Epoch 1/40
Building prefix dict from the default dictionary ...
Loading model from cache /tmp/jieba.cache
Loading model cost 0.649 seconds.
Prefix dict has been built succesfully.
2019-10-01 10:31:42.085218: I tensorflow/stream_executor/dso_loader.cc:152] successfully opened CUDA library libcublas.so.10.0 locally
1298/1298 [==============================] - 763s 588ms/step - loss: 3.7022
4394it [00:50, 93.79it/s]Sel-Num: 1.000, Sel-Col: 1.000, Sel-Agg: 1.000, W-Num: 0.154, W-Col: 0.231, W-Op: 0.072, W-Val: 0.369, W-Rel: 0.108, total_err: 1.000
Acc in evaluate data set is 0.0
4396it [00:52, 84.03it/s]
acc: 0.00000, best acc: 0.00000
Epoch 2/40
1298/1298 [==============================] - 742s 572ms/step - loss: 1.3105
4392it [00:48, 97.26it/s]Sel-Num: 0.205, Sel-Col: 0.242, Sel-Agg: 0.230, W-Num: 0.075, W-Col: 0.103, W-Op: 0.025, W-Val: 0.182, W-Rel: 0.049, total_err: 0.390
Acc in evaluate data set is 0.6098726114649682
4396it [00:50, 87.89it/s]
acc: 0.60987, best acc: 0.60987
Epoch 3/40
1298/1298 [==============================] - 736s 567ms/step - loss: 0.4766
4392it [00:47, 89.31it/s]Sel-Num: 0.118, Sel-Col: 0.143, Sel-Agg: 0.138, W-Num: 0.057, W-Col: 0.090, W-Op: 0.015, W-Val: 0.151, W-Rel: 0.036, total_err: 0.288
Acc in evaluate data set is 0.7120109190172885
4396it [00:49, 88.91it/s]
acc: 0.71201, best acc: 0.71201
Epoch 4/40
1298/1298 [==============================] - 732s 564ms/step - loss: 0.3215
4395it [00:48, 74.27it/s]Sel-Num: 0.084, Sel-Col: 0.107, Sel-Agg: 0.101, W-Num: 0.058, W-Col: 0.079, W-Op: 0.017, W-Val: 0.131, W-Rel: 0.038, total_err: 0.252
Acc in evaluate data set is 0.7484076433121019
4396it [00:50, 87.69it/s]
acc: 0.74841, best acc: 0.74841
Epoch 5/40
1298/1298 [==============================] - 737s 567ms/step - loss: 0.2382
4390it [00:47, 83.63it/s]Sel-Num: 0.069, Sel-Col: 0.096, Sel-Agg: 0.086, W-Num: 0.056, W-Col: 0.075, W-Op: 0.016, W-Val: 0.123, W-Rel: 0.039, total_err: 0.236
Acc in evaluate data set is 0.7641037306642402
4396it [00:49, 89.23it/s]
acc: 0.76410, best acc: 0.76410
Epoch 6/40
1298/1298 [==============================] - 737s 568ms/step - loss: 0.1908
4390it [00:50, 84.82it/s]Sel-Num: 0.063, Sel-Col: 0.088, Sel-Agg: 0.078, W-Num: 0.055, W-Col: 0.084, W-Op: 0.017, W-Val: 0.128, W-Rel: 0.038, total_err: 0.235
Acc in evaluate data set is 0.7647861692447679
4396it [00:51, 84.87it/s]
acc: 0.76479, best acc: 0.76479
Epoch 7/40
1298/1298 [==============================] - 763s 588ms/step - loss: 0.1599
4395it [00:48, 97.55it/s]Sel-Num: 0.056, Sel-Col: 0.078, Sel-Agg: 0.071, W-Num: 0.049, W-Col: 0.066, W-Op: 0.015, W-Val: 0.116, W-Rel: 0.034, total_err: 0.208
Acc in evaluate data set is 0.7916287534121929
4396it [00:50, 87.70it/s]
acc: 0.79163, best acc: 0.79163
Epoch 8/40
1298/1298 [==============================] - 726s 559ms/step - loss: 0.1280
4396it [00:48, 87.86it/s]Sel-Num: 0.055, Sel-Col: 0.077, Sel-Agg: 0.069, W-Num: 0.051, W-Col: 0.066, W-Op: 0.015, W-Val: 0.114, W-Rel: 0.035, total_err: 0.208
Acc in evaluate data set is 0.7923111919927206
acc: 0.79231, best acc: 0.79231
Epoch 9/40
1298/1298 [==============================] - 722s 556ms/step - loss: 0.1130
4394it [00:48, 91.69it/s]Sel-Num: 0.044, Sel-Col: 0.067, Sel-Agg: 0.057, W-Num: 0.043, W-Col: 0.066, W-Op: 0.014, W-Val: 0.111, W-Rel: 0.029, total_err: 0.192
Acc in evaluate data set is 0.8075523202911739
4396it [00:50, 87.65it/s]
acc: 0.80755, best acc: 0.80755
Epoch 10/40
1298/1298 [==============================] - 708s 546ms/step - loss: 0.0929
