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SINGA-257 Convnet Benchmark #263

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SINGA-257 Convnet Benchmark #263

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  • Creation of the file benchmark_alexnet.py under examples/cifar10. It's originally a copy of alexnet.py.
  • A neural network has been written in that file that conforms to the alexnet samples found at https://github.com/soumith/convnet-benchmarks

- Creation of examples/cifar10/benchmark_alexnet.py.
- Editing of said file to conform with the alexnet samples found in the convnet-benchmark repository.
- Added benchmark_vgg, fixed typos in benchmark_alexnet.
- Implemented missing OpenCL device code to make it callable from python.
- Added cmakedefine for USE_OPENCL.
- Moved benchmarking scripts to their own folder.
- Create README for benchmarking.
- Added overfeat benchmark.
…f three model to share the same training code, i.e. run.sh

2. add arrays in net.py to record the time information
3. rename ocl into opencl to be consistent with other functions/variables
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