first, make sure that your conda is setup properly with the right environment

November 5, 2023 ยท View on GitHub

Installation

Most of the requirements of this projects are exactly the same as maskrcnn-benchmark. If you have any problem of your environment, you should check their issues page first. Hope you will find the answer.

Step-by-step installation

# first, make sure that your conda is setup properly with the right environment
# for that, check that `which conda`, `which pip` and `which python` points to the
# right path. From a clean conda env, this is what you need to do

conda create --name recode
conda activate recode

# this installs the right pip and dependencies for the fresh python
conda install ipython
conda install scipy
conda install h5py

# scene_graph_benchmark and coco api dependencies
pip install ninja yacs cython matplotlib tqdm opencv-python overrides

pip install torch torchvision torchaudio --extra-index-url https://download.pytorch.org/whl/cu113
pip install git+https://github.com/openai/CLIP.git
# follow PyTorch installation in https://pytorch.org/get-started/locally/
# we give the instructions for CUDA 10.1
conda install pytorch==1.13.0 torchvision==0.14.0 torchaudio==0.13.0 pytorch-cuda=11.7 -c pytorch -c nvidia

export INSTALL_DIR=$PWD

# install pycocotools
cd $INSTALL_DIR
git clone https://github.com/cocodataset/cocoapi.git
cd cocoapi/PythonAPI
python setup.py build_ext install

# install apex
cd $INSTALL_DIR
git clone https://github.com/NVIDIA/apex.git
cd apex

# WARNING if you use older Versions of Pytorch (anything below 1.7), you will need a hard reset,
# as the newer version of apex does require newer pytorch versions. Ignore the hard reset otherwise.
git reset --hard 3fe10b5597ba14a748ebb271a6ab97c09c5701ac

python setup.py install --cuda_ext --cpp_ext


# install PyTorch Detection
cd $INSTALL_DIR
git clone git@github.com:HKUST-LongGroup/RECODE.git
cd RECODE

# the following will install the lib with
# symbolic links, so that you can modify
# the files if you want and won't need to
# re-build it
python setup.py build develop


unset INSTALL_DIR