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LEARNING_RATE = 0.01
STEPS = 20000
D:\Anaconda3\python.exe D:/PycharmProjects/transfer-learning/train.py
2020-02-27 23:39:54.333816: I tensorflow/stream_executor/platform/default/dso_loader.cc:44] Successfully opened dynamic library cudart64_100.dll
2020-02-27 23:39:58.075311: W tensorflow/core/framework/op_def_util.cc:357] Op BatchNormWithGlobalNormalization is deprecated. It will cease to work in GraphDef version 9. Use tf.nn.batch_normalization().
2020-02-27 23:39:58.333009: I tensorflow/stream_executor/platform/default/dso_loader.cc:44] Successfully opened dynamic library nvcuda.dll
2020-02-27 23:39:58.791990: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1618] Found device 0 with properties:
name: GeForce GTX 950M major: 5 minor: 0 memoryClockRate(GHz): 0.928
pciBusID: 0000:01:00.0
2020-02-27 23:39:58.792339: I tensorflow/stream_executor/platform/default/dso_loader.cc:44] Successfully opened dynamic library cudart64_100.dll
2020-02-27 23:39:58.797232: I tensorflow/stream_executor/platform/default/dso_loader.cc:44] Successfully opened dynamic library cublas64_100.dll
2020-02-27 23:39:58.898059: I tensorflow/stream_executor/platform/default/dso_loader.cc:44] Successfully opened dynamic library cufft64_100.dll
2020-02-27 23:39:58.899599: I tensorflow/stream_executor/platform/default/dso_loader.cc:44] Successfully opened dynamic library curand64_100.dll
2020-02-27 23:39:58.957111: I tensorflow/stream_executor/platform/default/dso_loader.cc:44] Successfully opened dynamic library cusolver64_100.dll
2020-02-27 23:39:58.960364: I tensorflow/stream_executor/platform/default/dso_loader.cc:44] Successfully opened dynamic library cusparse64_100.dll
2020-02-27 23:39:59.080096: I tensorflow/stream_executor/platform/default/dso_loader.cc:44] Successfully opened dynamic library cudnn64_7.dll
2020-02-27 23:39:59.251237: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1746] Adding visible gpu devices: 0
2020-02-27 23:39:59.253170: I tensorflow/core/platform/cpu_feature_guard.cc:142] Your CPU supports instructions that this TensorFlow binary was not compiled to use: AVX AVX2
2020-02-27 23:39:59.256132: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1618] Found device 0 with properties:
name: GeForce GTX 950M major: 5 minor: 0 memoryClockRate(GHz): 0.928
pciBusID: 0000:01:00.0
2020-02-27 23:39:59.256434: I tensorflow/stream_executor/platform/default/dso_loader.cc:44] Successfully opened dynamic library cudart64_100.dll
2020-02-27 23:39:59.256822: I tensorflow/stream_executor/platform/default/dso_loader.cc:44] Successfully opened dynamic library cublas64_100.dll
2020-02-27 23:39:59.257100: I tensorflow/stream_executor/platform/default/dso_loader.cc:44] Successfully opened dynamic library cufft64_100.dll
2020-02-27 23:39:59.257456: I tensorflow/stream_executor/platform/default/dso_loader.cc:44] Successfully opened dynamic library curand64_100.dll
2020-02-27 23:39:59.257783: I tensorflow/stream_executor/platform/default/dso_loader.cc:44] Successfully opened dynamic library cusolver64_100.dll
2020-02-27 23:39:59.258255: I tensorflow/stream_executor/platform/default/dso_loader.cc:44] Successfully opened dynamic library cusparse64_100.dll
2020-02-27 23:39:59.258736: I tensorflow/stream_executor/platform/default/dso_loader.cc:44] Successfully opened dynamic library cudnn64_7.dll
2020-02-27 23:39:59.259465: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1746] Adding visible gpu devices: 0
2020-02-27 23:40:00.778520: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1159] Device interconnect StreamExecutor with strength 1 edge matrix:
2020-02-27 23:40:00.778732: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1165] 0
2020-02-27 23:40:00.778859: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1178] 0: N
2020-02-27 23:40:00.779663: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1304] Created TensorFlow device (/job:localhost/replica:0/task:0/device:GPU:0 with 3040 MB memory) -> physical GPU (device: 0, name: GeForce GTX 950M, pci bus id: 0000:01:00.0, compute capability: 5.0)
Writing to D:\PycharmProjects\transfer-learning\runs\1582818001
2020-02-27 23:40:12.461670: I tensorflow/stream_executor/platform/default/dso_loader.cc:44] Successfully opened dynamic library cublas64_100.dll
Step 0 : Validation accuracy on random sampled 100 examples = 7.0%
Saved model checkpoint to D:\PycharmProjects\transfer-learning\runs\1582818001\checkpoints\model-0
Step 100 : Validation accuracy on random sampled 100 examples = 79.0%
Saved model checkpoint to D:\PycharmProjects\transfer-learning\runs\1582818001\checkpoints\model-100
Step 200 : Validation accuracy on random sampled 100 examples = 79.0%
Saved model checkpoint to D:\PycharmProjects\transfer-learning\runs\1582818001\checkpoints\model-200
Step 300 : Validation accuracy on random sampled 100 examples = 84.0%
Saved model checkpoint to D:\PycharmProjects\transfer-learning\runs\1582818001\checkpoints\model-300
Step 400 : Validation accuracy on random sampled 100 examples = 87.0%
Saved model checkpoint to D:\PycharmProjects\transfer-learning\runs\1582818001\checkpoints\model-400
Step 500 : Validation accuracy on random sampled 100 examples = 83.0%
WARNING:tensorflow:From D:\Anaconda3\lib\site-packages\tensorflow_core\python\training\saver.py:963: remove_checkpoint (from tensorflow.python.training.checkpoint_management) is deprecated and will be removed in a future version.
