Permalink
Cannot retrieve contributors at this time
Name already in use
A tag already exists with the provided branch name. Many Git commands accept both tag and branch names, so creating this branch may cause unexpected behavior. Are you sure you want to create this branch?
web-data/gluonnlp/logs/classification/fasttext-ag-news.log
Go to fileThis commit does not belong to any branch on this repository, and may belong to a fork outside of the repository.
324 lines (324 sloc)
15.8 KB
This file contains bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
| /home/ubuntu/anaconda3/lib/python3.6/site-packages/h5py/__init__.py:36: FutureWarning: Conversion of the second argument of issubdtype from `float` to `np.floating` is deprecated. In future, it will be treated as `np.float64 == np.dtype(float).type`. | |
| from ._conv import register_converters as _register_converters | |
| INFO:root:Ngrams range for the training run : 1 | |
| INFO:root:Loading Training data | |
| INFO:root:Opening file /dev/shm/fastText/data/ag_news.train for reading input | |
| INFO:root:Loading Test data | |
| INFO:root:Opening file /dev/shm/fastText/data/ag_news.test for reading input | |
| INFO:root:Vocabulary size: 95814 | |
| INFO:root:Training data converting to sequences... | |
| INFO:root:Done! Sequence conversion Time=15.48s, #Sentences=120000 | |
| INFO:root:Done! Sequence conversion Time=15.33s, #Sentences=7600 | |
| INFO:root:Encoding labels | |
| INFO:root:Label mapping:{'__label__1': 0, '__label__2': 1, '__label__3': 2, '__label__4': 3} | |
| INFO:root:Done! Preprocessing Time=2.25s, #Sentences=120000 | |
| INFO:root:Done! Preprocessing Time=1.00s, #Sentences=7600 | |
| INFO:root:Number of labels: 4 | |
| INFO:root:Initializing network | |
| INFO:root:Running Training on ctx:gpu(0) | |
| INFO:root:Number of output units in the last layer :4 | |
| INFO:root:Network initialized | |
| INFO:root:Loss function for training:SoftmaxCrossEntropyLoss(batch_axis=0, w=None) | |
| INFO:root:Starting Training! | |
| INFO:root:Training on 120000 samples and testing on 7600 samples | |
| INFO:root:Number of batches for each epoch : 7500.0, Display cadence: 750 | |
| INFO:root:Epoch : 0, Batches complete :0 | |
| INFO:root:Epoch : 0, Batches complete :750 | |
| INFO:root:Epoch : 0, Batches complete :1500 | |
| INFO:root:Epoch : 0, Batches complete :2250 | |
| INFO:root:Epoch : 0, Batches complete :3000 | |
| INFO:root:Epoch : 0, Batches complete :3750 | |
| INFO:root:Epoch : 0, Batches complete :4500 | |
| INFO:root:Epoch : 0, Batches complete :5250 | |
| INFO:root:Epoch : 0, Batches complete :6000 | |
| INFO:root:Epoch : 0, Batches complete :6750 | |
| INFO:root:Epoch complete :0, Computing Accuracy | |
| INFO:root:Epochs completed : 0 Test Accuracy: 0.8764473684210526, Test Loss: 1.3566422615977125 | |
| INFO:root:Epoch : 1, Batches complete :0 | |
| INFO:root:Epoch : 1, Batches complete :750 | |
| INFO:root:Epoch : 1, Batches complete :1500 | |
| INFO:root:Epoch : 1, Batches complete :2250 | |
| INFO:root:Epoch : 1, Batches complete :3000 | |
| INFO:root:Epoch : 1, Batches complete :3750 | |
