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After fresh Anaconda3 install as well as conda env python 3.8 creation

conda install -c conda-forge numpyro
pip install --upgrade "jax[cuda]" -f https://storage.googleapis.com/jax-releases/jax_releases.html

jax 0.2.24 pyhd8ed1ab_0 conda-forge
jaxlib 0.1.73+cuda11.cudnn82 pypi_0 pypi
numpyro 0.8.0 pyhd8ed1ab_0 conda-forge

solves my problem. Sorry, it was certainly due to pip/conda install of an other package.

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Answer selected by jakevdp
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