Instructions for updating:
Use standard file APIs to delete files with this prefix.
W0227 23:41:23.332770 15468 deprecation.py:323] From D:\Anaconda3\lib\site-packages\tensorflow_core\python\training\saver.py:963: remove_checkpoint (from tensorflow.python.training.checkpoint_management) is deprecated and will be removed in a future version.
Instructions for updating:
Use standard file APIs to delete files with this prefix.
Saved model checkpoint to D:\PycharmProjects\transfer-learning\runs\1582818001\checkpoints\model-500
Step 600 : Validation accuracy on random sampled 100 examples = 85.0%
Saved model checkpoint to D:\PycharmProjects\transfer-learning\runs\1582818001\checkpoints\model-600
Step 700 : Validation accuracy on random sampled 100 examples = 87.0%
Saved model checkpoint to D:\PycharmProjects\transfer-learning\runs\1582818001\checkpoints\model-700
Step 800 : Validation accuracy on random sampled 100 examples = 93.0%
Saved model checkpoint to D:\PycharmProjects\transfer-learning\runs\1582818001\checkpoints\model-800
Step 900 : Validation accuracy on random sampled 100 examples = 92.0%
Saved model checkpoint to D:\PycharmProjects\transfer-learning\runs\1582818001\checkpoints\model-900
Step 1000 : Validation accuracy on random sampled 100 examples = 88.0%
Saved model checkpoint to D:\PycharmProjects\transfer-learning\runs\1582818001\checkpoints\model-1000
Step 1100 : Validation accuracy on random sampled 100 examples = 88.0%
Saved model checkpoint to D:\PycharmProjects\transfer-learning\runs\1582818001\checkpoints\model-1100
Step 1200 : Validation accuracy on random sampled 100 examples = 88.0%
Saved model checkpoint to D:\PycharmProjects\transfer-learning\runs\1582818001\checkpoints\model-1200
Step 1300 : Validation accuracy on random sampled 100 examples = 88.0%
Saved model checkpoint to D:\PycharmProjects\transfer-learning\runs\1582818001\checkpoints\model-1300
Step 1400 : Validation accuracy on random sampled 100 examples = 88.0%
Saved model checkpoint to D:\PycharmProjects\transfer-learning\runs\1582818001\checkpoints\model-1400
Step 1500 : Validation accuracy on random sampled 100 examples = 88.0%
Saved model checkpoint to D:\PycharmProjects\transfer-learning\runs\1582818001\checkpoints\model-1500
Step 1600 : Validation accuracy on random sampled 100 examples = 86.0%
Saved model checkpoint to D:\PycharmProjects\transfer-learning\runs\1582818001\checkpoints\model-1600
Step 1700 : Validation accuracy on random sampled 100 examples = 88.0%
Saved model checkpoint to D:\PycharmProjects\transfer-learning\runs\1582818001\checkpoints\model-1700
Step 1800 : Validation accuracy on random sampled 100 examples = 90.0%
Saved model checkpoint to D:\PycharmProjects\transfer-learning\runs\1582818001\checkpoints\model-1800
Step 1900 : Validation accuracy on random sampled 100 examples = 92.0%
Saved model checkpoint to D:\PycharmProjects\transfer-learning\runs\1582818001\checkpoints\model-1900
Step 2000 : Validation accuracy on random sampled 100 examples = 91.0%
Saved model checkpoint to D:\PycharmProjects\transfer-learning\runs\1582818001\checkpoints\model-2000
Step 2100 : Validation accuracy on random sampled 100 examples = 88.0%
Saved model checkpoint to D:\PycharmProjects\transfer-learning\runs\1582818001\checkpoints\model-2100
Step 2200 : Validation accuracy on random sampled 100 examples = 89.0%
Saved model checkpoint to D:\PycharmProjects\transfer-learning\runs\1582818001\checkpoints\model-2200
Step 2300 : Validation accuracy on random sampled 100 examples = 95.0%
Saved model checkpoint to D:\PycharmProjects\transfer-learning\runs\1582818001\checkpoints\model-2300
Step 2400 : Validation accuracy on random sampled 100 examples = 84.0%
Saved model checkpoint to D:\PycharmProjects\transfer-learning\runs\1582818001\checkpoints\model-2400
Step 2500 : Validation accuracy on random sampled 100 examples = 92.0%
Saved model checkpoint to D:\PycharmProjects\transfer-learning\runs\1582818001\checkpoints\model-2500
Step 2600 : Validation accuracy on random sampled 100 examples = 91.0%
Saved model checkpoint to D:\PycharmProjects\transfer-learning\runs\1582818001\checkpoints\model-2600
Step 2700 : Validation accuracy on random sampled 100 examples = 83.0%
Saved model checkpoint to D:\PycharmProjects\transfer-learning\runs\1582818001\checkpoints\model-2700
Step 2800 : Validation accuracy on random sampled 100 examples = 88.0%
Saved model checkpoint to D:\PycharmProjects\transfer-learning\runs\1582818001\checkpoints\model-2800
Step 2900 : Validation accuracy on random sampled 100 examples = 97.0%
Saved model checkpoint to D:\PycharmProjects\transfer-learning\runs\1582818001\checkpoints\model-2900
Step 3000 : Validation accuracy on random sampled 100 examples = 89.0%
Saved model checkpoint to D:\PycharmProjects\transfer-learning\runs\1582818001\checkpoints\model-3000
Step 3100 : Validation accuracy on random sampled 100 examples = 89.0%
