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running single cell analysis on Nvidia GPUs

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rapids-singlecell: GPU-Accelerated Single-Cell Analysis within scverse®

rapids-singlecell provides GPU-accelerated single-cell analysis with an AnnData-first API. It is largely compatible with Scanpy and includes selected functionality from Squidpy, decoupler, and pertpy. Computations use CuPy and NVIDIA RAPIDS for performance on large datasets.

  • GPU acceleration: Common single-cell workflows on AnnData run on the GPU.
  • Ecosystem compatibility: Works with Scanpy APIs; includes pieces from Squidpy, decoupler, and pertpy.
  • Simple installation: Available via Conda and PyPI.

Documentation

For more information please have a look through the documentation

Citation

If you use this code, please cite: DOI

Please also consider citing: rapids-single-cell-examples and scanpy

In addition to that please cite the methods' original research articles in the scanpy documentation

Please cite the relevant tools if used: decoupler for decoupler functions, squidpy for spatial analysis, and pertpy for perturbation analysis.

rapids-singlecell is part of the scverse® project (website, governance) and is fiscally sponsored by NumFOCUS. If you like scverse® and want to support our mission, please consider making a tax-deductible donation to help the project pay for developer time, professional services, travel, workshops, and a variety of other needs.

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