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Default installation of JAX + Tensorflow produces inconsistent environment #437

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Description

Solution to issue cannot be found in the documentation.

  • I checked the documentation.

Issue

Installing default versions of both JAX and Tensorflow from conda-forge currently results in an inconsistent environment in which neither of them can be imported. Using either of the two separately is fine.

I can recreate this in the miniforge3 docker image like this

FROM condaforge/miniforge3
RUN conda install tensorflow jax
RUN conda list
RUN conda info
RUN python -c 'import tensorflow'
# this also fails
# RUN python -c 'import jax'

which gives the following error:

#7 [5/5] RUN python -c 'import tensorflow'
#7 sha256:c7f1bae8ee24e9614e6e17d5be2614442a2df455b7b3733c3f1e4b8b7a40132a
#7 2.331 Traceback (most recent call last):
#7 2.331   File "<string>", line 1, in <module>
#7 2.331   File "/opt/conda/lib/python3.9/site-packages/tensorflow/__init__.py", line 55, in <module>
#7 2.331     from ._api.v2 import compat
#7 2.331   File "/opt/conda/lib/python3.9/site-packages/tensorflow/_api/v2/compat/__init__.py", line 39, in <module>
#7 2.331     from . import v1
#7 2.331   File "/opt/conda/lib/python3.9/site-packages/tensorflow/_api/v2/compat/v1/__init__.py", line 34, in <module>
#7 2.331     from . import compat
#7 2.331   File "/opt/conda/lib/python3.9/site-packages/tensorflow/_api/v2/compat/v1/compat/__init__.py", line 39, in <module>
#7 2.333     from . import v1
#7 2.333   File "/opt/conda/lib/python3.9/site-packages/tensorflow/_api/v2/compat/v1/compat/v1/__init__.py", line 51, in <module>
#7 2.334     from tensorflow._api.v2.compat.v1 import lite
#7 2.334   File "/opt/conda/lib/python3.9/site-packages/tensorflow/_api/v2/compat/v1/lite/__init__.py", line 11, in <module>
#7 2.334     from . import experimental
#7 2.334   File "/opt/conda/lib/python3.9/site-packages/tensorflow/_api/v2/compat/v1/lite/experimental/__init__.py", line 10, in <module>
#7 2.334     from . import authoring
#7 2.334   File "/opt/conda/lib/python3.9/site-packages/tensorflow/_api/v2/compat/v1/lite/experimental/authoring/__init__.py", line 10, in <module>
#7 2.334     from tensorflow.lite.python.authoring.authoring import compatible
#7 2.334   File "/opt/conda/lib/python3.9/site-packages/tensorflow/lite/python/authoring/authoring.py", line 43, in <module>
#7 2.335     from tensorflow.lite.python import convert
#7 2.335   File "/opt/conda/lib/python3.9/site-packages/tensorflow/lite/python/convert.py", line 33, in <module>
#7 2.335     from tensorflow.lite.python import util
#7 2.335   File "/opt/conda/lib/python3.9/site-packages/tensorflow/lite/python/util.py", line 55, in <module>
#7 2.335     from jax import xla_computation as _xla_computation
#7 2.335   File "/opt/conda/lib/python3.9/site-packages/jax/__init__.py", line 37, in <module>
#7 2.335     from jax import config as _config_module
#7 2.335   File "/opt/conda/lib/python3.9/site-packages/jax/config.py", line 18, in <module>
#7 2.335     from jax._src.config import config
#7 2.335   File "/opt/conda/lib/python3.9/site-packages/jax/_src/config.py", line 27, in <module>
#7 2.335     from jax._src import lib
#7 2.335   File "/opt/conda/lib/python3.9/site-packages/jax/_src/lib/__init__.py", line 101, in <module>
#7 2.335     version = check_jaxlib_version(
#7 2.335   File "/opt/conda/lib/python3.9/site-packages/jax/_src/lib/__init__.py", line 90, in check_jaxlib_version
#7 2.336     raise RuntimeError(msg)
#7 2.336 RuntimeError: jaxlib is version 0.1.75, but this version of jax requires version >= 0.3.2.
#7 ERROR: executor failed running [/bin/sh -c python -c 'import tensorflow']: exit code: 1