Saved model checkpoint to D:\PycharmProjects\transfer-learning\runs\1582818001\checkpoints\model-3100
Step 3200 : Validation accuracy on random sampled 100 examples = 88.0%
Saved model checkpoint to D:\PycharmProjects\transfer-learning\runs\1582818001\checkpoints\model-3200
Step 3300 : Validation accuracy on random sampled 100 examples = 93.0%
Saved model checkpoint to D:\PycharmProjects\transfer-learning\runs\1582818001\checkpoints\model-3300
Step 3400 : Validation accuracy on random sampled 100 examples = 93.0%
Saved model checkpoint to D:\PycharmProjects\transfer-learning\runs\1582818001\checkpoints\model-3400
Step 3500 : Validation accuracy on random sampled 100 examples = 95.0%
Saved model checkpoint to D:\PycharmProjects\transfer-learning\runs\1582818001\checkpoints\model-3500
Step 3600 : Validation accuracy on random sampled 100 examples = 90.0%
Saved model checkpoint to D:\PycharmProjects\transfer-learning\runs\1582818001\checkpoints\model-3600
Step 3700 : Validation accuracy on random sampled 100 examples = 90.0%
Saved model checkpoint to D:\PycharmProjects\transfer-learning\runs\1582818001\checkpoints\model-3700
Step 3800 : Validation accuracy on random sampled 100 examples = 86.0%
Saved model checkpoint to D:\PycharmProjects\transfer-learning\runs\1582818001\checkpoints\model-3800
Step 3900 : Validation accuracy on random sampled 100 examples = 94.0%
Saved model checkpoint to D:\PycharmProjects\transfer-learning\runs\1582818001\checkpoints\model-3900
Step 4000 : Validation accuracy on random sampled 100 examples = 85.0%
Saved model checkpoint to D:\PycharmProjects\transfer-learning\runs\1582818001\checkpoints\model-4000
Step 4100 : Validation accuracy on random sampled 100 examples = 85.0%
Saved model checkpoint to D:\PycharmProjects\transfer-learning\runs\1582818001\checkpoints\model-4100
Step 4200 : Validation accuracy on random sampled 100 examples = 85.0%
Saved model checkpoint to D:\PycharmProjects\transfer-learning\runs\1582818001\checkpoints\model-4200
Step 4300 : Validation accuracy on random sampled 100 examples = 89.0%
Saved model checkpoint to D:\PycharmProjects\transfer-learning\runs\1582818001\checkpoints\model-4300
Step 4400 : Validation accuracy on random sampled 100 examples = 92.0%
Saved model checkpoint to D:\PycharmProjects\transfer-learning\runs\1582818001\checkpoints\model-4400
Step 4500 : Validation accuracy on random sampled 100 examples = 89.0%
Saved model checkpoint to D:\PycharmProjects\transfer-learning\runs\1582818001\checkpoints\model-4500
Step 4600 : Validation accuracy on random sampled 100 examples = 94.0%
Saved model checkpoint to D:\PycharmProjects\transfer-learning\runs\1582818001\checkpoints\model-4600
Step 4700 : Validation accuracy on random sampled 100 examples = 94.0%
Saved model checkpoint to D:\PycharmProjects\transfer-learning\runs\1582818001\checkpoints\model-4700
Step 4800 : Validation accuracy on random sampled 100 examples = 88.0%
Saved model checkpoint to D:\PycharmProjects\transfer-learning\runs\1582818001\checkpoints\model-4800
Step 4900 : Validation accuracy on random sampled 100 examples = 89.0%
Saved model checkpoint to D:\PycharmProjects\transfer-learning\runs\1582818001\checkpoints\model-4900
Step 5000 : Validation accuracy on random sampled 100 examples = 89.0%
Saved model checkpoint to D:\PycharmProjects\transfer-learning\runs\1582818001\checkpoints\model-5000
Step 5100 : Validation accuracy on random sampled 100 examples = 89.0%
Saved model checkpoint to D:\PycharmProjects\transfer-learning\runs\1582818001\checkpoints\model-5100
Step 5200 : Validation accuracy on random sampled 100 examples = 92.0%
Saved model checkpoint to D:\PycharmProjects\transfer-learning\runs\1582818001\checkpoints\model-5200
Step 5300 : Validation accuracy on random sampled 100 examples = 94.0%
Saved model checkpoint to D:\PycharmProjects\transfer-learning\runs\1582818001\checkpoints\model-5300
Step 5400 : Validation accuracy on random sampled 100 examples = 91.0%
Saved model checkpoint to D:\PycharmProjects\transfer-learning\runs\1582818001\checkpoints\model-5400
Step 5500 : Validation accuracy on random sampled 100 examples = 88.0%
Saved model checkpoint to D:\PycharmProjects\transfer-learning\runs\1582818001\checkpoints\model-5500
Step 5600 : Validation accuracy on random sampled 100 examples = 86.0%
Saved model checkpoint to D:\PycharmProjects\transfer-learning\runs\1582818001\checkpoints\model-5600
Step 5700 : Validation accuracy on random sampled 100 examples = 92.0%
Saved model checkpoint to D:\PycharmProjects\transfer-learning\runs\1582818001\checkpoints\model-5700
Step 5800 : Validation accuracy on random sampled 100 examples = 90.0%
Saved model checkpoint to D:\PycharmProjects\transfer-learning\runs\1582818001\checkpoints\model-5800
Step 5900 : Validation accuracy on random sampled 100 examples = 90.0%
Saved model checkpoint to D:\PycharmProjects\transfer-learning\runs\1582818001\checkpoints\model-5900
