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scLLMExplorer

Install

We upload the conda environment file (It contains the versions of required packages and other information). To install it, please use:

conda env create --name cpsc488 --file=cpsc488_env.yml

Usage

To run our codes, please first pre-process the given dataset based on different tasks.

For cell-type annotation task, please use:

python preprocessing_cta.py

For deconvolution task, please use:

python preprocessing_deconv.py

Then for different tasks, we also have different main files.

For cell-type annotation task, please use:

python cta_main.py

For deconvolution task, please use:

python deconv_main.py

For the usage of baseline models or evaluation, please refer the corresponding folders (baseline and evaluation)

Tutorial

Please refer the notebook under the tutorial folder for running the codes of cell-type annotation task and deconvolution task, also the evaluation.

Datasets

For the demo datasets, please use this link to download.

Copyright

If you have questions, please contact Tianyu Liu or Zhiyuan Cao.

tianyu.liu@yale.edu.

zhiyuan.cao@yale.edu.

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Codes for the "AI Foundation Models" course project

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