 - time (sec): 0.22 - samples/sec: 5595.57 - lr: 0.000004 - momentum: 0.000000
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2024-11-27 20:34:05,961 epoch 197 - iter 3/9 - loss 0.00002391 - time (sec): 0.35 - samples/sec: 4969.52 - lr: 0.000004 - momentum: 0.000000
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2024-11-27 20:34:06,110 epoch 197 - iter 4/9 - loss 0.00002165 - time (sec): 0.50 - samples/sec: 4604.97 - lr: 0.000004 - momentum: 0.000000
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2024-11-27 20:34:06,291 epoch 197 - iter 5/9 - loss 0.00002097 - time (sec): 0.68 - samples/sec: 4503.04 - lr: 0.000004 - momentum: 0.000000
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2024-11-27 20:34:06,631 epoch 197 - iter 6/9 - loss 0.00002069 - time (sec): 1.02 - samples/sec: 3570.35 - lr: 0.000004 - momentum: 0.000000
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2024-11-27 20:34:06,772 epoch 197 - iter 7/9 - loss 0.00002214 - time (sec): 1.16 - samples/sec: 3596.53 - lr: 0.000004 - momentum: 0.000000
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2024-11-27 20:34:06,933 epoch 197 - iter 8/9 - loss 0.00002110 - time (sec): 1.32 - samples/sec: 3599.21 - lr: 0.000004 - momentum: 0.000000
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2024-11-27 20:34:07,073 epoch 197 - iter 9/9 - loss 0.00002040 - time (sec): 1.46 - samples/sec: 3552.37 - lr: 0.000004 - momentum: 0.000000
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2024-11-27 20:34:07,073 ----------------------------------------------------------------------------------------------------
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2024-11-27 20:34:07,073 EPOCH 197 done: loss 0.0000 - lr: 0.000004
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100%|██████████████████████████████████████████| 1/1 [00:00<00:00, 5.64it/s]
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100%|██████████████████████████████████████████| 1/1 [00:00<00:00, 5.63it/s]
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2024-11-27 20:34:07,270 DEV : loss 3.754647970199585 - f1-score (micro avg) 0.366
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2024-11-27 20:34:07,271 ----------------------------------------------------------------------------------------------------
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2024-11-27 20:34:07,376 epoch 198 - iter 1/9 - loss 0.00006918 - time (sec): 0.10 - samples/sec: 6089.36 - lr: 0.000004 - momentum: 0.000000
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2024-11-27 20:34:07,511 epoch 198 - iter 2/9 - loss 0.00004311 - time (sec): 0.24 - samples/sec: 5085.56 - lr: 0.000004 - momentum: 0.000000
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2024-11-27 20:34:07,809 epoch 198 - iter 3/9 - loss 0.00003457 - time (sec): 0.54 - samples/sec: 3434.32 - lr: 0.000004 - momentum: 0.000000
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2024-11-27 20:34:07,943 epoch 198 - iter 4/9 - loss 0.00003068 - time (sec): 0.67 - samples/sec: 3630.68 - lr: 0.000004 - momentum: 0.000000
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2024-11-27 20:34:08,088 epoch 198 - iter 5/9 - loss 0.00002822 - time (sec): 0.82 - samples/sec: 3794.99 - lr: 0.000004 - momentum: 0.000000
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2024-11-27 20:34:08,252 epoch 198 - iter 6/9 - loss 0.00002629 - time (sec): 0.98 - samples/sec: 3815.65 - lr: 0.000004 - momentum: 0.000000
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2024-11-27 20:34:08,415 epoch 198 - iter 7/9 - loss 0.00002658 - time (sec): 1.14 - samples/sec: 3742.99 - lr: 0.000004 - momentum: 0.000000
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2024-11-27 20:34:08,599 epoch 198 - iter 8/9 - loss 0.00002896 - time (sec): 1.33 - samples/sec: 3556.90 - lr: 0.000004 - momentum: 0.000000
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2024-11-27 20:34:08,768 epoch 198 - iter 9/9 - loss 0.00002783 - time (sec): 1.50 - samples/sec: 3474.34 - lr: 0.000004 - momentum: 0.000000
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2024-11-27 20:34:08,768 ----------------------------------------------------------------------------------------------------
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2024-11-27 20:34:08,769 EPOCH 198 done: loss 0.0000 - lr: 0.000004
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2024-11-27 20:34:08,941 DEV : loss 3.7638072967529297 - f1-score (micro avg) 0.3506
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2024-11-27 20:34:08,942 ----------------------------------------------------------------------------------------------------
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2024-11-27 20:34:09,052 epoch 199 - iter 1/9 - loss 0.00001649 - time (sec): 0.11 - samples/sec: 7162.70 - lr: 0.000004 - momentum: 0.000000