Installed packages

#5 [3/5] RUN conda list
#5 sha256:1b4a2bef8e285ea7908ee767af6ddccd2b54750f9f686f79b9cdf637ae8dbacc
#5 1.412 # packages in environment at /opt/conda:
#5 1.412 #
#5 1.412 # Name                    Version                   Build  Channel
#5 1.412 _libgcc_mutex             0.1                 conda_forge    conda-forge
#5 1.412 _openmp_mutex             4.5                       1_gnu    conda-forge
#5 1.412 abseil-cpp                20210324.2           h9c3ff4c_0    conda-forge
#5 1.412 absl-py                   1.0.0              pyhd8ed1ab_0    conda-forge
#5 1.412 aiohttp                   3.8.1            py39hb9d737c_1    conda-forge
#5 1.412 aiosignal                 1.2.0              pyhd8ed1ab_0    conda-forge
#5 1.412 astunparse                1.6.3              pyhd8ed1ab_0    conda-forge
#5 1.412 async-timeout             4.0.2              pyhd8ed1ab_0    conda-forge
#5 1.412 attrs                     21.4.0             pyhd8ed1ab_0    conda-forge
#5 1.412 blinker                   1.4                        py_1    conda-forge
#5 1.412 brotlipy                  0.7.0           py39h3811e60_1003    conda-forge
#5 1.412 bzip2                     1.0.8                h7f98852_4    conda-forge
#5 1.412 c-ares                    1.18.1               h7f98852_0    conda-forge
#5 1.412 ca-certificates           2021.10.8            ha878542_0    conda-forge
#5 1.412 cached-property           1.5.2                hd8ed1ab_1    conda-forge
#5 1.412 cached_property           1.5.2              pyha770c72_1    conda-forge
#5 1.412 cachetools                4.2.4              pyhd8ed1ab_0    conda-forge
#5 1.412 certifi                   2021.10.8        py39hf3d152e_2    conda-forge
#5 1.412 cffi                      1.15.0           py39h4bc2ebd_0    conda-forge
#5 1.412 charset-normalizer        2.0.12             pyhd8ed1ab_0    conda-forge
#5 1.412 click                     8.1.3            py39hf3d152e_0    conda-forge
#5 1.412 colorama                  0.4.4              pyh9f0ad1d_0    conda-forge
#5 1.412 conda                     4.12.0           py39hf3d152e_0    conda-forge
#5 1.412 conda-package-handling    1.8.0            py39hb9d737c_0    conda-forge
#5 1.412 cryptography              36.0.2           py39hd97740a_0    conda-forge
#5 1.412 frozenlist                1.3.0            py39hb9d737c_1    conda-forge
#5 1.412 gast                      0.4.0              pyh9f0ad1d_0    conda-forge
#5 1.412 giflib                    5.2.1                h36c2ea0_2    conda-forge
#5 1.412 google-auth               1.35.0             pyh6c4a22f_0    conda-forge
#5 1.412 google-auth-oauthlib      0.4.6              pyhd8ed1ab_0    conda-forge
#5 1.412 google-pasta              0.2.0              pyh8c360ce_0    conda-forge
#5 1.412 grpc-cpp                  1.42.0               ha1441d3_1    conda-forge
#5 1.412 grpcio                    1.42.0           py39hff7568b_0    conda-forge
#5 1.412 h5py                      3.6.0           nompi_py39h7e08c79_100    conda-forge
#5 1.412 hdf5                      1.12.1          nompi_h2386368_104    conda-forge
#5 1.412 icu                       69.1                 h9c3ff4c_0    conda-forge
#5 1.412 idna                      3.3                pyhd8ed1ab_0    conda-forge
#5 1.412 importlib-metadata        4.11.3           py39hf3d152e_1    conda-forge
#5 1.412 jax                       0.3.7              pyhd8ed1ab_0    conda-forge
#5 1.412 jaxlib                    0.1.75           py39hde0f152_0    conda-forge
