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- /usr/bin/python3.8 /home/boris/PycharmProjects/keras-mnist/main.py
- Downloading data from https://storage.googleapis.com/tensorflow/tf-keras-datasets/mnist.npz
- 11493376/11490434 [==============================] - 1s 0us/step
- x_train shape: (60000, 28, 28, 1)
- 60000 train samples
- 10000 test samples
- 2021-01-25 11:24:12.072793: I tensorflow/compiler/jit/xla_cpu_device.cc:41] Not creating XLA devices, tf_xla_enable_xla_devices not set
- 2021-01-25 11:24:12.073012: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libamdhip64.so
- 2021-01-25 11:24:12.149668: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1738] Found device 0 with properties:
- pciBusID: 0000:1d:00.0 name: Ellesmere [Radeon RX 470/480/570/570X/580/580X/590] ROCm AMD GPU ISA: gfx803
- coreClock: 1.266GHz coreCount: 36 deviceMemorySize: 8.00GiB deviceMemoryBandwidth: 119.21GiB/s
- 2021-01-25 11:24:12.152244: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library librocblas.so
- 2021-01-25 11:24:12.153433: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libMIOpen.so
- 2021-01-25 11:24:12.165157: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library librocfft.so
- 2021-01-25 11:24:12.165443: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library librocrand.so
- 2021-01-25 11:24:12.165538: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1862] Adding visible gpu devices: 0
- 2021-01-25 11:24:12.165802: I tensorflow/core/platform/cpu_feature_guard.cc:142] This TensorFlow binary is optimized with oneAPI Deep Neural Network Library (oneDNN) to use the following CPU instructions in performance-critical operations: SSE3 SSE4.1 SSE4.2 AVX AVX2 FMA
- To enable them in other operations, rebuild TensorFlow with the appropriate compiler flags.
- 2021-01-25 11:24:12.166301: I tensorflow/compiler/jit/xla_gpu_device.cc:99] Not creating XLA devices, tf_xla_enable_xla_devices not set
- 2021-01-25 11:24:12.166364: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1738] Found device 0 with properties:
- pciBusID: 0000:1d:00.0 name: Ellesmere [Radeon RX 470/480/570/570X/580/580X/590] ROCm AMD GPU ISA: gfx803
- coreClock: 1.266GHz coreCount: 36 deviceMemorySize: 8.00GiB deviceMemoryBandwidth: 119.21GiB/s
- 2021-01-25 11:24:12.166381: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library librocblas.so
- 2021-01-25 11:24:12.166389: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libMIOpen.so
- 2021-01-25 11:24:12.166396: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library librocfft.so
- 2021-01-25 11:24:12.166403: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library librocrand.so
- 2021-01-25 11:24:12.166453: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1862] Adding visible gpu devices: 0
- 2021-01-25 11:24:12.166513: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1261] Device interconnect StreamExecutor with strength 1 edge matrix:
- 2021-01-25 11:24:12.166521: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1267] 0
- 2021-01-25 11:24:12.166525: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1280] 0: N
- 2021-01-25 11:24:12.166630: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1406] Created TensorFlow device (/job:localhost/replica:0/task:0/device:GPU:0 with 7700 MB memory) -> physical GPU (device: 0, name: Ellesmere [Radeon RX 470/480/570/570X/580/580X/590], pci bus id: 0000:1d:00.0)
- Model: "sequential"
- _________________________________________________________________
- Layer (type) Output Shape Param #
- =================================================================
- conv2d (Conv2D) (None, 26, 26, 32) 320
- _________________________________________________________________
- max_pooling2d (MaxPooling2D) (None, 13, 13, 32) 0
- _________________________________________________________________
- conv2d_1 (Conv2D) (None, 11, 11, 64) 18496
- _________________________________________________________________
- max_pooling2d_1 (MaxPooling2 (None, 5, 5, 64) 0
- _________________________________________________________________
- flatten (Flatten) (None, 1600) 0
- _________________________________________________________________
- dropout (Dropout) (None, 1600) 0
- _________________________________________________________________
- dense (Dense) (None, 10) 16010
- =================================================================
- Total params: 34,826
- Trainable params: 34,826
- Non-trainable params: 0
- _________________________________________________________________
- 2021-01-25 11:24:14.057724: W tensorflow/core/framework/cpu_allocator_impl.cc:80] Allocation of 169344000 exceeds 10% of free system memory.