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2024-11-27 20:34:09,241 epoch 199 - iter 2/9 - loss 0.00001436 - time (sec): 0.30 - samples/sec: 4510.27 - lr: 0.000004 - momentum: 0.000000
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2024-11-27 20:34:09,476 epoch 199 - iter 3/9 - loss 0.00002056 - time (sec): 0.53 - samples/sec: 3497.60 - lr: 0.000004 - momentum: 0.000000
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2024-11-27 20:34:09,615 epoch 199 - iter 4/9 - loss 0.00002523 - time (sec): 0.67 - samples/sec: 3778.83 - lr: 0.000004 - momentum: 0.000000
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2024-11-27 20:34:09,748 epoch 199 - iter 5/9 - loss 0.00002542 - time (sec): 0.80 - samples/sec: 3756.95 - lr: 0.000004 - momentum: 0.000000
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2024-11-27 20:34:09,949 epoch 199 - iter 6/9 - loss 0.00002945 - time (sec): 1.01 - samples/sec: 3653.33 - lr: 0.000004 - momentum: 0.000000
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2024-11-27 20:34:10,100 epoch 199 - iter 7/9 - loss 0.00002728 - time (sec): 1.16 - samples/sec: 3589.02 - lr: 0.000004 - momentum: 0.000000
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2024-11-27 20:34:10,270 epoch 199 - iter 8/9 - loss 0.00003084 - time (sec): 1.33 - samples/sec: 3557.08 - lr: 0.000004 - momentum: 0.000000
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2024-11-27 20:34:10,523 epoch 199 - iter 9/9 - loss 0.00003165 - time (sec): 1.58 - samples/sec: 3290.63 - lr: 0.000004 - momentum: 0.000000
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2024-11-27 20:34:10,523 ----------------------------------------------------------------------------------------------------
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2024-11-27 20:34:10,523 EPOCH 199 done: loss 0.0000 - lr: 0.000004
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100%|██████████████████████████████████████████| 1/1 [00:00<00:00, 6.90it/s]
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2024-11-27 20:34:10,688 DEV : loss 3.7687571048736572 - f1-score (micro avg) 0.3333
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2024-11-27 20:34:10,689 ----------------------------------------------------------------------------------------------------
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2024-11-27 20:34:10,788 epoch 200 - iter 1/9 - loss 0.00001431 - time (sec): 0.10 - samples/sec: 5180.82 - lr: 0.000004 - momentum: 0.000000
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2024-11-27 20:34:10,923 epoch 200 - iter 2/9 - loss 0.00001083 - time (sec): 0.23 - samples/sec: 4966.56 - lr: 0.000004 - momentum: 0.000000
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2024-11-27 20:34:11,085 epoch 200 - iter 3/9 - loss 0.00001408 - time (sec): 0.39 - samples/sec: 4369.55 - lr: 0.000004 - momentum: 0.000000
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2024-11-27 20:34:11,254 epoch 200 - iter 4/9 - loss 0.00001743 - time (sec): 0.56 - samples/sec: 4122.48 - lr: 0.000004 - momentum: 0.000000
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2024-11-27 20:34:11,433 epoch 200 - iter 5/9 - loss 0.00001767 - time (sec): 0.74 - samples/sec: 4022.49 - lr: 0.000004 - momentum: 0.000000
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2024-11-27 20:34:11,563 epoch 200 - iter 6/9 - loss 0.00001771 - time (sec): 0.87 - samples/sec: 4009.92 - lr: 0.000004 - momentum: 0.000000
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2024-11-27 20:34:11,712 epoch 200 - iter 7/9 - loss 0.00001729 - time (sec): 1.02 - samples/sec: 3954.04 - lr: 0.000004 - momentum: 0.000000
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2024-11-27 20:34:11,959 epoch 200 - iter 8/9 - loss 0.00001814 - time (sec): 1.27 - samples/sec: 3751.59 - lr: 0.000004 - momentum: 0.000000
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2024-11-27 20:34:12,143 epoch 200 - iter 9/9 - loss 0.00001865 - time (sec): 1.45 - samples/sec: 3577.45 - lr: 0.000004 - momentum: 0.000000
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2024-11-27 20:34:12,143 ----------------------------------------------------------------------------------------------------
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2024-11-27 20:34:12,143 EPOCH 200 done: loss 0.0000 - lr: 0.000004
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2024-11-27 20:34:12,330 DEV : loss 3.77131986618042 - f1-score (micro avg) 0.3333
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2024-11-27 20:34:13,190 ----------------------------------------------------------------------------------------------------
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2024-11-27 20:34:13,191 Testing using last state of model ...