Step 6000 : Validation accuracy on random sampled 100 examples = 91.0%
Saved model checkpoint to D:\PycharmProjects\transfer-learning\runs\1582818001\checkpoints\model-6000
Step 6100 : Validation accuracy on random sampled 100 examples = 94.0%
Saved model checkpoint to D:\PycharmProjects\transfer-learning\runs\1582818001\checkpoints\model-6100
Step 6200 : Validation accuracy on random sampled 100 examples = 92.0%
Saved model checkpoint to D:\PycharmProjects\transfer-learning\runs\1582818001\checkpoints\model-6200
Step 6300 : Validation accuracy on random sampled 100 examples = 89.0%
Saved model checkpoint to D:\PycharmProjects\transfer-learning\runs\1582818001\checkpoints\model-6300
Step 6400 : Validation accuracy on random sampled 100 examples = 97.0%
Saved model checkpoint to D:\PycharmProjects\transfer-learning\runs\1582818001\checkpoints\model-6400
Step 6500 : Validation accuracy on random sampled 100 examples = 87.0%
Saved model checkpoint to D:\PycharmProjects\transfer-learning\runs\1582818001\checkpoints\model-6500
Step 6600 : Validation accuracy on random sampled 100 examples = 95.0%
Saved model checkpoint to D:\PycharmProjects\transfer-learning\runs\1582818001\checkpoints\model-6600
Step 6700 : Validation accuracy on random sampled 100 examples = 91.0%
Saved model checkpoint to D:\PycharmProjects\transfer-learning\runs\1582818001\checkpoints\model-6700
Step 6800 : Validation accuracy on random sampled 100 examples = 92.0%
Saved model checkpoint to D:\PycharmProjects\transfer-learning\runs\1582818001\checkpoints\model-6800
Step 6900 : Validation accuracy on random sampled 100 examples = 92.0%
Saved model checkpoint to D:\PycharmProjects\transfer-learning\runs\1582818001\checkpoints\model-6900
Step 7000 : Validation accuracy on random sampled 100 examples = 92.0%
Saved model checkpoint to D:\PycharmProjects\transfer-learning\runs\1582818001\checkpoints\model-7000
Step 7100 : Validation accuracy on random sampled 100 examples = 90.0%
Saved model checkpoint to D:\PycharmProjects\transfer-learning\runs\1582818001\checkpoints\model-7100
Step 7200 : Validation accuracy on random sampled 100 examples = 94.0%
Saved model checkpoint to D:\PycharmProjects\transfer-learning\runs\1582818001\checkpoints\model-7200
Step 7300 : Validation accuracy on random sampled 100 examples = 89.0%
Saved model checkpoint to D:\PycharmProjects\transfer-learning\runs\1582818001\checkpoints\model-7300
Step 7400 : Validation accuracy on random sampled 100 examples = 93.0%
Saved model checkpoint to D:\PycharmProjects\transfer-learning\runs\1582818001\checkpoints\model-7400
Step 7500 : Validation accuracy on random sampled 100 examples = 87.0%
Saved model checkpoint to D:\PycharmProjects\transfer-learning\runs\1582818001\checkpoints\model-7500
Step 7600 : Validation accuracy on random sampled 100 examples = 88.0%
Saved model checkpoint to D:\PycharmProjects\transfer-learning\runs\1582818001\checkpoints\model-7600
Step 7700 : Validation accuracy on random sampled 100 examples = 91.0%
Saved model checkpoint to D:\PycharmProjects\transfer-learning\runs\1582818001\checkpoints\model-7700
Step 7800 : Validation accuracy on random sampled 100 examples = 94.0%
Saved model checkpoint to D:\PycharmProjects\transfer-learning\runs\1582818001\checkpoints\model-7800
Step 7900 : Validation accuracy on random sampled 100 examples = 94.0%
Saved model checkpoint to D:\PycharmProjects\transfer-learning\runs\1582818001\checkpoints\model-7900
Step 8000 : Validation accuracy on random sampled 100 examples = 94.0%
Saved model checkpoint to D:\PycharmProjects\transfer-learning\runs\1582818001\checkpoints\model-8000
Step 8100 : Validation accuracy on random sampled 100 examples = 93.0%
Saved model checkpoint to D:\PycharmProjects\transfer-learning\runs\1582818001\checkpoints\model-8100
Step 8200 : Validation accuracy on random sampled 100 examples = 90.0%
Saved model checkpoint to D:\PycharmProjects\transfer-learning\runs\1582818001\checkpoints\model-8200
Step 8300 : Validation accuracy on random sampled 100 examples = 91.0%
Saved model checkpoint to D:\PycharmProjects\transfer-learning\runs\1582818001\checkpoints\model-8300
Step 8400 : Validation accuracy on random sampled 100 examples = 93.0%
Saved model checkpoint to D:\PycharmProjects\transfer-learning\runs\1582818001\checkpoints\model-8400
Step 8500 : Validation accuracy on random sampled 100 examples = 94.0%
Saved model checkpoint to D:\PycharmProjects\transfer-learning\runs\1582818001\checkpoints\model-8500
Step 8600 : Validation accuracy on random sampled 100 examples = 91.0%
Saved model checkpoint to D:\PycharmProjects\transfer-learning\runs\1582818001\checkpoints\model-8600
Step 8700 : Validation accuracy on random sampled 100 examples = 87.0%
Saved model checkpoint to D:\PycharmProjects\transfer-learning\runs\1582818001\checkpoints\model-8700
Step 8800 : Validation accuracy on random sampled 100 examples = 91.0%
