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- mona@pascal:~/computer_vision/VPilot$ python train.py
- Using TensorFlow backend.
- I tensorflow/stream_executor/dso_loader.cc:111] successfully opened CUDA library libcublas.so.8.0 locally
- I tensorflow/stream_executor/dso_loader.cc:111] successfully opened CUDA library libcudnn.so.5.0 locally
- I tensorflow/stream_executor/dso_loader.cc:111] successfully opened CUDA library libcufft.so.8.0 locally
- I tensorflow/stream_executor/dso_loader.cc:111] successfully opened CUDA library libcuda.so.1 locally
- I tensorflow/stream_executor/dso_loader.cc:111] successfully opened CUDA library libcurand.so.8.0 locally
- /usr/local/lib/python2.7/dist-packages/keras/backend/tensorflow_backend.py:1938: UserWarning: Expected no kwargs, you passed 1
- kwargs passed to function are ignored with Tensorflow backend
- warnings.warn('\n'.join(msg))
- Epoch 1/1000
- I tensorflow/core/common_runtime/gpu/gpu_device.cc:951] Found device 0 with properties:
- name: Tesla K40c
- major: 3 minor: 5 memoryClockRate (GHz) 0.8755
- pciBusID 0000:03:00.0
- Total memory: 11.92GiB
- Free memory: 11.85GiB
- W tensorflow/stream_executor/cuda/cuda_driver.cc:572] creating context when one is currently active; existing: 0xa5e8040
- I tensorflow/core/common_runtime/gpu/gpu_device.cc:951] Found device 1 with properties:
- name: Tesla K40c
- major: 3 minor: 5 memoryClockRate (GHz) 0.8755
- pciBusID 0000:83:00.0
- Total memory: 11.92GiB
- Free memory: 11.85GiB
- I tensorflow/core/common_runtime/gpu/gpu_device.cc:855] cannot enable peer access from device ordinal 0 to device ordinal 1
- I tensorflow/core/common_runtime/gpu/gpu_device.cc:855] cannot enable peer access from device ordinal 1 to device ordinal 0
- I tensorflow/core/common_runtime/gpu/gpu_device.cc:972] DMA: 0 1
- I tensorflow/core/common_runtime/gpu/gpu_device.cc:982] 0: Y N
- I tensorflow/core/common_runtime/gpu/gpu_device.cc:982] 1: N Y
- I tensorflow/core/common_runtime/gpu/gpu_device.cc:1041] Creating TensorFlow device (/gpu:0) -> (device: 0, name: Tesla K40c, pci bus id: 0000:03:00.0)
- I tensorflow/core/common_runtime/gpu/gpu_device.cc:1041] Creating TensorFlow device (/gpu:1) -> (device: 1, name: Tesla K40c, pci bus id: 0000:83:00.0)
- I tensorflow/core/common_runtime/gpu/pool_allocator.cc:245] PoolAllocator: After 4776 get requests, put_count=3269 evicted_count=1000 eviction_rate=0.305904 and unsatisfied allocation rate=0.545854
- I tensorflow/core/common_runtime/gpu/pool_allocator.cc:257] Raising pool_size_limit_ from 100 to 110
- 4/70562 [..............................] - ETA: 143828s - loss: 0.9234I tensorflow/core/common_runtime/gpu/pool_allocator.cc:245] PoolAllocator: After 1041 get requests, put_count=1920 evicted_count=1000 eviction_rate=0.520833 and unsatisfied allocation rate=0.131604
- I tensorflow/core/common_runtime/gpu/pool_allocator.cc:257] Raising pool_size_limit_ from 176 to 193
- 8/70562 [..............................] - ETA: 84324s - loss: 0.9190I tensorflow/core/common_runtime/gpu/pool_allocator.cc:245] PoolAllocator: After 247 get requests, put_count=1272 evicted_count=1000 eviction_rate=0.786164 and unsatisfied allocation rate=0
- 13/70562 [..............................] - ETA: 61579s - loss: 0.8093I tensorflow/core/common_runtime/gpu/pool_allocator.cc:245] PoolAllocator: After 5058 get requests, put_count=4901 evicted_count=2000 eviction_rate=0.40808 and unsatisfied allocation rate=0.433768
- I tensorflow/core/common_runtime/gpu/pool_allocator.cc:257] Raising pool_size_limit_ from 409 to 449
- 18/70562 [..............................] - ETA: 51908s - loss: 0.7416I tensorflow/core/common_runtime/gpu/pool_allocator.cc:245] PoolAllocator: After 4884 get requests, put_count=4001 evicted_count=1000 eviction_rate=0.249938 and unsatisfied allocation rate=0.397625
- I tensorflow/core/common_runtime/gpu/pool_allocator.cc:257] Raising pool_size_limit_ from 655 to 720
- 24/70562 [..............................] - ETA: 45248s - loss: 0.6623I tensorflow/core/common_runtime/gpu/pool_allocator.cc:245] PoolAllocator: After 5019 get requests, put_count=4681 evicted_count=1000 eviction_rate=mona@pascal:~/computer_vision/VPilot$ python train.py
- Using TensorFlow backend.