#5 1.412 jpeg                      9e                   h166bdaf_1    conda-forge
#5 1.412 keras                     2.7.0              pyhd8ed1ab_0    conda-forge
#5 1.412 keras-preprocessing       1.1.2              pyhd8ed1ab_0    conda-forge
#5 1.412 keyutils                  1.6.1                h166bdaf_0    conda-forge
#5 1.412 krb5                      1.19.3               h3790be6_0    conda-forge
#5 1.412 ld_impl_linux-64          2.36.1               hea4e1c9_2    conda-forge
#5 1.412 libblas                   3.9.0           14_linux64_openblas    conda-forge
#5 1.412 libcblas                  3.9.0           14_linux64_openblas    conda-forge
#5 1.412 libcurl                   7.83.0               h7bff187_0    conda-forge
#5 1.412 libedit                   3.1.20191231         he28a2e2_2    conda-forge
#5 1.412 libev                     4.33                 h516909a_1    conda-forge
#5 1.412 libffi                    3.4.2                h7f98852_5    conda-forge
#5 1.412 libgcc-ng                 11.2.0              h1d223b6_14    conda-forge
#5 1.412 libgfortran-ng            11.2.0              h69a702a_16    conda-forge
#5 1.412 libgfortran5              11.2.0              h5c6108e_16    conda-forge
#5 1.412 libgomp                   11.2.0              h1d223b6_14    conda-forge
#5 1.412 liblapack                 3.9.0           14_linux64_openblas    conda-forge
#5 1.412 libnghttp2                1.47.0               h727a467_0    conda-forge
#5 1.412 libnsl                    2.0.0                h7f98852_0    conda-forge
#5 1.412 libopenblas               0.3.20          pthreads_h78a6416_0    conda-forge
#5 1.412 libpng                    1.6.37               h21135ba_2    conda-forge
#5 1.412 libprotobuf               3.19.4               h780b84a_0    conda-forge
#5 1.412 libssh2                   1.10.0               ha56f1ee_2    conda-forge
#5 1.412 libstdcxx-ng              11.2.0              he4da1e4_16    conda-forge
#5 1.412 libuuid                   2.32.1            h7f98852_1000    conda-forge
#5 1.412 libzlib                   1.2.11            h36c2ea0_1013    conda-forge
#5 1.412 markdown                  3.3.7              pyhd8ed1ab_0    conda-forge
#5 1.412 multidict                 6.0.2            py39hb9d737c_1    conda-forge
#5 1.412 ncurses                   6.3                  h9c3ff4c_0    conda-forge
#5 1.412 numpy                     1.22.3           py39hc58783e_2    conda-forge
#5 1.412 oauthlib                  3.2.0              pyhd8ed1ab_0    conda-forge
#5 1.412 openssl                   1.1.1o               h166bdaf_0    conda-forge
#5 1.412 opt_einsum                3.3.0              pyhd8ed1ab_1    conda-forge
#5 1.412 pip                       22.0.4             pyhd8ed1ab_0    conda-forge
#5 1.412 protobuf                  3.19.4           py39he80948d_0    conda-forge
#5 1.412 pyasn1                    0.4.8                      py_0    conda-forge
#5 1.412 pyasn1-modules            0.2.7                      py_0    conda-forge
#5 1.412 pycosat                   0.6.3           py39h3811e60_1009    conda-forge
#5 1.412 pycparser                 2.21               pyhd8ed1ab_0    conda-forge
#5 1.412 pyjwt                     2.3.0              pyhd8ed1ab_1    conda-forge
#5 1.412 pyopenssl                 22.0.0             pyhd8ed1ab_0    conda-forge
#5 1.412 pysocks                   1.7.1            py39hf3d152e_4    conda-forge
#5 1.412 python                    3.9.10          h85951f9_2_cpython    conda-forge
#5 1.412 python-flatbuffers        2.0                pyhd8ed1ab_0    conda-forge
