deep_learning_execution-manual_approach.log

(MyEnv37) rena@PurpleOS:~/Workspace/DeepLearningPython35$ python test.py
Trying to run under a GPU.  If this is not desired, then modify network3.py
to set the GPU flag to False.
/home/rena/MyEnv37/lib/python3.7/site-packages/theano/tensor/nnet/conv.py:98: UserWarning: theano.tensor.nnet.conv.conv2d is deprecated. Use theano.tensor.nnet.conv2d instead.
  warnings.warn("theano.tensor.nnet.conv.conv2d is deprecated."
Training mini-batch number 0
Training mini-batch number 1000
Training mini-batch number 2000
Training mini-batch number 3000
Training mini-batch number 4000
Epoch 0: validation accuracy 97.50%
This is the best validation accuracy to date.
The corresponding test accuracy is 97.16%
Training mini-batch number 5000
Training mini-batch number 6000
Training mini-batch number 7000
Training mini-batch number 8000
Training mini-batch number 9000
Epoch 1: validation accuracy 98.08%
This is the best validation accuracy to date.
The corresponding test accuracy is 98.04%
Training mini-batch number 10000
Training mini-batch number 11000
Training mini-batch number 12000
Training mini-batch number 13000
Training mini-batch number 14000
Epoch 2: validation accuracy 98.00%
Training mini-batch number 15000
Training mini-batch number 16000
Training mini-batch number 17000
Training mini-batch number 18000
Training mini-batch number 19000
Epoch 3: validation accuracy 98.49%
This is the best validation accuracy to date.
The corresponding test accuracy is 98.40%
Training mini-batch number 20000
Training mini-batch number 21000
Training mini-batch number 22000
Training mini-batch number 23000
Training mini-batch number 24000
Epoch 4: validation accuracy 98.34%
Training mini-batch number 25000
Training mini-batch number 26000
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Training mini-batch number 29000
Epoch 5: validation accuracy 98.46%
Training mini-batch number 30000
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Training mini-batch number 33000
Training mini-batch number 34000
Epoch 6: validation accuracy 98.57%
This is the best validation accuracy to date.
The corresponding test accuracy is 98.58%
Training mini-batch number 35000
Training mini-batch number 36000
Training mini-batch number 37000
Training mini-batch number 38000
Training mini-batch number 39000
Epoch 7: validation accuracy 98.76%
This is the best validation accuracy to date.
The corresponding test accuracy is 98.62%
Training mini-batch number 40000
Training mini-batch number 41000
Training mini-batch number 42000
Training mini-batch number 43000
Training mini-batch number 44000
Epoch 8: validation accuracy 98.54%
Training mini-batch number 45000
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Training mini-batch number 48000
Training mini-batch number 49000
Epoch 9: validation accuracy 98.68%
Training mini-batch number 50000
Training mini-batch number 51000
Training mini-batch number 52000
Training mini-batch number 53000
Training mini-batch number 54000
Epoch 10: validation accuracy 98.73%
Training mini-batch number 55000
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Training mini-batch number 59000
Epoch 11: validation accuracy 98.59%
Training mini-batch number 60000
Training mini-batch number 61000
Training mini-batch number 62000
Training mini-batch number 63000
Training mini-batch number 64000
Epoch 12: validation accuracy 98.66%
Training mini-batch number 65000
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Training mini-batch number 68000
Training mini-batch number 69000
Epoch 13: validation accuracy 98.69%
Training mini-batch number 70000
Training mini-batch number 71000
Training mini-batch number 72000
Training mini-batch number 73000
Training mini-batch number 74000
Epoch 14: validation accuracy 98.82%
This is the best validation accuracy to date.
The corresponding test accuracy is 98.94%
Training mini-batch number 75000
Training mini-batch number 76000
Training mini-batch number 77000
Training mini-batch number 78000
Training mini-batch number 79000
Epoch 15: validation accuracy 98.84%
This is the best validation accuracy to date.
The corresponding test accuracy is 98.91%
Training mini-batch number 80000
Training mini-batch number 81000
Training mini-batch number 82000
Training mini-batch number 83000
Training mini-batch number 84000
Epoch 16: validation accuracy 98.91%
This is the best validation accuracy to date.