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2024-11-27 20:34:13,298
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Results:
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- F-score (micro) 0.4503
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- F-score (macro) 0.2426
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- Accuracy 0.2957
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By class:
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precision recall f1-score support
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Org 0.5909 0.6842 0.6341 19
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Aim 0.1875 0.1765 0.1818 17
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Href 0.8667 1.0000 0.9286 13
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Sub 0.3333 0.3333 0.3333 12
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Adv 0.0909 0.1250 0.1053 8
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Fac 0.0000 0.0000 0.0000 2
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Ref 0.0000 0.0000 0.0000 0
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Act 0.0000 0.0000 0.0000 1
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Date 0.0000 0.0000 0.0000 0
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micro avg 0.4304 0.4722 0.4503 72
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macro avg 0.2299 0.2577 0.2426 72
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weighted avg 0.4223 0.4722 0.4452 72
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2024-11-27 20:34:13,298 ----------------------------------------------------------------------------------------------------
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######################################################################
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********** fine-tune operation finished **********
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********** 2024-11-27 20:34:13.300085 **********
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######################################################################
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Try to evaluating the trained model!
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2024-11-27 20:34:16,862 SequenceTagger predicts: Dictionary with 49 tags: O, S-Org, B-Org, E-Org, I-Org, S-Sub, B-Sub, E-Sub, I-Sub, S-Href, B-Href, E-Href, I-Href, S-Adv, B-Adv, E-Adv, I-Adv, S-Aim, B-Aim, E-Aim, I-Aim, S-Ref, B-Ref, E-Ref, I-Ref, S-Act, B-Act, E-Act, I-Act, S-Pro, B-Pro, E-Pro, I-Pro, S-Date, B-Date, E-Date, I-Date, S-Fac, B-Fac, E-Fac, I-Fac, S-Num, B-Num, E-Num, I-Num, S-Event, B-Event, E-Event, I-Event
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2024-11-27 20:34:16,972 Reading data from data
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2024-11-27 20:34:16,972 Train: data/peyma_train.txt
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2024-11-27 20:34:16,972 Dev: None
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2024-11-27 20:34:16,972 Test: data/test_ds.txt
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2024-11-27 20:34:19,544 No dev split found. Using 10% (i.e. 803 samples) of the train split as dev data
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0%| | 0/1 [00:00<?, ?it/s]2024-11-27 20:34:19,579 The string 'B-HALFREFERENCE' is not in dictionary! Dictionary contains only: ['O', 'S-Org', 'B-Org', 'E-Org', 'I-Org', 'S-Sub', 'B-Sub', 'E-Sub', 'I-Sub', 'S-Href', 'B-Href', 'E-Href', 'I-Href', 'S-Adv', 'B-Adv', 'E-Adv', 'I-Adv', 'S-Aim', 'B-Aim', 'E-Aim', 'I-Aim', 'S-Ref', 'B-Ref', 'E-Ref', 'I-Ref', 'S-Act', 'B-Act', 'E-Act', 'I-Act', 'S-Pro', 'B-Pro', 'E-Pro', 'I-Pro', 'S-Date', 'B-Date', 'E-Date', 'I-Date', 'S-Fac', 'B-Fac', 'E-Fac', 'I-Fac', 'S-Num', 'B-Num', 'E-Num', 'I-Num', 'S-Event', 'B-Event', 'E-Event', 'I-Event']
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2024-11-27 20:34:19,579 You can create a Dictionary that handles unknown items with an <unk>-key by setting add_unk = True in the construction.
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do_evaluate function failed
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Traceback (most recent call last):
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File "/home/gpu/tnlp/jokar/Flair_NER/train.py", line 158, in <module>
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evaluate_result = do_evaluate()
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File "/home/gpu/tnlp/jokar/Flair_NER/evaluate_model.py", line 13, in do_evaluate
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result = tagger.evaluate(corpus.test, gold_label_type='ner', mini_batch_size=8)
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File "/home/gpu/NLP/.env/lib/python3.10/site-packages/flair/nn/model.py", line 297, in evaluate
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loss_and_count = self.predict(
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File "/home/gpu/NLP/.env/lib/python3.10/site-packages/flair/models/sequence_tagger_model.py", line 501, in predict
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gold_labels = self._prepare_label_tensor(batch)
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File "/home/gpu/NLP/.env/lib/python3.10/site-packages/flair/models/sequence_tagger_model.py", line 425, in _prepare_label_tensor
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[self.label_dictionary.get_idx_for_item(label) for label in gold_labels],
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File "/home/gpu/NLP/.env/lib/python3.10/site-packages/flair/models/sequence_tagger_model.py", line 425, in <listcomp>
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[self.label_dictionary.get_idx_for_item(label) for label in gold_labels],
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File "/home/gpu/NLP/.env/lib/python3.10/site-packages/flair/data.py", line 102, in get_idx_for_item
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raise IndexError
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IndexError
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During handling of the above exception, another exception occurred:
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Traceback (most recent call last):
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File "/home/gpu/tnlp/jokar/Flair_NER/train.py", line 164, in <module>
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{str(e.args[0])}"""
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IndexError: tuple index out of range
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