| INFO:root:Epoch : 1, Batches complete :4500 | |
| INFO:root:Epoch : 1, Batches complete :5250 | |
| INFO:root:Epoch : 1, Batches complete :6000 | |
| INFO:root:Epoch : 1, Batches complete :6750 | |
| INFO:root:Epoch complete :1, Computing Accuracy | |
| INFO:root:Epochs completed : 1 Test Accuracy: 0.8873684210526316, Test Loss: 0.8527715157881738 | |
| INFO:root:Epoch : 2, Batches complete :0 | |
| INFO:root:Epoch : 2, Batches complete :750 | |
| INFO:root:Epoch : 2, Batches complete :1500 | |
| INFO:root:Epoch : 2, Batches complete :2250 | |
| INFO:root:Epoch : 2, Batches complete :3000 | |
| INFO:root:Epoch : 2, Batches complete :3750 | |
| INFO:root:Epoch : 2, Batches complete :4500 | |
| INFO:root:Epoch : 2, Batches complete :5250 | |
| INFO:root:Epoch : 2, Batches complete :6000 | |
| INFO:root:Epoch : 2, Batches complete :6750 | |
| INFO:root:Epoch complete :2, Computing Accuracy | |
| INFO:root:Epochs completed : 2 Test Accuracy: 0.8928947368421053, Test Loss: 0.5572469649001756 | |
| INFO:root:Epoch : 3, Batches complete :0 | |
| INFO:root:Epoch : 3, Batches complete :750 | |
| INFO:root:Epoch : 3, Batches complete :1500 | |
| INFO:root:Epoch : 3, Batches complete :2250 | |
| INFO:root:Epoch : 3, Batches complete :3000 | |
| INFO:root:Epoch : 3, Batches complete :3750 | |
| INFO:root:Epoch : 3, Batches complete :4500 | |
| INFO:root:Epoch : 3, Batches complete :5250 | |
| INFO:root:Epoch : 3, Batches complete :6000 | |
| INFO:root:Epoch : 3, Batches complete :6750 | |
| INFO:root:Epoch complete :3, Computing Accuracy | |
| INFO:root:Epochs completed : 3 Test Accuracy: 0.9010526315789473, Test Loss: 0.4343520502311086 | |
| INFO:root:Epoch : 4, Batches complete :0 | |
| INFO:root:Epoch : 4, Batches complete :750 | |
| INFO:root:Epoch : 4, Batches complete :1500 | |
| INFO:root:Epoch : 4, Batches complete :2250 | |
| INFO:root:Epoch : 4, Batches complete :3000 | |
| INFO:root:Epoch : 4, Batches complete :3750 | |
| INFO:root:Epoch : 4, Batches complete :4500 | |
| INFO:root:Epoch : 4, Batches complete :5250 | |
| INFO:root:Epoch : 4, Batches complete :6000 | |
| INFO:root:Epoch : 4, Batches complete :6750 | |
| INFO:root:Epoch complete :4, Computing Accuracy | |
| INFO:root:Epochs completed : 4 Test Accuracy: 0.9067105263157895, Test Loss: 0.4059215528569428 | |
| INFO:root:Epoch : 5, Batches complete :0 | |
| INFO:root:Epoch : 5, Batches complete :750 | |
| INFO:root:Epoch : 5, Batches complete :1500 | |
| INFO:root:Epoch : 5, Batches complete :2250 | |
| INFO:root:Epoch : 5, Batches complete :3000 | |
| INFO:root:Epoch : 5, Batches complete :3750 | |
| INFO:root:Epoch : 5, Batches complete :4500 | |
| INFO:root:Epoch : 5, Batches complete :5250 | |
| INFO:root:Epoch : 5, Batches complete :6000 | |
| INFO:root:Epoch : 5, Batches complete :6750 | |
| INFO:root:Epoch complete :5, Computing Accuracy | |
| INFO:root:Epochs completed : 5 Test Accuracy: 0.9067105263157895, Test Loss: 0.39512876059492386 | |
| INFO:root:Epoch : 6, Batches complete :0 | |
| INFO:root:Epoch : 6, Batches complete :750 | |
| INFO:root:Epoch : 6, Batches complete :1500 | |