- I tensorflow/stream_executor/dso_loader.cc:111] successfully opened CUDA library libcublas.so.8.0 locally
- I tensorflow/stream_executor/dso_loader.cc:111] successfully opened CUDA library libcudnn.so.5.0 locally
- I tensorflow/stream_executor/dso_loader.cc:111] successfully opened CUDA library libcufft.so.8.0 locally
- I tensorflow/stream_executor/dso_loader.cc:111] successfully opened CUDA library libcuda.so.1 locally
- I tensorflow/stream_executor/dso_loader.cc:111] successfully opened CUDA library libcurand.so.8.0 locally
- /usr/local/lib/python2.7/dist-packages/keras/backend/tensorflow_backend.py:1938: UserWarning: Expected no kwargs, you passed 1
- kwargs passed to function are ignored with Tensorflow backend
- warnings.warn('\n'.join(msg))
- Epoch 1/1000
- I tensorflow/core/common_runtime/gpu/gpu_device.cc:951] Found device 0 with properties:
- name: Tesla K40c
- major: 3 minor: 5 memoryClockRate (GHz) 0.8755
- pciBusID 0000:03:00.0
- Total memory: 11.92GiB
- Free memory: 11.85GiB
- W tensorflow/stream_executor/cuda/cuda_driver.cc:572] creating context when one is currently active; existing: 0xa5e8040
- I tensorflow/core/common_runtime/gpu/gpu_device.cc:951] Found device 1 with properties:
- name: Tesla K40c
- major: 3 minor: 5 memoryClockRate (GHz) 0.8755
- pciBusID 0000:83:00.0
- Total memory: 11.92GiB
- Free memory: 11.85GiB
- I tensorflow/core/common_runtime/gpu/gpu_device.cc:855] cannot enable peer access from device ordinal 0 to device ordinal 1
- I tensorflow/core/common_runtime/gpu/gpu_device.cc:855] cannot enable peer access from device ordinal 1 to device ordinal 0
- I tensorflow/core/common_runtime/gpu/gpu_device.cc:972] DMA: 0 1
- I tensorflow/core/common_runtime/gpu/gpu_device.cc:982] 0: Y N
- I tensorflow/core/common_runtime/gpu/gpu_device.cc:982] 1: N Y
- I tensorflow/core/common_runtime/gpu/gpu_device.cc:1041] Creating TensorFlow device (/gpu:0) -> (device: 0, name: Tesla K40c, pci bus id: 0000:03:00.0)
- I tensorflow/core/common_runtime/gpu/gpu_device.cc:1041] Creating TensorFlow device (/gpu:1) -> (device: 1, name: Tesla K40c, pci bus id: 0000:83:00.0)
- I tensorflow/core/common_runtime/gpu/pool_allocator.cc:245] PoolAllocator: After 4776 get requests, put_count=3269 evicted_count=1000 eviction_rate=0.305904 and unsatisfied allocation rate=0.545854
- I tensorflow/core/common_runtime/gpu/pool_allocator.cc:257] Raising pool_size_limit_ from 100 to 110
- 4/70562 [..............................] - ETA: 143828s - loss: 0.9234I tensorflow/core/common_runtime/gpu/pool_allocator.cc:245] PoolAllocator: After 1041 get requests, put_count=1920 evicted_count=1000 eviction_rate=0.520833 and unsatisfied allocation rate=0.131604
- I tensorflow/core/common_runtime/gpu/pool_allocator.cc:257] Raising pool_size_limit_ from 176 to 193
- 8/70562 [..............................] - ETA: 84324s - loss: 0.9190I tensorflow/core/common_runtime/gpu/pool_allocator.cc:245] PoolAllocator: After 247 get requests, put_count=1272 evicted_count=1000 eviction_rate=0.786164 and unsatisfied allocation rate=0
- 13/70562 [..............................] - ETA: 61579s - loss: 0.8093I tensorflow/core/common_runtime/gpu/pool_allocator.cc:245] PoolAllocator: After 5058 get requests, put_count=4901 evicted_count=2000 eviction_rate=0.40808 and unsatisfied allocation rate=0.433768