Saved model checkpoint to D:\PycharmProjects\transfer-learning\runs\1582818001\checkpoints\model-8800
Step 8900 : Validation accuracy on random sampled 100 examples = 86.0%
Saved model checkpoint to D:\PycharmProjects\transfer-learning\runs\1582818001\checkpoints\model-8900
Step 9000 : Validation accuracy on random sampled 100 examples = 92.0%
Saved model checkpoint to D:\PycharmProjects\transfer-learning\runs\1582818001\checkpoints\model-9000
Step 9100 : Validation accuracy on random sampled 100 examples = 93.0%
Saved model checkpoint to D:\PycharmProjects\transfer-learning\runs\1582818001\checkpoints\model-9100
Step 9200 : Validation accuracy on random sampled 100 examples = 92.0%
Saved model checkpoint to D:\PycharmProjects\transfer-learning\runs\1582818001\checkpoints\model-9200
Step 9300 : Validation accuracy on random sampled 100 examples = 92.0%
Saved model checkpoint to D:\PycharmProjects\transfer-learning\runs\1582818001\checkpoints\model-9300
Step 9400 : Validation accuracy on random sampled 100 examples = 89.0%
Saved model checkpoint to D:\PycharmProjects\transfer-learning\runs\1582818001\checkpoints\model-9400
Step 9500 : Validation accuracy on random sampled 100 examples = 89.0%
Saved model checkpoint to D:\PycharmProjects\transfer-learning\runs\1582818001\checkpoints\model-9500
Step 9600 : Validation accuracy on random sampled 100 examples = 89.0%
Saved model checkpoint to D:\PycharmProjects\transfer-learning\runs\1582818001\checkpoints\model-9600
Step 9700 : Validation accuracy on random sampled 100 examples = 92.0%
Saved model checkpoint to D:\PycharmProjects\transfer-learning\runs\1582818001\checkpoints\model-9700
Step 9800 : Validation accuracy on random sampled 100 examples = 87.0%
Saved model checkpoint to D:\PycharmProjects\transfer-learning\runs\1582818001\checkpoints\model-9800
Step 9900 : Validation accuracy on random sampled 100 examples = 94.0%
Saved model checkpoint to D:\PycharmProjects\transfer-learning\runs\1582818001\checkpoints\model-9900
Step 10000 : Validation accuracy on random sampled 100 examples = 94.0%
Saved model checkpoint to D:\PycharmProjects\transfer-learning\runs\1582818001\checkpoints\model-10000
Step 10100 : Validation accuracy on random sampled 100 examples = 93.0%
Saved model checkpoint to D:\PycharmProjects\transfer-learning\runs\1582818001\checkpoints\model-10100
Step 10200 : Validation accuracy on random sampled 100 examples = 92.0%
Saved model checkpoint to D:\PycharmProjects\transfer-learning\runs\1582818001\checkpoints\model-10200
Step 10300 : Validation accuracy on random sampled 100 examples = 93.0%
Saved model checkpoint to D:\PycharmProjects\transfer-learning\runs\1582818001\checkpoints\model-10300
Step 10400 : Validation accuracy on random sampled 100 examples = 89.0%
Saved model checkpoint to D:\PycharmProjects\transfer-learning\runs\1582818001\checkpoints\model-10400
Step 10500 : Validation accuracy on random sampled 100 examples = 85.0%
Saved model checkpoint to D:\PycharmProjects\transfer-learning\runs\1582818001\checkpoints\model-10500
Step 10600 : Validation accuracy on random sampled 100 examples = 93.0%
Saved model checkpoint to D:\PycharmProjects\transfer-learning\runs\1582818001\checkpoints\model-10600
Step 10700 : Validation accuracy on random sampled 100 examples = 96.0%
Saved model checkpoint to D:\PycharmProjects\transfer-learning\runs\1582818001\checkpoints\model-10700
Step 10800 : Validation accuracy on random sampled 100 examples = 95.0%
Saved model checkpoint to D:\PycharmProjects\transfer-learning\runs\1582818001\checkpoints\model-10800
Step 10900 : Validation accuracy on random sampled 100 examples = 95.0%
Saved model checkpoint to D:\PycharmProjects\transfer-learning\runs\1582818001\checkpoints\model-10900
Step 11000 : Validation accuracy on random sampled 100 examples = 90.0%
Saved model checkpoint to D:\PycharmProjects\transfer-learning\runs\1582818001\checkpoints\model-11000
Step 11100 : Validation accuracy on random sampled 100 examples = 92.0%
Saved model checkpoint to D:\PycharmProjects\transfer-learning\runs\1582818001\checkpoints\model-11100
Step 11200 : Validation accuracy on random sampled 100 examples = 90.0%
Saved model checkpoint to D:\PycharmProjects\transfer-learning\runs\1582818001\checkpoints\model-11200
Step 11300 : Validation accuracy on random sampled 100 examples = 95.0%
Saved model checkpoint to D:\PycharmProjects\transfer-learning\runs\1582818001\checkpoints\model-11300
Step 11400 : Validation accuracy on random sampled 100 examples = 91.0%
Saved model checkpoint to D:\PycharmProjects\transfer-learning\runs\1582818001\checkpoints\model-11400
Step 11500 : Validation accuracy on random sampled 100 examples = 90.0%
Saved model checkpoint to D:\PycharmProjects\transfer-learning\runs\1582818001\checkpoints\model-11500
Step 11600 : Validation accuracy on random sampled 100 examples = 90.0%