| INFO:root:Epoch : 6, Batches complete :2250 | |
| INFO:root:Epoch : 6, Batches complete :3000 | |
| INFO:root:Epoch : 6, Batches complete :3750 | |
| INFO:root:Epoch : 6, Batches complete :4500 | |
| INFO:root:Epoch : 6, Batches complete :5250 | |
| INFO:root:Epoch : 6, Batches complete :6000 | |
| INFO:root:Epoch : 6, Batches complete :6750 | |
| INFO:root:Epoch complete :6, Computing Accuracy | |
| INFO:root:Epochs completed : 6 Test Accuracy: 0.9088157894736842, Test Loss: 0.3879565375254762 | |
| INFO:root:Epoch : 7, Batches complete :0 | |
| INFO:root:Epoch : 7, Batches complete :750 | |
| INFO:root:Epoch : 7, Batches complete :1500 | |
| INFO:root:Epoch : 7, Batches complete :2250 | |
| INFO:root:Epoch : 7, Batches complete :3000 | |
| INFO:root:Epoch : 7, Batches complete :3750 | |
| INFO:root:Epoch : 7, Batches complete :4500 | |
| INFO:root:Epoch : 7, Batches complete :5250 | |
| INFO:root:Epoch : 7, Batches complete :6000 | |
| INFO:root:Epoch : 7, Batches complete :6750 | |
| INFO:root:Epoch complete :7, Computing Accuracy | |
| INFO:root:Epochs completed : 7 Test Accuracy: 0.9076315789473685, Test Loss: 0.3896589593266408 | |
| INFO:root:Epoch : 8, Batches complete :0 | |
| INFO:root:Epoch : 8, Batches complete :750 | |
| INFO:root:Epoch : 8, Batches complete :1500 | |
| INFO:root:Epoch : 8, Batches complete :2250 | |
| INFO:root:Epoch : 8, Batches complete :3000 | |
| INFO:root:Epoch : 8, Batches complete :3750 | |
| INFO:root:Epoch : 8, Batches complete :4500 | |
| INFO:root:Epoch : 8, Batches complete :5250 | |
| INFO:root:Epoch : 8, Batches complete :6000 | |
| INFO:root:Epoch : 8, Batches complete :6750 | |
| INFO:root:Epoch complete :8, Computing Accuracy | |
| INFO:root:Epochs completed : 8 Test Accuracy: 0.9064473684210527, Test Loss: 0.3931363523272971 | |
| INFO:root:Epoch : 9, Batches complete :0 | |
| INFO:root:Epoch : 9, Batches complete :750 | |
| INFO:root:Epoch : 9, Batches complete :1500 | |
| INFO:root:Epoch : 9, Batches complete :2250 | |
| INFO:root:Epoch : 9, Batches complete :3000 | |
| INFO:root:Epoch : 9, Batches complete :3750 | |
| INFO:root:Epoch : 9, Batches complete :4500 | |
| INFO:root:Epoch : 9, Batches complete :5250 | |
| INFO:root:Epoch : 9, Batches complete :6000 | |
| INFO:root:Epoch : 9, Batches complete :6750 | |
| INFO:root:Epoch complete :9, Computing Accuracy | |
| INFO:root:Epochs completed : 9 Test Accuracy: 0.9069736842105263, Test Loss: 0.39174262453795794 | |
| INFO:root:Epoch : 10, Batches complete :0 | |
| INFO:root:Epoch : 10, Batches complete :750 | |
| INFO:root:Epoch : 10, Batches complete :1500 | |
| INFO:root:Epoch : 10, Batches complete :2250 | |
| INFO:root:Epoch : 10, Batches complete :3000 | |
| INFO:root:Epoch : 10, Batches complete :3750 | |
| INFO:root:Epoch : 10, Batches complete :4500 | |
| INFO:root:Epoch : 10, Batches complete :5250 | |
| INFO:root:Epoch : 10, Batches complete :6000 | |
| INFO:root:Epoch : 10, Batches complete :6750 | |
| INFO:root:Epoch complete :10, Computing Accuracy | |
| INFO:root:Epochs completed : 10 Test Accuracy: 0.906578947368421, Test Loss: 0.3927288375869026 | |
