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| /home/ubuntu/master/python/mxnet/gluon/block.py:520: UserWarning: All children of this Sequential layer 'bigrnn0_sequential0_' are HybridBlocks. Consider using HybridSequential for the best performance. | |
| cld.hybridize(active, **kwargs) | |
| Namespace(batch_size=32, bptt=20, clip=1.0, dropout=0.1, emsize=512, epochs=42, eps=1, eval_only=True, from_epoch=None, gpus=None, k=8192, log_interval=1000, lr=0.2, nhid=2048, nlayers=1, nproj=512, save='/dev/shm/eos_128.params', seed=1, test_mode=False) | |
| BigRNN( | |
| (decoder): Dense(None -> 793471, linear) | |
| (encoder): HybridSequentialRNNCell( | |
| (0): LSTMPCell(None -> 8192 -> 512) | |
| (1): DropoutCell(rate=0.1, axes=()) | |
| ) | |
| (embedding): Sequential( | |
| (0): Embedding(793471 -> 512, float32) | |
| (1): Dropout(p = 0.1, axes=()) | |
| ) | |
| ) | |
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| Loaded parameters from checkpoint /dev/shm/eos_128.params.00 | |
| [Epoch 0] test loss 4.09, test ppl 59.74 | |
| Epoch 0 took 631.63 seconds. | |
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| Loaded parameters from checkpoint /dev/shm/eos_128.params.01 | |
| [Epoch 1] test loss 3.97, test ppl 53.12 | |
| Epoch 1 took 655.39 seconds. | |
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| Loaded parameters from checkpoint /dev/shm/eos_128.params.02 | |
| [Epoch 2] test loss 3.92, test ppl 50.30 | |
| Epoch 2 took 634.78 seconds. | |
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| Loaded parameters from checkpoint /dev/shm/eos_128.params.03 | |
| [Epoch 3] test loss 3.89, test ppl 48.73 | |
| Epoch 3 took 679.27 seconds. | |
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| Loaded parameters from checkpoint /dev/shm/eos_128.params.04 | |
| [Epoch 4] test loss 3.86, test ppl 47.70 | |
| Epoch 4 took 632.88 seconds. | |
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| Loaded parameters from checkpoint /dev/shm/eos_128.params.05 | |
| [Epoch 5] test loss 3.85, test ppl 46.99 | |
| Epoch 5 took 619.90 seconds. | |
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| Loaded parameters from checkpoint /dev/shm/eos_128.params.06 | |
| [Epoch 6] test loss 3.84, test ppl 46.38 | |
| Epoch 6 took 620.61 seconds. | |
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| Loaded parameters from checkpoint /dev/shm/eos_128.params.07 | |
| [Epoch 7] test loss 3.83, test ppl 45.99 | |
| Epoch 7 took 620.47 seconds. | |
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| Loaded parameters from checkpoint /dev/shm/eos_128.params.08 | |
| [Epoch 8] test loss 3.82, test ppl 45.63 | |
| Epoch 8 took 618.49 seconds. | |
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| Loaded parameters from checkpoint /dev/shm/eos_128.params.09 | |
| [Epoch 9] test loss 3.81, test ppl 45.31 | |
| Epoch 9 took 621.51 seconds. | |
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| Loaded parameters from checkpoint /dev/shm/eos_128.params.10 | |
| [Epoch 10] test loss 3.81, test ppl 45.15 | |
| Epoch 10 took 623.64 seconds. | |
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| Loaded parameters from checkpoint /dev/shm/eos_128.params.11 | |
| [Epoch 11] test loss 3.81, test ppl 44.94 | |
| Epoch 11 took 617.01 seconds. | |
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| Loaded parameters from checkpoint /dev/shm/eos_128.params.12 | |
| [Epoch 12] test loss 3.80, test ppl 44.79 | |
| Epoch 12 took 620.00 seconds. | |
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| Loaded parameters from checkpoint /dev/shm/eos_128.params.13 | |
| [Epoch 13] test loss 3.80, test ppl 44.64 | |
| Epoch 13 took 620.41 seconds. | |
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| Loaded parameters from checkpoint /dev/shm/eos_128.params.14 | |
| [Epoch 14] test loss 3.80, test ppl 44.53 | |
| Epoch 14 took 876.26 seconds. | |
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| Loaded parameters from checkpoint /dev/shm/eos_128.params.15 | |
| [Epoch 15] test loss 3.79, test ppl 44.44 | |
| Epoch 15 took 620.17 seconds. | |
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| Loaded parameters from checkpoint /dev/shm/eos_128.params.16 | |
| [Epoch 16] test loss 3.79, test ppl 44.43 | |
| Epoch 16 took 859.76 seconds. | |
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| Loaded parameters from checkpoint /dev/shm/eos_128.params.17 | |
| [Epoch 17] test loss 3.79, test ppl 44.28 | |
| Epoch 17 took 620.88 seconds. | |
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| Loaded parameters from checkpoint /dev/shm/eos_128.params.18 | |
| [Epoch 18] test loss 3.79, test ppl 44.24 | |
| Epoch 18 took 804.16 seconds. | |