- I tensorflow/core/common_runtime/gpu/pool_allocator.cc:257] Raising pool_size_limit_ from 409 to 449
- 18/70562 [..............................] - ETA: 51908s - loss: 0.7416I tensorflow/core/common_runtime/gpu/pool_allocator.cc:245] PoolAllocator: After 4884 get requests, put_count=4001 evicted_count=1000 eviction_rate=0.249938 and unsatisfied allocation rate=0.397625
- I tensorflow/core/common_runtime/gpu/pool_allocator.cc:257] Raising pool_size_limit_ from 655 to 720
- 24/70562 [..............................] - ETA: 45248s - loss: 0.6623I tensorflow/core/common_runtime/gpu/pool_allocator.cc:245] PoolAllocator: After 5019 get requests, put_count=4681 evicted_count=1000 eviction_rate=0.21363 and unsatisfied allocation rate=0.287507
- I tensorflow/core/common_runtime/gpu/pool_allocator.cc:257] Raising pool_size_limit_ from 1158 to 1273
- 70562/70562 [==============================] - 25913s - loss: 0.1742 - val_loss: 0.1014
- Epoch 2/1000
- 2893/70562 [>.............................] - ETA: 23312s - loss: 0.1579^Z
- [7]+ Stopped python train.py
- mona@pascal:~/computer_vision/VPilot$ ls
- drive.py frames1 frames2 model.h5 model.h5_bk model.h5_bk_not_complete model.py model.pyc __pycache__ README.md train.py
- mona@pascal:~/computer_vision/VPilot$ ls -ltr
- total 654564
- drwxrwxr-x 2 mona mona 4096 Jan 18 18:46 __pycache__
- -rw-rw-r-- 1 mona mona 223406216 Jan 19 14:26 model.h5_bk
- -rw-rw-r-- 1 mona mona 1697 Jan 20 16:56 README.md
- -rw-rw-r-- 1 mona mona 2292 Jan 24 16:07 drive.py
- drwxrwxr-x 2 mona mona 4096 Jan 26 15:39 frames1
- drwxrwxr-x 2 mona mona 4096 Jan 26 15:39 frames2
- -rw-rw-r-- 1 mona mona 223405664 Jan 26 19:19 model.h5_bk_not_complete
- -rw-rw-r-- 1 mona mona 1942 Jan 31 13:28 train.py
- -rw-rw-r-- 1 mona mona 7094 Jan 31 13:31 model.py
- -rw-rw-r-- 1 mona mona 6038 Jan 31 13:31 model.pyc
- -rw-rw-r-- 1 mona mona 223405664 Jan 31 20:43 model.h5
- mona@pascal:~/computer_vision/VPilot$
- 0.21363 and unsatisfied allocation rate=0.287507
- I tensorflow/core/common_runtime/gpu/pool_allocator.cc:257] Raising pool_size_limit_ from 1158 to 1273
- 70562/70562 [==============================] - 25913s - loss: 0.1742 - val_loss: 0.1014
- Epoch 2/1000
- 2893/70562 [>.............................] - ETA: 23312s - loss: 0.1579^Z
- [7]+ Stopped python train.py
- mona@pascal:~/computer_vision/VPilot$ ls
- drive.py frames1 frames2 model.h5 model.h5_bk model.h5_bk_not_complete model.py model.pyc __pycache__ README.md train.py
- mona@pascal:~/computer_vision/VPilot$ ls -ltr
- total 654564
- drwxrwxr-x 2 mona mona 4096 Jan 18 18:46 __pycache__
- -rw-rw-r-- 1 mona mona 223406216 Jan 19 14:26 model.h5_bk
- -rw-rw-r-- 1 mona mona 1697 Jan 20 16:56 README.md
- -rw-rw-r-- 1 mona mona 2292 Jan 24 16:07 drive.py
- drwxrwxr-x 2 mona mona 4096 Jan 26 15:39 frames1
- drwxrwxr-x 2 mona mona 4096 Jan 26 15:39 frames2
- -rw-rw-r-- 1 mona mona 223405664 Jan 26 19:19 model.h5_bk_not_complete
- -rw-rw-r-- 1 mona mona 1942 Jan 31 13:28 train.py
- -rw-rw-r-- 1 mona mona 7094 Jan 31 13:31 model.py
- -rw-rw-r-- 1 mona mona 6038 Jan 31 13:31 model.pyc
- -rw-rw-r-- 1 mona mona 223405664 Jan 31 20:43 model.h5
- mona@pascal:~/computer_vision/VPilot$
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