The corresponding test accuracy is 98.77%
Training mini-batch number 85000
Training mini-batch number 86000
Training mini-batch number 87000
Training mini-batch number 88000
Training mini-batch number 89000
Epoch 17: validation accuracy 98.70%
Training mini-batch number 90000
Training mini-batch number 91000
Training mini-batch number 92000
Training mini-batch number 93000
Training mini-batch number 94000
Epoch 18: validation accuracy 98.76%
Training mini-batch number 95000
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Training mini-batch number 99000
Epoch 19: validation accuracy 98.85%
Training mini-batch number 100000
Training mini-batch number 101000
Training mini-batch number 102000
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Training mini-batch number 104000
Epoch 20: validation accuracy 98.84%
Training mini-batch number 105000
Training mini-batch number 106000
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Training mini-batch number 109000
Epoch 21: validation accuracy 98.90%
Training mini-batch number 110000
Training mini-batch number 111000
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Training mini-batch number 114000
Epoch 22: validation accuracy 98.87%
Training mini-batch number 115000
Training mini-batch number 116000
Training mini-batch number 117000
Training mini-batch number 118000
Training mini-batch number 119000
Epoch 23: validation accuracy 98.96%
This is the best validation accuracy to date.
The corresponding test accuracy is 99.02%
Training mini-batch number 120000
Training mini-batch number 121000
Training mini-batch number 122000
Training mini-batch number 123000
Training mini-batch number 124000
Epoch 24: validation accuracy 98.86%
Training mini-batch number 125000
Training mini-batch number 126000
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Training mini-batch number 128000
Training mini-batch number 129000
Epoch 25: validation accuracy 98.99%
This is the best validation accuracy to date.
The corresponding test accuracy is 98.95%
Training mini-batch number 130000
Training mini-batch number 131000
Training mini-batch number 132000
Training mini-batch number 133000
Training mini-batch number 134000
Epoch 26: validation accuracy 98.94%
Training mini-batch number 135000
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Training mini-batch number 138000
Training mini-batch number 139000
Epoch 27: validation accuracy 98.93%
Training mini-batch number 140000
Training mini-batch number 141000
Training mini-batch number 142000
Training mini-batch number 143000
Training mini-batch number 144000
Epoch 28: validation accuracy 98.95%
Training mini-batch number 145000
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Training mini-batch number 147000
Training mini-batch number 148000
Training mini-batch number 149000
Epoch 29: validation accuracy 98.94%
Training mini-batch number 150000
Training mini-batch number 151000
Training mini-batch number 152000
Training mini-batch number 153000
Training mini-batch number 154000
Epoch 30: validation accuracy 98.95%
Training mini-batch number 155000
Training mini-batch number 156000
Training mini-batch number 157000
Training mini-batch number 158000
Training mini-batch number 159000
Epoch 31: validation accuracy 98.96%
Training mini-batch number 160000
Training mini-batch number 161000
Training mini-batch number 162000
Training mini-batch number 163000
Training mini-batch number 164000
Epoch 32: validation accuracy 98.99%
This is the best validation accuracy to date.
The corresponding test accuracy is 99.01%
Training mini-batch number 165000
Training mini-batch number 166000
Training mini-batch number 167000
Training mini-batch number 168000
Training mini-batch number 169000
Epoch 33: validation accuracy 98.99%
This is the best validation accuracy to date.
The corresponding test accuracy is 98.99%
Training mini-batch number 170000
Training mini-batch number 171000
Training mini-batch number 172000
Training mini-batch number 173000
Training mini-batch number 174000
Epoch 34: validation accuracy 99.00%
This is the best validation accuracy to date.
The corresponding test accuracy is 99.00%
Training mini-batch number 175000
Training mini-batch number 176000
Training mini-batch number 177000
Training mini-batch number 178000
Training mini-batch number 179000
Epoch 35: validation accuracy 99.00%
This is the best validation accuracy to date.