Saved model checkpoint to D:\PycharmProjects\transfer-learning\runs\1582818001\checkpoints\model-11600
Step 11700 : Validation accuracy on random sampled 100 examples = 90.0%
Saved model checkpoint to D:\PycharmProjects\transfer-learning\runs\1582818001\checkpoints\model-11700
Step 11800 : Validation accuracy on random sampled 100 examples = 96.0%
Saved model checkpoint to D:\PycharmProjects\transfer-learning\runs\1582818001\checkpoints\model-11800
Step 11900 : Validation accuracy on random sampled 100 examples = 87.0%
Saved model checkpoint to D:\PycharmProjects\transfer-learning\runs\1582818001\checkpoints\model-11900
Step 12000 : Validation accuracy on random sampled 100 examples = 91.0%
Saved model checkpoint to D:\PycharmProjects\transfer-learning\runs\1582818001\checkpoints\model-12000
Step 12100 : Validation accuracy on random sampled 100 examples = 88.0%
Saved model checkpoint to D:\PycharmProjects\transfer-learning\runs\1582818001\checkpoints\model-12100
Step 12200 : Validation accuracy on random sampled 100 examples = 95.0%
Saved model checkpoint to D:\PycharmProjects\transfer-learning\runs\1582818001\checkpoints\model-12200
Step 12300 : Validation accuracy on random sampled 100 examples = 93.0%
Saved model checkpoint to D:\PycharmProjects\transfer-learning\runs\1582818001\checkpoints\model-12300
Step 12400 : Validation accuracy on random sampled 100 examples = 90.0%
Saved model checkpoint to D:\PycharmProjects\transfer-learning\runs\1582818001\checkpoints\model-12400
Step 12500 : Validation accuracy on random sampled 100 examples = 92.0%
Saved model checkpoint to D:\PycharmProjects\transfer-learning\runs\1582818001\checkpoints\model-12500
Step 12600 : Validation accuracy on random sampled 100 examples = 89.0%
Saved model checkpoint to D:\PycharmProjects\transfer-learning\runs\1582818001\checkpoints\model-12600
Step 12700 : Validation accuracy on random sampled 100 examples = 92.0%
Saved model checkpoint to D:\PycharmProjects\transfer-learning\runs\1582818001\checkpoints\model-12700
Step 12800 : Validation accuracy on random sampled 100 examples = 92.0%
Saved model checkpoint to D:\PycharmProjects\transfer-learning\runs\1582818001\checkpoints\model-12800
Step 12900 : Validation accuracy on random sampled 100 examples = 91.0%
Saved model checkpoint to D:\PycharmProjects\transfer-learning\runs\1582818001\checkpoints\model-12900
Step 13000 : Validation accuracy on random sampled 100 examples = 92.0%
Saved model checkpoint to D:\PycharmProjects\transfer-learning\runs\1582818001\checkpoints\model-13000
Step 13100 : Validation accuracy on random sampled 100 examples = 93.0%
Saved model checkpoint to D:\PycharmProjects\transfer-learning\runs\1582818001\checkpoints\model-13100
Step 13200 : Validation accuracy on random sampled 100 examples = 94.0%
Saved model checkpoint to D:\PycharmProjects\transfer-learning\runs\1582818001\checkpoints\model-13200
Step 13300 : Validation accuracy on random sampled 100 examples = 86.0%
Saved model checkpoint to D:\PycharmProjects\transfer-learning\runs\1582818001\checkpoints\model-13300
Step 13400 : Validation accuracy on random sampled 100 examples = 93.0%
Saved model checkpoint to D:\PycharmProjects\transfer-learning\runs\1582818001\checkpoints\model-13400
Step 13500 : Validation accuracy on random sampled 100 examples = 96.0%
Saved model checkpoint to D:\PycharmProjects\transfer-learning\runs\1582818001\checkpoints\model-13500
Step 13600 : Validation accuracy on random sampled 100 examples = 92.0%
Saved model checkpoint to D:\PycharmProjects\transfer-learning\runs\1582818001\checkpoints\model-13600
Step 13700 : Validation accuracy on random sampled 100 examples = 89.0%
Saved model checkpoint to D:\PycharmProjects\transfer-learning\runs\1582818001\checkpoints\model-13700
Step 13800 : Validation accuracy on random sampled 100 examples = 88.0%
Saved model checkpoint to D:\PycharmProjects\transfer-learning\runs\1582818001\checkpoints\model-13800
Step 13900 : Validation accuracy on random sampled 100 examples = 89.0%
Saved model checkpoint to D:\PycharmProjects\transfer-learning\runs\1582818001\checkpoints\model-13900
Step 14000 : Validation accuracy on random sampled 100 examples = 96.0%
Saved model checkpoint to D:\PycharmProjects\transfer-learning\runs\1582818001\checkpoints\model-14000
Step 14100 : Validation accuracy on random sampled 100 examples = 93.0%
Saved model checkpoint to D:\PycharmProjects\transfer-learning\runs\1582818001\checkpoints\model-14100
Step 14200 : Validation accuracy on random sampled 100 examples = 88.0%
Saved model checkpoint to D:\PycharmProjects\transfer-learning\runs\1582818001\checkpoints\model-14200
Step 14300 : Validation accuracy on random sampled 100 examples = 86.0%
Saved model checkpoint to D:\PycharmProjects\transfer-learning\runs\1582818001\checkpoints\model-14300
Step 14400 : Validation accuracy on random sampled 100 examples = 96.0%
Saved model checkpoint to D:\PycharmProjects\transfer-learning\runs\1582818001\checkpoints\model-14400