- 2021-01-25 11:24:14.332118: I tensorflow/compiler/mlir/mlir_graph_optimization_pass.cc:116] None of the MLIR optimization passes are enabled (registered 2)
- 2021-01-25 11:24:14.408011: I tensorflow/core/platform/profile_utils/cpu_utils.cc:112] CPU Frequency: 3393200000 Hz
- Epoch 1/15
- 2021-01-25 11:24:15.355843: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library librocblas.so
- 2021-01-25 11:24:15.527084: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libMIOpen.so
- 422/422 [==============================] - 46s 29ms/step - loss: 0.8014 - accuracy: 0.7674 - val_loss: 0.1141 - val_accuracy: 0.9705
- Epoch 2/15
- 422/422 [==============================] - 2s 5ms/step - loss: 0.1795 - accuracy: 0.9514 - val_loss: 0.1155 - val_accuracy: 0.9752
- Epoch 3/15
- 422/422 [==============================] - 2s 5ms/step - loss: 0.2143 - accuracy: 0.9564 - val_loss: 0.0812 - val_accuracy: 0.9798
- Epoch 4/15
- 422/422 [==============================] - 2s 5ms/step - loss: 0.1167 - accuracy: 0.9666 - val_loss: 0.0878 - val_accuracy: 0.9815
- Epoch 5/15
- 422/422 [==============================] - 2s 5ms/step - loss: 0.1367 - accuracy: 0.9662 - val_loss: 0.0670 - val_accuracy: 0.9838
- Epoch 6/15
- 422/422 [==============================] - 2s 5ms/step - loss: 0.1081 - accuracy: 0.9716 - val_loss: 0.0560 - val_accuracy: 0.9848
- Epoch 7/15
- 422/422 [==============================] - 2s 5ms/step - loss: 0.0967 - accuracy: 0.9740 - val_loss: 0.0571 - val_accuracy: 0.9847
- Epoch 8/15
- 422/422 [==============================] - 2s 5ms/step - loss: 0.0843 - accuracy: 0.9752 - val_loss: 0.0632 - val_accuracy: 0.9855
- Epoch 9/15
- 422/422 [==============================] - 2s 5ms/step - loss: 0.0962 - accuracy: 0.9755 - val_loss: 0.0486 - val_accuracy: 0.9872
- Epoch 10/15
- 422/422 [==============================] - 2s 5ms/step - loss: 0.0908 - accuracy: 0.9761 - val_loss: 0.0481 - val_accuracy: 0.9883
- Epoch 11/15
- 422/422 [==============================] - 2s 5ms/step - loss: 0.0698 - accuracy: 0.9797 - val_loss: 0.0425 - val_accuracy: 0.9895
- Epoch 12/15
- 422/422 [==============================] - 2s 5ms/step - loss: 0.0696 - accuracy: 0.9792 - val_loss: 0.0479 - val_accuracy: 0.9885
- Epoch 13/15
- 422/422 [==============================] - 2s 5ms/step - loss: 0.0693 - accuracy: 0.9813 - val_loss: 0.0431 - val_accuracy: 0.9892
- Epoch 14/15
- 422/422 [==============================] - 2s 5ms/step - loss: 0.0603 - accuracy: 0.9825 - val_loss: 0.0493 - val_accuracy: 0.9885
- Epoch 15/15
- 422/422 [==============================] - 2s 5ms/step - loss: 0.0592 - accuracy: 0.9831 - val_loss: 0.0414 - val_accuracy: 0.9898
- Test loss: 0.047726474702358246
- Test accuracy: 0.9864000082015991
- Process finished with exit code 0
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