conda create -n pascient python=3.11
pip install -r requirements.txt
cd /pascient/scripts/
HYDRA_FULL_ERROR=1 python train.py data.persistent_workers=True data.multiprocessing_context=null data.num_workers=12 experiment=pascient_multilabel paths.tiledb_dir=YOUR_PATH_TO_YOUR_TILEDB
You will need to provide the path to your tiledb.
We provide a notebook with examples on how to run PaSCient on your data in pascient/notebooks/paper_figures/model_inference_example.ipynb
Model weights are available upon request to debroue1@gene.com
Figures were generated using the notebooks in pascient/notebooks/paper_figures/
UMAP.ipynb
reproduces Figure 3 of the paperIG.ipynb
reproduces Figure 4 of the paperseverity.ipynb
reproduces Figure 5 of the paperIf you have any questions, please contact Tianyu Liu (tianyu.liu@yale.edu) or Edward De Brouwer (debroue1@gene.com).
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