Step 14500 : Validation accuracy on random sampled 100 examples = 94.0%
Saved model checkpoint to D:\PycharmProjects\transfer-learning\runs\1582818001\checkpoints\model-14500
Step 14600 : Validation accuracy on random sampled 100 examples = 97.0%
Saved model checkpoint to D:\PycharmProjects\transfer-learning\runs\1582818001\checkpoints\model-14600
Step 14700 : Validation accuracy on random sampled 100 examples = 94.0%
Saved model checkpoint to D:\PycharmProjects\transfer-learning\runs\1582818001\checkpoints\model-14700
Step 14800 : Validation accuracy on random sampled 100 examples = 88.0%
Saved model checkpoint to D:\PycharmProjects\transfer-learning\runs\1582818001\checkpoints\model-14800
Step 14900 : Validation accuracy on random sampled 100 examples = 92.0%
Saved model checkpoint to D:\PycharmProjects\transfer-learning\runs\1582818001\checkpoints\model-14900
Step 15000 : Validation accuracy on random sampled 100 examples = 87.0%
Saved model checkpoint to D:\PycharmProjects\transfer-learning\runs\1582818001\checkpoints\model-15000
Step 15100 : Validation accuracy on random sampled 100 examples = 91.0%
Saved model checkpoint to D:\PycharmProjects\transfer-learning\runs\1582818001\checkpoints\model-15100
Step 15200 : Validation accuracy on random sampled 100 examples = 95.0%
Saved model checkpoint to D:\PycharmProjects\transfer-learning\runs\1582818001\checkpoints\model-15200
Step 15300 : Validation accuracy on random sampled 100 examples = 87.0%
Saved model checkpoint to D:\PycharmProjects\transfer-learning\runs\1582818001\checkpoints\model-15300
Step 15400 : Validation accuracy on random sampled 100 examples = 96.0%
Saved model checkpoint to D:\PycharmProjects\transfer-learning\runs\1582818001\checkpoints\model-15400
Step 15500 : Validation accuracy on random sampled 100 examples = 95.0%
Saved model checkpoint to D:\PycharmProjects\transfer-learning\runs\1582818001\checkpoints\model-15500
Step 15600 : Validation accuracy on random sampled 100 examples = 93.0%
Saved model checkpoint to D:\PycharmProjects\transfer-learning\runs\1582818001\checkpoints\model-15600
Step 15700 : Validation accuracy on random sampled 100 examples = 94.0%
Saved model checkpoint to D:\PycharmProjects\transfer-learning\runs\1582818001\checkpoints\model-15700
Step 15800 : Validation accuracy on random sampled 100 examples = 93.0%
Saved model checkpoint to D:\PycharmProjects\transfer-learning\runs\1582818001\checkpoints\model-15800
Step 15900 : Validation accuracy on random sampled 100 examples = 95.0%
Saved model checkpoint to D:\PycharmProjects\transfer-learning\runs\1582818001\checkpoints\model-15900
Step 16000 : Validation accuracy on random sampled 100 examples = 95.0%
Saved model checkpoint to D:\PycharmProjects\transfer-learning\runs\1582818001\checkpoints\model-16000
Step 16100 : Validation accuracy on random sampled 100 examples = 93.0%
Saved model checkpoint to D:\PycharmProjects\transfer-learning\runs\1582818001\checkpoints\model-16100
Step 16200 : Validation accuracy on random sampled 100 examples = 91.0%
Saved model checkpoint to D:\PycharmProjects\transfer-learning\runs\1582818001\checkpoints\model-16200
Step 16300 : Validation accuracy on random sampled 100 examples = 92.0%
Saved model checkpoint to D:\PycharmProjects\transfer-learning\runs\1582818001\checkpoints\model-16300
Step 16400 : Validation accuracy on random sampled 100 examples = 91.0%
Saved model checkpoint to D:\PycharmProjects\transfer-learning\runs\1582818001\checkpoints\model-16400
Step 16500 : Validation accuracy on random sampled 100 examples = 96.0%
Saved model checkpoint to D:\PycharmProjects\transfer-learning\runs\1582818001\checkpoints\model-16500
Step 16600 : Validation accuracy on random sampled 100 examples = 92.0%
Saved model checkpoint to D:\PycharmProjects\transfer-learning\runs\1582818001\checkpoints\model-16600
Step 16700 : Validation accuracy on random sampled 100 examples = 95.0%
Saved model checkpoint to D:\PycharmProjects\transfer-learning\runs\1582818001\checkpoints\model-16700
Step 16800 : Validation accuracy on random sampled 100 examples = 93.0%
Saved model checkpoint to D:\PycharmProjects\transfer-learning\runs\1582818001\checkpoints\model-16800
Step 16900 : Validation accuracy on random sampled 100 examples = 92.0%
Saved model checkpoint to D:\PycharmProjects\transfer-learning\runs\1582818001\checkpoints\model-16900
Step 17000 : Validation accuracy on random sampled 100 examples = 93.0%
Saved model checkpoint to D:\PycharmProjects\transfer-learning\runs\1582818001\checkpoints\model-17000
Step 17100 : Validation accuracy on random sampled 100 examples = 95.0%
Saved model checkpoint to D:\PycharmProjects\transfer-learning\runs\1582818001\checkpoints\model-17100
Step 17200 : Validation accuracy on random sampled 100 examples = 93.0%
Saved model checkpoint to D:\PycharmProjects\transfer-learning\runs\1582818001\checkpoints\model-17200
