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thomasaarholt

jax's Issues

Cannot import `jax` on 0.4.13 wheel

Description

first noted in nextstrain/docker-base#173 (comment)

This happens upon importing jax:

Traceback (most recent call last):                                                                                             
  File "<string>", line 1, in <module>
  File "/usr/local/lib/python3.10/site-packages/jax/__init__.py", line 35, in <module>
    from jax import config as _config_module
  File "/usr/local/lib/python3.10/site-packages/jax/config.py", line 17, in <module>
    from jax._src.config import config  # noqa: F401
  File "/usr/local/lib/python3.10/site-packages/jax/_src/config.py", line 24, in <module>
    from jax._src import lib
  File "/usr/local/lib/python3.10/site-packages/jax/_src/lib/__init__.py", line 92, in <module>
    import jaxlib.xla_client as xla_client
  File "/usr/local/lib/python3.10/site-packages/jaxlib/xla_client.py", line 26, in <module>
    from . import xla_extension as _xla
ImportError: /usr/local/lib/python3.10/site-packages/jaxlib/xla_extension.so: undefined symbol: PyObject_Vectorcall

This looks like an issue with the binary provided by this fork repo: jaxlib-0.4.13-cp310-cp310-manylinux2014_aarch64.whl. I confirmed that the official 0.4.13 works locally:

pip install jaxlib==0.4.13 jax==0.4.13
python -c "import jax"  # this works

and the custom built 0.4.13 does not:

FROM python:3.10-slim-bullseye

RUN pip install https://github.com/yoziru/jax/releases/download/jaxlib-v0.4.13/jaxlib-0.4.13-cp310-cp310-manylinux2014_aarch64.whl jax==0.4.13

RUN python -c "import jax"  # this fails

What jax/jaxlib version are you using?

No response

Which accelerator(s) are you using?

No response

Additional system info

No response

NVIDIA GPU info

No response

Publish the build process

First off, thanks for providing these unofficial wheels. We are using them in nextstrain/docker-base. Without these pre-built wheels, we'd probably have to resort to using emulated JAX in our linux/arm64 image variant.

It's not clear to me how you are making the releases. Are you running Docker builds locally on an Apple silicon machine and uploading files to GitHub Releases?

I am trying to do this myself using GitHub Actions runners. I first started off with your Dockerfile snippet, but it doesn't work on the AMD64 GitHub Actions runner. I think cross-compilation is the way to go, but haven't got that working yet.

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