| INFO:root:Epoch : 11, Batches complete :0 | |
| INFO:root:Epoch : 11, Batches complete :750 | |
| INFO:root:Epoch : 11, Batches complete :1500 | |
| INFO:root:Epoch : 11, Batches complete :2250 | |
| INFO:root:Epoch : 11, Batches complete :3000 | |
| INFO:root:Epoch : 11, Batches complete :3750 | |
| INFO:root:Epoch : 11, Batches complete :4500 | |
| INFO:root:Epoch : 11, Batches complete :5250 | |
| INFO:root:Epoch : 11, Batches complete :6000 | |
| INFO:root:Epoch : 11, Batches complete :6750 | |
| INFO:root:Epoch complete :11, Computing Accuracy | |
| INFO:root:Epochs completed : 11 Test Accuracy: 0.9068421052631579, Test Loss: 0.39269958834384383 | |
| INFO:root:Epoch : 12, Batches complete :0 | |
| INFO:root:Epoch : 12, Batches complete :750 | |
| INFO:root:Epoch : 12, Batches complete :1500 | |
| INFO:root:Epoch : 12, Batches complete :2250 | |
| INFO:root:Epoch : 12, Batches complete :3000 | |
| INFO:root:Epoch : 12, Batches complete :3750 | |
| INFO:root:Epoch : 12, Batches complete :4500 | |
| INFO:root:Epoch : 12, Batches complete :5250 | |
| INFO:root:Epoch : 12, Batches complete :6000 | |
| INFO:root:Epoch : 12, Batches complete :6750 | |
| INFO:root:Epoch complete :12, Computing Accuracy | |
| INFO:root:Epochs completed : 12 Test Accuracy: 0.906578947368421, Test Loss: 0.3925883776663291 | |
| INFO:root:Epoch : 13, Batches complete :0 | |
| INFO:root:Epoch : 13, Batches complete :750 | |
| INFO:root:Epoch : 13, Batches complete :1500 | |
| INFO:root:Epoch : 13, Batches complete :2250 | |
| INFO:root:Epoch : 13, Batches complete :3000 | |
| INFO:root:Epoch : 13, Batches complete :3750 | |
| INFO:root:Epoch : 13, Batches complete :4500 | |
| INFO:root:Epoch : 13, Batches complete :5250 | |
| INFO:root:Epoch : 13, Batches complete :6000 | |
| INFO:root:Epoch : 13, Batches complete :6750 | |
| INFO:root:Epoch complete :13, Computing Accuracy | |
| INFO:root:Epochs completed : 13 Test Accuracy: 0.9067105263157895, Test Loss: 0.3926985869615486 | |
| INFO:root:Epoch : 14, Batches complete :0 | |
| INFO:root:Epoch : 14, Batches complete :750 | |
| INFO:root:Epoch : 14, Batches complete :1500 | |
| INFO:root:Epoch : 14, Batches complete :2250 | |
| INFO:root:Epoch : 14, Batches complete :3000 | |
| INFO:root:Epoch : 14, Batches complete :3750 | |
| INFO:root:Epoch : 14, Batches complete :4500 | |
| INFO:root:Epoch : 14, Batches complete :5250 | |
| INFO:root:Epoch : 14, Batches complete :6000 | |
| INFO:root:Epoch : 14, Batches complete :6750 | |
| INFO:root:Epoch complete :14, Computing Accuracy | |
| INFO:root:Epochs completed : 14 Test Accuracy: 0.906578947368421, Test Loss: 0.39267066471572803 | |
| INFO:root:Epoch : 15, Batches complete :0 | |
| INFO:root:Epoch : 15, Batches complete :750 | |
| INFO:root:Epoch : 15, Batches complete :1500 | |
| INFO:root:Epoch : 15, Batches complete :2250 | |
| INFO:root:Epoch : 15, Batches complete :3000 | |
| INFO:root:Epoch : 15, Batches complete :3750 | |
| INFO:root:Epoch : 15, Batches complete :4500 | |
| INFO:root:Epoch : 15, Batches complete :5250 | |