Step 17300 : Validation accuracy on random sampled 100 examples = 93.0%
Saved model checkpoint to D:\PycharmProjects\transfer-learning\runs\1582818001\checkpoints\model-17300
Step 17400 : Validation accuracy on random sampled 100 examples = 91.0%
Saved model checkpoint to D:\PycharmProjects\transfer-learning\runs\1582818001\checkpoints\model-17400
Step 17500 : Validation accuracy on random sampled 100 examples = 90.0%
Saved model checkpoint to D:\PycharmProjects\transfer-learning\runs\1582818001\checkpoints\model-17500
Step 17600 : Validation accuracy on random sampled 100 examples = 95.0%
Saved model checkpoint to D:\PycharmProjects\transfer-learning\runs\1582818001\checkpoints\model-17600
Step 17700 : Validation accuracy on random sampled 100 examples = 91.0%
Saved model checkpoint to D:\PycharmProjects\transfer-learning\runs\1582818001\checkpoints\model-17700
Step 17800 : Validation accuracy on random sampled 100 examples = 97.0%
Saved model checkpoint to D:\PycharmProjects\transfer-learning\runs\1582818001\checkpoints\model-17800
Step 17900 : Validation accuracy on random sampled 100 examples = 95.0%
Saved model checkpoint to D:\PycharmProjects\transfer-learning\runs\1582818001\checkpoints\model-17900
Step 18000 : Validation accuracy on random sampled 100 examples = 88.0%
Saved model checkpoint to D:\PycharmProjects\transfer-learning\runs\1582818001\checkpoints\model-18000
Step 18100 : Validation accuracy on random sampled 100 examples = 91.0%
Saved model checkpoint to D:\PycharmProjects\transfer-learning\runs\1582818001\checkpoints\model-18100
Step 18200 : Validation accuracy on random sampled 100 examples = 94.0%
Saved model checkpoint to D:\PycharmProjects\transfer-learning\runs\1582818001\checkpoints\model-18200
Step 18300 : Validation accuracy on random sampled 100 examples = 92.0%
Saved model checkpoint to D:\PycharmProjects\transfer-learning\runs\1582818001\checkpoints\model-18300
Step 18400 : Validation accuracy on random sampled 100 examples = 95.0%
Saved model checkpoint to D:\PycharmProjects\transfer-learning\runs\1582818001\checkpoints\model-18400
Step 18500 : Validation accuracy on random sampled 100 examples = 87.0%
Saved model checkpoint to D:\PycharmProjects\transfer-learning\runs\1582818001\checkpoints\model-18500
Step 18600 : Validation accuracy on random sampled 100 examples = 96.0%
Saved model checkpoint to D:\PycharmProjects\transfer-learning\runs\1582818001\checkpoints\model-18600
Step 18700 : Validation accuracy on random sampled 100 examples = 88.0%
Saved model checkpoint to D:\PycharmProjects\transfer-learning\runs\1582818001\checkpoints\model-18700
Step 18800 : Validation accuracy on random sampled 100 examples = 94.0%
Saved model checkpoint to D:\PycharmProjects\transfer-learning\runs\1582818001\checkpoints\model-18800
Step 18900 : Validation accuracy on random sampled 100 examples = 92.0%
Saved model checkpoint to D:\PycharmProjects\transfer-learning\runs\1582818001\checkpoints\model-18900
Step 19000 : Validation accuracy on random sampled 100 examples = 95.0%
Saved model checkpoint to D:\PycharmProjects\transfer-learning\runs\1582818001\checkpoints\model-19000
Step 19100 : Validation accuracy on random sampled 100 examples = 88.0%
Saved model checkpoint to D:\PycharmProjects\transfer-learning\runs\1582818001\checkpoints\model-19100
Step 19200 : Validation accuracy on random sampled 100 examples = 93.0%
Saved model checkpoint to D:\PycharmProjects\transfer-learning\runs\1582818001\checkpoints\model-19200
Step 19300 : Validation accuracy on random sampled 100 examples = 96.0%
Saved model checkpoint to D:\PycharmProjects\transfer-learning\runs\1582818001\checkpoints\model-19300
Step 19400 : Validation accuracy on random sampled 100 examples = 94.0%
Saved model checkpoint to D:\PycharmProjects\transfer-learning\runs\1582818001\checkpoints\model-19400
Step 19500 : Validation accuracy on random sampled 100 examples = 90.0%
Saved model checkpoint to D:\PycharmProjects\transfer-learning\runs\1582818001\checkpoints\model-19500
Step 19600 : Validation accuracy on random sampled 100 examples = 92.0%
Saved model checkpoint to D:\PycharmProjects\transfer-learning\runs\1582818001\checkpoints\model-19600
Step 19700 : Validation accuracy on random sampled 100 examples = 95.0%
Saved model checkpoint to D:\PycharmProjects\transfer-learning\runs\1582818001\checkpoints\model-19700
Step 19800 : Validation accuracy on random sampled 100 examples = 95.0%
Saved model checkpoint to D:\PycharmProjects\transfer-learning\runs\1582818001\checkpoints\model-19800
Step 19900 : Validation accuracy on random sampled 100 examples = 94.0%
Saved model checkpoint to D:\PycharmProjects\transfer-learning\runs\1582818001\checkpoints\model-19900
Step 19999 : Validation accuracy on random sampled 100 examples = 97.0%
Final test accuracy = 89.7%
Process finished with exit code 0
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