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run-ner-ma-tw-gpu-lib-out-crf5.o357908.o
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run-ner-ma-tw-gpu-lib-out-crf5.o357908.o
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2016-08-12 11:52:02,361 - LoadData - INFO - Reading data from training set...
2016-08-12 11:52:02,581 - LoadData - INFO - #sentences: 2394, #tokens: 46469
2016-08-12 11:52:02,581 - LoadData - INFO - Reading data from dev set...
2016-08-12 11:52:02,654 - LoadData - INFO - #sentences: 800, #tokens: 15483
2016-08-12 11:52:02,655 - LoadData - INFO - Reading data from test set...
2016-08-12 11:52:02,732 - LoadData - INFO - #sentences: 1000, #tokens: 16261
2016-08-12 11:52:02,733 - LoadData - INFO - word alphabet size: 21
2016-08-12 11:52:02,733 - LoadData - INFO - label alphabet size: 21
2016-08-12 11:52:02,733 - LoadData - INFO - Maximum length of training set is 39
2016-08-12 11:52:02,733 - LoadData - INFO - Maximum length of dev set is 39
2016-08-12 11:52:02,734 - LoadData - INFO - Maximum length of test set is 41
2016-08-12 11:52:02,734 - LoadData - INFO - Maximum length used for training is 41
2016-08-12 11:52:02,734 - LoadData - INFO - Generating data with fine tuning...
2016-08-12 11:52:02,734 - LoadData - INFO - Loading GloVe ...
2016-08-12 11:53:15,225 - LoadData - INFO - Dimension of embedding is 100, Caseless: 1
2016-08-12 11:53:15,610 - LoadData - INFO - character alphabet size: 25
2016-08-12 11:53:15,610 - LoadData - INFO - Maximum character length of training set is 13
2016-08-12 11:53:15,610 - LoadData - INFO - Maximum character length of dev set is 13
2016-08-12 11:53:15,610 - LoadData - INFO - Maximum character length of test set is 13
2016-08-12 11:53:15,610 - LoadData - INFO - Maximum character length used for training is 13
2016-08-12 11:53:16,576 - BiLSTM-CNN-CRF - INFO - constructing network...
2016-08-12 11:53:17,109 - BiLSTM-CNN-CRF - INFO - Network structure: hidden=200, filter=30
2016-08-12 11:54:50,173 - BiLSTM-CNN-CRF - INFO - Start training: momentum with regularization: none(0.000000), dropout: True, fine tune: True (#training data: 2394, batch size: 10, clip: 5.0, peepholes: False)...
Epoch 1 (learning rate=0.0100, decay rate=0.0500):
2016-08-12 11:54:50,174 - BiLSTM-CNN-CRF - INFO - Epoch 1 (learning rate=0.0100, decay rate=0.0500):
2016-08-12 11:54:50,285 - BiLSTM-CNN-CRF - INFO - train: 10/2394 loss: 66.2867, acc: 2.70%, time left (estimated): 26.30s
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2016-08-12 11:55:10,353 - BiLSTM-CNN-CRF - INFO - train: 1890/2394 loss: 4.0928, acc: 95.38%, time left (estimated): 5.34s
2016-08-12 11:55:10,460 - BiLSTM-CNN-CRF - INFO - train: 1900/2394 loss: 4.0752, acc: 95.40%, time left (estimated): 5.23s
2016-08-12 11:55:10,566 - BiLSTM-CNN-CRF - INFO - train: 1910/2394 loss: 4.0642, acc: 95.40%, time left (estimated): 5.12s
2016-08-12 11:55:10,673 - BiLSTM-CNN-CRF - INFO - train: 1920/2394 loss: 4.0468, acc: 95.41%, time left (estimated): 5.02s
2016-08-12 11:55:10,780 - BiLSTM-CNN-CRF - INFO - train: 1930/2394 loss: 4.0354, acc: 95.41%, time left (estimated): 4.91s
2016-08-12 11:55:10,887 - BiLSTM-CNN-CRF - INFO - train: 1940/2394 loss: 4.0193, acc: 95.42%, time left (estimated): 4.80s
2016-08-12 11:55:10,993 - BiLSTM-CNN-CRF - INFO - train: 1950/2394 loss: 4.0085, acc: 95.42%, time left (estimated): 4.70s