4393it [00:48, 89.92it/s]Sel-Num: 0.044, Sel-Col: 0.068, Sel-Agg: 0.057, W-Num: 0.049, W-Col: 0.068, W-Op: 0.015, W-Val: 0.114, W-Rel: 0.033, total_err: 0.200
Acc in evaluate data set is 0.8002729754322111
4396it [00:50, 87.37it/s]
acc: 0.80027, best acc: 0.80755
Epoch 11/40
1298/1298 [==============================] - 709s 547ms/step - loss: 0.0836
4392it [00:47, 76.12it/s]Sel-Num: 0.040, Sel-Col: 0.065, Sel-Agg: 0.056, W-Num: 0.046, W-Col: 0.064, W-Op: 0.014, W-Val: 0.106, W-Rel: 0.032, total_err: 0.189
Acc in evaluate data set is 0.8105095541401274
4396it [00:49, 89.48it/s]
acc: 0.81051, best acc: 0.81051
Epoch 12/40
1298/1298 [==============================] - 712s 548ms/step - loss: 0.0689
4393it [00:48, 85.06it/s]Sel-Num: 0.042, Sel-Col: 0.065, Sel-Agg: 0.054, W-Num: 0.047, W-Col: 0.059, W-Op: 0.014, W-Val: 0.103, W-Rel: 0.032, total_err: 0.186
Acc in evaluate data set is 0.8136942675159236
4396it [00:49, 88.46it/s]
acc: 0.81369, best acc: 0.81369
Epoch 13/40
1298/1298 [==============================] - 710s 547ms/step - loss: 0.0664
4389it [00:48, 91.98it/s]Sel-Num: 0.040, Sel-Col: 0.065, Sel-Agg: 0.055, W-Num: 0.047, W-Col: 0.062, W-Op: 0.014, W-Val: 0.106, W-Rel: 0.033, total_err: 0.189
Acc in evaluate data set is 0.8105095541401274
4396it [00:49, 88.47it/s]
acc: 0.81051, best acc: 0.81369
Epoch 14/40
1298/1298 [==============================] - 711s 547ms/step - loss: 0.0633
4395it [00:48, 86.96it/s]Sel-Num: 0.040, Sel-Col: 0.064, Sel-Agg: 0.052, W-Num: 0.048, W-Col: 0.063, W-Op: 0.014, W-Val: 0.103, W-Rel: 0.033, total_err: 0.190
Acc in evaluate data set is 0.8100545950864422
4396it [00:49, 89.02it/s]
acc: 0.81005, best acc: 0.81369
Epoch 15/40
1298/1298 [==============================] - 710s 547ms/step - loss: 0.0530
4390it [00:48, 84.94it/s]Sel-Num: 0.033, Sel-Col: 0.059, Sel-Agg: 0.048, W-Num: 0.048, W-Col: 0.063, W-Op: 0.015, W-Val: 0.105, W-Rel: 0.033, total_err: 0.188
Acc in evaluate data set is 0.8116469517743403
4396it [00:49, 88.48it/s]
acc: 0.81165, best acc: 0.81369
Epoch 16/40
1298/1298 [==============================] - 709s 546ms/step - loss: 0.0431
4389it [00:49, 93.83it/s]Sel-Num: 0.040, Sel-Col: 0.062, Sel-Agg: 0.054, W-Num: 0.046, W-Col: 0.059, W-Op: 0.015, W-Val: 0.101, W-Rel: 0.031, total_err: 0.185
Acc in evaluate data set is 0.815059144676979
4396it [00:50, 87.05it/s]
acc: 0.81506, best acc: 0.81506
Epoch 17/40
1298/1298 [==============================] - 710s 547ms/step - loss: 0.0417
4391it [00:48, 95.01it/s]Sel-Num: 0.038, Sel-Col: 0.064, Sel-Agg: 0.051, W-Num: 0.048, W-Col: 0.070, W-Op: 0.014, W-Val: 0.106, W-Rel: 0.033, total_err: 0.196
Acc in evaluate data set is 0.8036851683348498
4396it [00:49, 88.71it/s]
acc: 0.80369, best acc: 0.81506
Epoch 18/40
1298/1298 [==============================] - 711s 548ms/step - loss: 0.0409
4392it [00:49, 95.83it/s]Sel-Num: 0.034, Sel-Col: 0.060, Sel-Agg: 0.048, W-Num: 0.044, W-Col: 0.061, W-Op: 0.016, W-Val: 0.101, W-Rel: 0.030, total_err: 0.184
Acc in evaluate data set is 0.8164240218380345
4396it [00:50, 87.10it/s]
acc: 0.81642, best acc: 0.81642
Epoch 19/40
1298/1298 [==============================] - 710s 547ms/step - loss: 0.0352
4391it [00:48, 96.58it/s]Sel-Num: 0.035, Sel-Col: 0.061, Sel-Agg: 0.048, W-Num: 0.044, W-Col: 0.056, W-Op: 0.014, W-Val: 0.098, W-Rel: 0.032, total_err: 0.179
Acc in evaluate data set is 0.8205186533212011
4396it [00:49, 88.12it/s]
acc: 0.82052, best acc: 0.82052
Epoch 20/40
1298/1298 [==============================] - 709s 546ms/step - loss: 0.0308
2205it [00:25, 82.22it/s]Traceback (most recent call last):
......
未完待续