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readme modified to incorporate two known bugs
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README.md

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@@ -40,12 +40,31 @@ To employ large-scale GPU-accelerated kernel methods, we turn to Falkon. The ins
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## Frequent issues
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### Issues with the compiler.
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Due to incompatibilities between g++, gcc and cuda, the installation of FalkonML sometimes fails. The following elements can help alleviate potential issues:
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- Prior to installing Falkon, re-install torch 1.11.
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- Check compatibility between your cuda version and the one installed with torch.
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- Using cxx-compiler=1.2.0 (available on conda-forge) is compatible with cuda 11.3.
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### Issues with Jaxlib (MacOS)
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For Mac users, the jaxlib version installed from PyPI sometimes returns issues. We then advise to re-install jaxlib from condo, and subsequently re-install dcvi-tools:
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```bash
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mamba install jaxlib
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mamba install scvi-tools
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```
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### Incompatibilities with numba
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Errors are sometimes raised due to numba inconsistencies. The errors raised were due to clashes between different packages. Re-installing numba seem to have fixed the issues:
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```bash
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pip install numba --force-reinstall
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```
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Please feel free to contact the development team by e-mail or by creating an issue.
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