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iMAP - Integration of multiple single-cell datasets by adversarial paired transfer networks

Installation

1. Prerequisites

  • Install Python >= 3.6. Typically, you should use the Linux system and install a newest version of Anaconda or Miniconda .
  • Install pytorch >= 1.1.0. To obtain the optimal performance of deep learning-based models, you should have a Nivdia GPU and install the appropriate version of CUDA. (We tested with CUDA = 9.0)
  • Install scanpy >= 1.5.1 for pre-processing.
  • (Optional) Install SHAP for interpretation.

2. Installation

The iMAP python package is available for pip install(pip install imap). The functions required for the stage I and II of iMAP could be imported from “imap.stage1” and “imap.stage2”, respectively.

Tutorials

Tutorials and API reference are available in the tutorials directory.

Metadata

Release files for imap 1.0.0

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Source distribution for imap 1.0.0
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