| INFO:root:Epoch : 15, Batches complete :6000 | |
| INFO:root:Epoch : 15, Batches complete :6750 | |
| INFO:root:Epoch complete :15, Computing Accuracy | |
| INFO:root:Epochs completed : 15 Test Accuracy: 0.9067105263157895, Test Loss: 0.39267520153049473 | |
| INFO:root:Epoch : 16, Batches complete :0 | |
| INFO:root:Epoch : 16, Batches complete :750 | |
| INFO:root:Epoch : 16, Batches complete :1500 | |
| INFO:root:Epoch : 16, Batches complete :2250 | |
| INFO:root:Epoch : 16, Batches complete :3000 | |
| INFO:root:Epoch : 16, Batches complete :3750 | |
| INFO:root:Epoch : 16, Batches complete :4500 | |
| INFO:root:Epoch : 16, Batches complete :5250 | |
| INFO:root:Epoch : 16, Batches complete :6000 | |
| INFO:root:Epoch : 16, Batches complete :6750 | |
| INFO:root:Epoch complete :16, Computing Accuracy | |
| INFO:root:Epochs completed : 16 Test Accuracy: 0.9067105263157895, Test Loss: 0.3926834414547652 | |
| INFO:root:Epoch : 17, Batches complete :0 | |
| INFO:root:Epoch : 17, Batches complete :750 | |
| INFO:root:Epoch : 17, Batches complete :1500 | |
| INFO:root:Epoch : 17, Batches complete :2250 | |
| INFO:root:Epoch : 17, Batches complete :3000 | |
| INFO:root:Epoch : 17, Batches complete :3750 | |
| INFO:root:Epoch : 17, Batches complete :4500 | |
| INFO:root:Epoch : 17, Batches complete :5250 | |
| INFO:root:Epoch : 17, Batches complete :6000 | |
| INFO:root:Epoch : 17, Batches complete :6750 | |
| INFO:root:Epoch complete :17, Computing Accuracy | |
| INFO:root:Epochs completed : 17 Test Accuracy: 0.9067105263157895, Test Loss: 0.3926893989168922 | |
| INFO:root:Epoch : 18, Batches complete :0 | |
| INFO:root:Epoch : 18, Batches complete :750 | |
| INFO:root:Epoch : 18, Batches complete :1500 | |
| INFO:root:Epoch : 18, Batches complete :2250 | |
| INFO:root:Epoch : 18, Batches complete :3000 | |
| INFO:root:Epoch : 18, Batches complete :3750 | |
| INFO:root:Epoch : 18, Batches complete :4500 | |
| INFO:root:Epoch : 18, Batches complete :5250 | |
| INFO:root:Epoch : 18, Batches complete :6000 | |
| INFO:root:Epoch : 18, Batches complete :6750 | |
| INFO:root:Epoch complete :18, Computing Accuracy | |
| INFO:root:Epochs completed : 18 Test Accuracy: 0.9067105263157895, Test Loss: 0.3926934099231706 | |
| INFO:root:Epoch : 19, Batches complete :0 | |
| INFO:root:Epoch : 19, Batches complete :750 | |
| INFO:root:Epoch : 19, Batches complete :1500 | |
| INFO:root:Epoch : 19, Batches complete :2250 | |
| INFO:root:Epoch : 19, Batches complete :3000 | |
| INFO:root:Epoch : 19, Batches complete :3750 | |
| INFO:root:Epoch : 19, Batches complete :4500 | |
| INFO:root:Epoch : 19, Batches complete :5250 | |
| INFO:root:Epoch : 19, Batches complete :6000 | |
| INFO:root:Epoch : 19, Batches complete :6750 | |
| INFO:root:Epoch complete :19, Computing Accuracy | |
| INFO:root:Epochs completed : 19 Test Accuracy: 0.9067105263157895, Test Loss: 0.39269088007662906 | |
| INFO:root:Epoch : 20, Batches complete :0 | |
| INFO:root:Epoch : 20, Batches complete :750 | |
| INFO:root:Epoch : 20, Batches complete :1500 | |
| INFO:root:Epoch : 20, Batches complete :2250 | |