2016-08-12 11:55:11,100 - BiLSTM-CNN-CRF - INFO - train: 1960/2394 loss: 3.9967, acc: 95.43%, time left (estimated): 4.59s
2016-08-12 11:55:11,207 - BiLSTM-CNN-CRF - INFO - train: 1970/2394 loss: 3.9778, acc: 95.44%, time left (estimated): 4.48s
2016-08-12 11:55:11,314 - BiLSTM-CNN-CRF - INFO - train: 1980/2394 loss: 3.9588, acc: 95.46%, time left (estimated): 4.38s
2016-08-12 11:55:11,420 - BiLSTM-CNN-CRF - INFO - train: 1990/2394 loss: 3.9490, acc: 95.46%, time left (estimated): 4.27s
2016-08-12 11:55:11,527 - BiLSTM-CNN-CRF - INFO - train: 2000/2394 loss: 3.9319, acc: 95.48%, time left (estimated): 4.16s
2016-08-12 11:55:11,634 - BiLSTM-CNN-CRF - INFO - train: 2010/2394 loss: 3.9140, acc: 95.50%, time left (estimated): 4.06s
2016-08-12 11:55:11,740 - BiLSTM-CNN-CRF - INFO - train: 2020/2394 loss: 3.8986, acc: 95.52%, time left (estimated): 3.95s
2016-08-12 11:55:11,847 - BiLSTM-CNN-CRF - INFO - train: 2030/2394 loss: 3.8833, acc: 95.53%, time left (estimated): 3.84s
2016-08-12 11:55:11,954 - BiLSTM-CNN-CRF - INFO - train: 2040/2394 loss: 3.8727, acc: 95.52%, time left (estimated): 3.74s
2016-08-12 11:55:12,060 - BiLSTM-CNN-CRF - INFO - train: 2050/2394 loss: 3.8562, acc: 95.54%, time left (estimated): 3.63s
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2016-08-12 11:55:12,488 - BiLSTM-CNN-CRF - INFO - train: 2090/2394 loss: 3.8176, acc: 95.55%, time left (estimated): 3.20s
2016-08-12 11:55:12,594 - BiLSTM-CNN-CRF - INFO - train: 2100/2394 loss: 3.8034, acc: 95.56%, time left (estimated): 3.10s
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2016-08-12 11:55:14,088 - BiLSTM-CNN-CRF - INFO - train: 2240/2394 loss: 3.6302, acc: 95.70%, time left (estimated): 1.60s
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2016-08-12 11:55:15,370 - BiLSTM-CNN-CRF - INFO - train: 2360/2394 loss: 3.5054, acc: 95.80%, time left (estimated): 0.32s
2016-08-12 11:55:15,477 - BiLSTM-CNN-CRF - INFO - train: 2370/2394 loss: 3.4959, acc: 95.80%, time left (estimated): 0.21s
2016-08-12 11:55:15,583 - BiLSTM-CNN-CRF - INFO - train: 2380/2394 loss: 3.4830, acc: 95.81%, time left (estimated): 0.11s
2016-08-12 11:55:15,690 - BiLSTM-CNN-CRF - INFO - train: 2390/2394 loss: 3.4713, acc: 95.83%, time left (estimated): 0.00s
2016-08-12 11:55:15,780 - BiLSTM-CNN-CRF - INFO - train: 2394/2394 loss: 3.4655, acc: 95.83%, time left (estimated): -0.11s
2016-08-12 11:55:15,780 - BiLSTM-CNN-CRF - INFO - train: 2394/2394 loss: 3.4655, acc: 95.83%, time: 25.61s
2016-08-12 11:55:19,362 - BiLSTM-CNN-CRF - INFO - dev loss: 1.1683, corr: 15032, total: 15483, acc: 97.09%
2016-08-12 11:55:19,363 - BiLSTM-CNN-CRF - INFO - dev_err: 934.6640, best_loss: 1000000000000.0000, best_acc: 0.0000, dev_corr: 15032.0000, dev_total: 15483.0000, (dev_corr/dev_total): 0.9709
2016-08-12 11:55:19,363 - BiLSTM-CNN-CRF - INFO - stop_count: 0.0000
2016-08-12 11:56:25,545 - BiLSTM-CNN-CRF - INFO - test loss: 1.4411, corr: 15651, total: 16261, acc: 96.25%
2016-08-12 11:56:25,548 - BiLSTM-CNN-CRF - INFO - final best loss test performance (at epoch 1)
2016-08-12 11:56:25,548 - BiLSTM-CNN-CRF - INFO - final best acc test performance (at epoch 1)
2016-08-12 11:56:25,548 - BiLSTM-CNN-CRF - INFO - test loss: 1.4411, corr: 15651, total: 16261, acc: 96.25%
2016-08-12 11:56:25,548 - BiLSTM-CNN-CRF - INFO - test loss: 1.4411, corr: 15651, total: 16261, acc: 96.25%