Installation

Select your preferences and run the install command.

OS: Linux macOS Windows

Version: Stable Nightly Source

Stable Release.
Nightly build with latest features.
Install GluonCV from source.

Backend: Native CUDA MKL-DNN CUDA + MKL-DNN

Build-in backend for CPU.
Required to run on Nvidia GPUs.
Accelerate Intel CPU performance.
Enable both Nvidia GPUs and Intel CPU acceleration.

Prerequisites:

  • Requires pip >= 9..

  • Note that you can install the extra optional requirements all together by replacing “pip install gluoncv” with “pip install gluoncv[full]”.

  • Nightly build provides latest features for enthusiasts.

Command:

# for mxnet
pip install --upgrade mxnet
# for pytorch
pip install torch==1.6.0+cpu torchvision==0.7.0+cpu -f https://download.pytorch.org/whl/torch_stable.html

pip install --upgrade gluoncv

# Here we assume CUDA 10.2 is installed. You can change the number
# according to your own CUDA version.

# for mxnet
pip install --upgrade mxnet-cu102
# for pytorch
pip install torch==1.6.0 torchvision==0.7.0

pip install --upgrade gluoncv

pip install --upgrade mxnet-mkl gluoncv

# Here we assume CUDA 10.2 is installed. You can change the number
# according to your own CUDA version.
pip install --upgrade mxnet-cu102mkl gluoncv

# for mxnet
pip install --upgrade mxnet -f https://dist.mxnet.io/python/all
# for pytorch
pip install --pre torch torchvision torchaudio -f https://download.pytorch.org/whl/nightly/cpu/torch_nightly.html

pip install --pre --upgrade gluoncv

# mxnet
pip install --upgrade mxnet-cu102 -f https://dist.mxnet.io/python/all
# pytorch
pip install --pre torch torchvision torchaudio -f https://download.pytorch.org/whl/nightly/cu102/torch_nightly.html

pip install --pre --upgrade gluoncv

pip install --pre --upgrade gluoncv
pip install --upgrade mxnet-mkl -f https://dist.mxnet.io/python/all

pip install --pre --upgrade gluoncv
pip install --upgrade mxnet-cu102mkl -f https://dist.mxnet.io/python/all

# mxnet
pip install --upgrade mxnet -f https://dist.mxnet.io/python/all
# pytorch
pip install --pre torch torchvision torchaudio -f https://download.pytorch.org/whl/nightly/cpu/torch_nightly.html

git clone https://github.com/dmlc/gluon-cv
cd gluon-cv && python setup.py install --user

# mxnet
pip install --upgrade mxnet-cu100 -f https://dist.mxnet.io/python/all
# pytorch
pip install --pre torch torchvision torchaudio -f https://download.pytorch.org/whl/nightly/cu102/torch_nightly.html

git clone https://github.com/dmlc/gluon-cv
cd gluon-cv && python setup.py install --user

pip install --upgrade mxnet-mkl -f https://dist.mxnet.io/python/all
git clone https://github.com/dmlc/gluon-cv
cd gluon-cv && python setup.py install --user

pip install --upgrade mxnet-cu102mkl -f https://dist.mxnet.io/python/all
git clone https://github.com/dmlc/gluon-cv
cd gluon-cv && python setup.py install --user

Next steps