Version 2 of the fastai library
Welcome to fastai v2
NB: This is still in early development. Use v1 unless you want to contribute to the next version of fastai
To learn more about the library, read our introduction in the paper presenting it.
Note that the docs are in a submodule, so to clone with docs included, you should use:
git clone --recurse-submodules https://github.com/fastai/fastai2
If you're using a fork of fastai2, you'll need to fork the
fastai-docs repo as well.
You can get all the necessary dependencies by simply installing fastai v1:
conda install -c fastai -c pytorch fastai. Or alternatively you can automatically install the dependencies into a new environment:
conda env create -f environment.yml source activate fastai2
Then, you can install fastai v2 with pip:
pip install fastai2.
Or you can use an editable install (which is probably the best approach at the moment, since fastai v2 is under heavy development):
git clone --recurse-submodules https://github.com/fastai/fastai2 cd fastai2 pip install -e ".[dev]"
You should also use an editable install of fastcore to go with it.
If you want to browse the notebooks and build the library from them you will need nbdev, which you can install with conda or pip.
fastai2.medical.imaging you'll also need to:
conda install pyarrow pip install pydicom kornia opencv-python scikit-image
To run the tests in parallel, launch:
For all the tests to pass, you'll need to install the following optional dependencies:
pip install "sentencepiece<0.1.90" wandb tensorboard albumentations pydicom opencv-python scikit-image pyarrow kornia
After you clone this repository, please run
nbdev_install_git_hooks in your terminal. This sets up git hooks, which clean up the notebooks to remove the extraneous stuff stored in the notebooks (e.g. which cells you ran) which causes unnecessary merge conflicts.
Before submitting a PR, check that the local library and notebooks match. The script
nbdev_diff_nbs can let you know if there is a difference between the local library and the notebooks.
- If you made a change to the notebooks in one of the exported cells, you can export it to the library with
- If you made a change to the library, you can export it back to the notebooks with
For those interested in offical docker containers for this project, they can be found here.
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