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| Loaded parameters from checkpoint /dev/shm/eos_128.params.19 | |
| [Epoch 19] test loss 3.79, test ppl 44.23 | |
| Epoch 19 took 620.83 seconds. | |
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| Loaded parameters from checkpoint /dev/shm/eos_128.params.20 | |
| [Epoch 20] test loss 3.79, test ppl 44.11 | |
| Epoch 20 took 822.18 seconds. | |
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| Loaded parameters from checkpoint /dev/shm/eos_128.params.21 | |
| [Epoch 21] test loss 3.79, test ppl 44.08 | |
| Epoch 21 took 619.63 seconds. | |
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| Loaded parameters from checkpoint /dev/shm/eos_128.params.22 | |
| [Epoch 22] test loss 3.78, test ppl 44.01 | |
| Epoch 22 took 617.45 seconds. | |
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| Loaded parameters from checkpoint /dev/shm/eos_128.params.23 | |
| [Epoch 23] test loss 3.78, test ppl 43.94 | |
| Epoch 23 took 620.00 seconds. | |
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| Loaded parameters from checkpoint /dev/shm/eos_128.params.24 | |
| [Epoch 24] test loss 3.78, test ppl 44.02 | |
| Epoch 24 took 620.28 seconds. | |
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| Loaded parameters from checkpoint /dev/shm/eos_128.params.25 | |
| [Epoch 25] test loss 3.78, test ppl 43.96 | |
| Epoch 25 took 622.51 seconds. | |
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| Loaded parameters from checkpoint /dev/shm/eos_128.params.26 | |
| [Epoch 26] test loss 3.78, test ppl 43.91 | |
| Epoch 26 took 620.53 seconds. | |
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| Loaded parameters from checkpoint /dev/shm/eos_128.params.27 | |
| [Epoch 27] test loss 3.78, test ppl 43.93 | |
| Epoch 27 took 713.64 seconds. | |
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| Loaded parameters from checkpoint /dev/shm/eos_128.params.28 | |
| [Epoch 28] test loss 3.78, test ppl 43.95 | |
| Epoch 28 took 618.61 seconds. | |
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| Loaded parameters from checkpoint /dev/shm/eos_128.params.29 | |
| [Epoch 29] test loss 3.78, test ppl 43.82 | |
| Epoch 29 took 680.48 seconds. | |
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| Loaded parameters from checkpoint /dev/shm/eos_128.params.30 | |
| [Epoch 30] test loss 3.78, test ppl 43.83 | |
| Epoch 30 took 619.11 seconds. | |
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| Loaded parameters from checkpoint /dev/shm/eos_128.params.31 | |
| [Epoch 31] test loss 3.78, test ppl 43.83 | |
| Epoch 31 took 967.99 seconds. | |
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| Loaded parameters from checkpoint /dev/shm/eos_128.params.32 | |
| [Epoch 32] test loss 3.78, test ppl 43.80 | |
| Epoch 32 took 622.02 seconds. | |
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| Loaded parameters from checkpoint /dev/shm/eos_128.params.33 | |
| [Epoch 33] test loss 3.78, test ppl 43.74 | |
| Epoch 33 took 621.83 seconds. | |
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| Loaded parameters from checkpoint /dev/shm/eos_128.params.34 | |
| [Epoch 34] test loss 3.78, test ppl 43.70 | |
| Epoch 34 took 621.34 seconds. | |
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| Loaded parameters from checkpoint /dev/shm/eos_128.params.35 | |
| [Epoch 35] test loss 3.78, test ppl 43.84 | |
| Epoch 35 took 620.96 seconds. | |
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| Loaded parameters from checkpoint /dev/shm/eos_128.params.36 | |
| [Epoch 36] test loss 3.78, test ppl 43.81 | |
| Epoch 36 took 619.74 seconds. | |
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| Loaded parameters from checkpoint /dev/shm/eos_128.params.37 | |
| [Epoch 37] test loss 3.78, test ppl 43.79 | |
| Epoch 37 took 619.93 seconds. | |
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| Loaded parameters from checkpoint /dev/shm/eos_128.params.38 | |
| [Epoch 38] test loss 3.78, test ppl 43.78 | |
| Epoch 38 took 623.13 seconds. | |
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| Loaded parameters from checkpoint /dev/shm/eos_128.params.39 | |
| [Epoch 39] test loss 3.78, test ppl 43.80 | |
| Epoch 39 took 872.91 seconds. | |
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| Loaded parameters from checkpoint /dev/shm/eos_128.params.40 | |
| [Epoch 40] test loss 3.78, test ppl 43.76 | |
| Epoch 40 took 613.04 seconds. | |
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| Wait for a new checkpoint... | |
| Wait for a new checkpoint... | |
| Loaded parameters from checkpoint /dev/shm/eos_128.params.41 | |
| [Epoch 41] test loss 3.78, test ppl 43.65 | |
| Epoch 41 took 617.77 seconds. |