The corresponding test accuracy is 99.00%
Training mini-batch number 180000
Training mini-batch number 181000
Training mini-batch number 182000
Training mini-batch number 183000
Training mini-batch number 184000
Epoch 36: validation accuracy 98.98%
Training mini-batch number 185000
Training mini-batch number 186000
Training mini-batch number 187000
Training mini-batch number 188000
Training mini-batch number 189000
Epoch 37: validation accuracy 98.98%
Training mini-batch number 190000
Training mini-batch number 191000
Training mini-batch number 192000
Training mini-batch number 193000
Training mini-batch number 194000
Epoch 38: validation accuracy 98.98%
Training mini-batch number 195000
Training mini-batch number 196000
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Training mini-batch number 199000
Epoch 39: validation accuracy 98.97%
Training mini-batch number 200000
Training mini-batch number 201000
Training mini-batch number 202000
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Epoch 40: validation accuracy 98.96%
Training mini-batch number 205000
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Training mini-batch number 208000
Training mini-batch number 209000
Epoch 41: validation accuracy 98.97%
Training mini-batch number 210000
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Training mini-batch number 212000
Training mini-batch number 213000
Training mini-batch number 214000
Epoch 42: validation accuracy 98.96%
Training mini-batch number 215000
Training mini-batch number 216000
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Training mini-batch number 219000
Epoch 43: validation accuracy 98.97%
Training mini-batch number 220000
Training mini-batch number 221000
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Training mini-batch number 224000
Epoch 44: validation accuracy 98.97%
Training mini-batch number 225000
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Epoch 45: validation accuracy 98.99%
Training mini-batch number 230000
Training mini-batch number 231000
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Training mini-batch number 234000
Epoch 46: validation accuracy 98.98%
Training mini-batch number 235000
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Training mini-batch number 238000
Training mini-batch number 239000
Epoch 47: validation accuracy 98.99%
Training mini-batch number 240000
Training mini-batch number 241000
Training mini-batch number 242000
Training mini-batch number 243000
Training mini-batch number 244000
Epoch 48: validation accuracy 98.99%
Training mini-batch number 245000
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Training mini-batch number 249000
Epoch 49: validation accuracy 98.99%
Training mini-batch number 250000
Training mini-batch number 251000
Training mini-batch number 252000
Training mini-batch number 253000
Training mini-batch number 254000
Epoch 50: validation accuracy 99.00%
This is the best validation accuracy to date.
The corresponding test accuracy is 99.00%
Training mini-batch number 255000
Training mini-batch number 256000
Training mini-batch number 257000
Training mini-batch number 258000
Training mini-batch number 259000
Epoch 51: validation accuracy 99.00%
This is the best validation accuracy to date.
The corresponding test accuracy is 99.00%
Training mini-batch number 260000
Training mini-batch number 261000
Training mini-batch number 262000
Training mini-batch number 263000
Training mini-batch number 264000
Epoch 52: validation accuracy 99.01%
This is the best validation accuracy to date.
The corresponding test accuracy is 98.99%
Training mini-batch number 265000
Training mini-batch number 266000
Training mini-batch number 267000
Training mini-batch number 268000
Training mini-batch number 269000
Epoch 53: validation accuracy 99.01%
This is the best validation accuracy to date.
The corresponding test accuracy is 98.99%
Training mini-batch number 270000
Training mini-batch number 271000
Training mini-batch number 272000
Training mini-batch number 273000
Training mini-batch number 274000
Epoch 54: validation accuracy 99.01%
This is the best validation accuracy to date.
The corresponding test accuracy is 98.99%
Training mini-batch number 275000
Training mini-batch number 276000
Training mini-batch number 277000
Training mini-batch number 278000
Training mini-batch number 279000
Epoch 55: validation accuracy 99.01%
This is the best validation accuracy to date.
The corresponding test accuracy is 98.99%
Training mini-batch number 280000
Training mini-batch number 281000
Training mini-batch number 282000
Training mini-batch number 283000
Training mini-batch number 284000
Epoch 56: validation accuracy 99.01%
This is the best validation accuracy to date.
The corresponding test accuracy is 99.00%
Training mini-batch number 285000
Training mini-batch number 286000
Training mini-batch number 287000
Training mini-batch number 288000
Training mini-batch number 289000
Epoch 57: validation accuracy 99.01%
This is the best validation accuracy to date.
The corresponding test accuracy is 99.01%
Training mini-batch number 290000
Training mini-batch number 291000
Training mini-batch number 292000
Training mini-batch number 293000
Training mini-batch number 294000
Epoch 58: validation accuracy 99.01%
This is the best validation accuracy to date.
The corresponding test accuracy is 99.00%
Training mini-batch number 295000
Training mini-batch number 296000
Training mini-batch number 297000
Training mini-batch number 298000
Training mini-batch number 299000
Epoch 59: validation accuracy 99.01%
This is the best validation accuracy to date.
The corresponding test accuracy is 99.01%
Finished training network.
Best validation accuracy of 99.01% obtained at iteration 299999
Corresponding test accuracy of 99.01%