| INFO:root:Epoch : 20, Batches complete :3000 | |
| INFO:root:Epoch : 20, Batches complete :3750 | |
| INFO:root:Epoch : 20, Batches complete :4500 | |
| INFO:root:Epoch : 20, Batches complete :5250 | |
| INFO:root:Epoch : 20, Batches complete :6000 | |
| INFO:root:Epoch : 20, Batches complete :6750 | |
| INFO:root:Epoch complete :20, Computing Accuracy | |
| INFO:root:Epochs completed : 20 Test Accuracy: 0.9067105263157895, Test Loss: 0.3926890772733052 | |
| INFO:root:Epoch : 21, Batches complete :0 | |
| INFO:root:Epoch : 21, Batches complete :750 | |
| INFO:root:Epoch : 21, Batches complete :1500 | |
| INFO:root:Epoch : 21, Batches complete :2250 | |
| INFO:root:Epoch : 21, Batches complete :3000 | |
| INFO:root:Epoch : 21, Batches complete :3750 | |
| INFO:root:Epoch : 21, Batches complete :4500 | |
| INFO:root:Epoch : 21, Batches complete :5250 | |
| INFO:root:Epoch : 21, Batches complete :6000 | |
| INFO:root:Epoch : 21, Batches complete :6750 | |
| INFO:root:Epoch complete :21, Computing Accuracy | |
| INFO:root:Epochs completed : 21 Test Accuracy: 0.9067105263157895, Test Loss: 0.3926877922782257 | |
| INFO:root:Epoch : 22, Batches complete :0 | |
| INFO:root:Epoch : 22, Batches complete :750 | |
| INFO:root:Epoch : 22, Batches complete :1500 | |
| INFO:root:Epoch : 22, Batches complete :2250 | |
| INFO:root:Epoch : 22, Batches complete :3000 | |
| INFO:root:Epoch : 22, Batches complete :3750 | |
| INFO:root:Epoch : 22, Batches complete :4500 | |
| INFO:root:Epoch : 22, Batches complete :5250 | |
| INFO:root:Epoch : 22, Batches complete :6000 | |
| INFO:root:Epoch : 22, Batches complete :6750 | |
| INFO:root:Epoch complete :22, Computing Accuracy | |
| INFO:root:Epochs completed : 22 Test Accuracy: 0.9067105263157895, Test Loss: 0.39268737782607804 | |
| INFO:root:Epoch : 23, Batches complete :0 | |
| INFO:root:Epoch : 23, Batches complete :750 | |
| INFO:root:Epoch : 23, Batches complete :1500 | |
| INFO:root:Epoch : 23, Batches complete :2250 | |
| INFO:root:Epoch : 23, Batches complete :3000 | |
| INFO:root:Epoch : 23, Batches complete :3750 | |
| INFO:root:Epoch : 23, Batches complete :4500 | |
| INFO:root:Epoch : 23, Batches complete :5250 | |
| INFO:root:Epoch : 23, Batches complete :6000 | |
| INFO:root:Epoch : 23, Batches complete :6750 | |
| INFO:root:Epoch complete :23, Computing Accuracy | |
| INFO:root:Epochs completed : 23 Test Accuracy: 0.9067105263157895, Test Loss: 0.39268723316680565 | |
| INFO:root:Epoch : 24, Batches complete :0 | |
| INFO:root:Epoch : 24, Batches complete :750 | |
| INFO:root:Epoch : 24, Batches complete :1500 | |
| INFO:root:Epoch : 24, Batches complete :2250 | |
| INFO:root:Epoch : 24, Batches complete :3000 | |
| INFO:root:Epoch : 24, Batches complete :3750 | |
| INFO:root:Epoch : 24, Batches complete :4500 | |
| INFO:root:Epoch : 24, Batches complete :5250 | |
| INFO:root:Epoch : 24, Batches complete :6000 | |
| INFO:root:Epoch : 24, Batches complete :6750 | |
| INFO:root:Epoch complete :24, Computing Accuracy | |
| INFO:root:Epochs completed : 24 Test Accuracy: 0.9067105263157895, Test Loss: 0.3926871975870974 |