szupzp/impl-pruning-caffemodel

Simple pruning example using Caffe

Apply simple pruning on Caffemodel

1. Get caffemodel from model zoo

2. open proto.py(or pycaffe.py) and specify the name of target layer and its pruning ratio

# AlexNet example
ratio = {"fc6":0.91, "fc7":0.91, "fc8":0.75}

3. Example commandline usage.

# Using protobuf api
proto.py bvlc_alexnet.caffemodel output_pruned.caffemodel

# Using pycaffe api
pycaffe.py deploy.prototxt bvlc_alexnet.caffemodel output_pruned.caffemodel

To run pycaffe.py, pycaffe should be built in advance.