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Posted to commits@mxnet.apache.org by GitBox <gi...@apache.org> on 2017/11/21 00:33:14 UTC

[GitHub] piiswrong opened a new pull request #8736: Fix python code.

piiswrong opened a new pull request #8736: Fix python code.
URL: https://github.com/apache/incubator-mxnet/pull/8736
 
 
   Gets 4000 fps with this.
   
   ```
   import os
   os.environ['MXNET_CPU_WORKER_NTHREADS'] = '1'
   os.environ['OMP_NUM_THREADS'] = '1'
   import time
   import numpy as np
   import multiprocessing as mp
   import mxnet as mx
   from mxnet import gluon as gl
   from mxnet.gluon.data.vision import transforms
   
   if __name__ == '__main__':
   	M = 24
   	BS = 100
   
   	dataset = gl.data.vision.ImageFolderDataset('../256_ObjectCategories')
   	transform = transforms.Compose([transforms.ToTensor(),
   									transforms.RandomBrightness(1.0),
   									transforms.RandomContrast(1.0),
   									transforms.RandomSaturation(1.0),
   									transforms.Normalize([0, 0, 0], [1, 1, 1])])
   	dataset = dataset.transform_first(lambda x: transform(mx.image.center_crop(x, (224, 224))[0]))
   	data_loader = gl.data.DataLoader(dataset, BS, shuffle=True, num_workers=M)
   
   	N = len(dataset)
   
   	iterator = iter(data_loader)
   
   	tic = time.time()
   
   	for data, label in iterator:
   		data.wait_to_read()
   		print(data.shape)
   
   	print(N/(time.time() - tic))
   
   ```

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