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Datasets

This repo holds scripts to fetch common datasets used by the group.

Each directory contains a Makefile that will pull down the relevant datasets with a simple call of make.

Remember, that this repo does not hold the datasets themselves. Please do not add datasets directly to this repo!

You will generally need wget installed to fetch data. Some of the datasets require additional dependencies to pull. Notes can be found in the README.md files in each datasets directory.

Installation with Caffe (CPU only) on OSX

Install homebrew and dependencies if you don't have them:

# intall homebrew
ruby -e "$(curl -fsSL https://raw.githubusercontent.com/Homebrew/install/master/install)"

# install dependencies
brew install protobuf boost gflags glog homebrew/science/opencv hdf5 leveldb lmdb wget

Install Caffe:

# cd to wherever you store code repos
cd ~/code

# clone caffe repo
git clone https://github.com/BVLC/caffe.git
cd caffe

# copy config file
cp Makefile.config.example Makefile.config

# edit config to for CPU_ONLY (alternatively use text editor)
sed -e "s/# CPU_ONLY := 1/CPU_ONLY := 1/g" Makefile.config > Makefile.config.tmp
mv Makefile.config.tmp Makefile.config

# build caffe
make

Using a text editor, add the following to your shell profile modified for the correct paths (~/.bash_profile if you use bash):

export CAFFE_ROOT=$HOME/code/caffe
export PATH=$PATH:$CAFFE_ROOT/build/tools
export DLYD_FALLBACK_LIBRARY_PATH=$CAFFE_ROOT/build/lib:$DYLD_FALLBACK_LIBRARY_PATH

Clone the datasets:

cd ~/code
git clone https://github.com/buddeep/buddeep-datasets.git

Using a text editor, add to your shell profile:

export BUDDEEP_DATASETS_PATH=$HOME/code/buddeep-datasets

Reload your shell profile (for ~/.bash_profile) source ~/.bash_profile

Let's fetch MNIST data.

cd $BUDDEEP_DATASETS_PATH
cd data/mnist
make

Let's train the Caffe MNIST model.

cd $BUDDEEP_DATASETS_PATH
./models/mnist/train_lenet.sh

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