#5 1.412 python_abi                3.9                      2_cp39    conda-forge
#5 1.412 pyu2f                     0.1.5              pyhd8ed1ab_0    conda-forge
#5 1.412 re2                       2021.11.01           h9c3ff4c_0    conda-forge
#5 1.412 readline                  8.1                  h46c0cb4_0    conda-forge
#5 1.412 requests                  2.27.1             pyhd8ed1ab_0    conda-forge
#5 1.412 requests-oauthlib         1.3.1              pyhd8ed1ab_0    conda-forge
#5 1.412 rsa                       4.8                pyhd8ed1ab_0    conda-forge
#5 1.412 ruamel_yaml               0.15.80         py39h3811e60_1006    conda-forge
#5 1.412 scipy                     1.8.0            py39hee8e79c_1    conda-forge
#5 1.412 setuptools                60.10.0          py39hf3d152e_0    conda-forge
#5 1.412 six                       1.16.0             pyh6c4a22f_0    conda-forge
#5 1.412 snappy                    1.1.8                he1b5a44_3    conda-forge
#5 1.412 sqlite                    3.37.1               h4ff8645_0    conda-forge
#5 1.412 tensorboard               2.6.0              pyhd8ed1ab_1    conda-forge
#5 1.412 tensorboard-data-server   0.6.0            py39hd97740a_2    conda-forge
#5 1.412 tensorboard-plugin-wit    1.8.1              pyhd8ed1ab_0    conda-forge
#5 1.412 tensorflow                2.7.0           cpu_py39h4655687_0    conda-forge
#5 1.412 tensorflow-base           2.7.0           cpu_py39hf4995fd_0    conda-forge
#5 1.412 tensorflow-estimator      2.7.0           cpu_py39ha241409_0    conda-forge
#5 1.412 termcolor                 1.1.0                      py_2    conda-forge
#5 1.412 tk                        8.6.12               h27826a3_0    conda-forge
#5 1.412 tqdm                      4.63.0             pyhd8ed1ab_0    conda-forge
#5 1.412 typing-extensions         4.2.0                hd8ed1ab_1    conda-forge
#5 1.412 typing_extensions         4.2.0              pyha770c72_1    conda-forge
#5 1.412 tzdata                    2022a                h191b570_0    conda-forge
#5 1.412 urllib3                   1.26.9             pyhd8ed1ab_0    conda-forge
#5 1.412 werkzeug                  2.1.2              pyhd8ed1ab_1    conda-forge
#5 1.412 wheel                     0.37.1             pyhd8ed1ab_0    conda-forge
#5 1.412 wrapt                     1.14.1           py39hb9d737c_0    conda-forge
#5 1.412 xz                        5.2.5                h516909a_1    conda-forge
#5 1.412 yaml                      0.2.5                h7f98852_2    conda-forge
#5 1.412 yarl                      1.7.2            py39hb9d737c_2    conda-forge
#5 1.412 zipp                      3.8.0              pyhd8ed1ab_0    conda-forge
#5 1.412 zlib                      1.2.11            h36c2ea0_1013    conda-forge

Environment info

#6 [4/5] RUN conda info
#6 sha256:e04dec7bc9e71b96d819465250e444e4080f1874b5342685a25c0744c32e910d
#6 0.730 
#6 0.730      active environment : None
#6 0.730        user config file : /root/.condarc
#6 0.730  populated config files : /opt/conda/.condarc
#6 0.730           conda version : 4.12.0
#6 0.730     conda-build version : not installed
#6 0.730          python version : 3.9.10.final.0
#6 0.730        virtual packages : __linux=5.10.47=0
#6 0.730                           __glibc=2.31=0
#6 0.730                           __unix=0=0
#6 0.730                           __archspec=1=x86_64
#6 0.730        base environment : /opt/conda  (writable)
#6 0.730       conda av data dir : /opt/conda/etc/conda
#6 0.730   conda av metadata url : None
#6 0.730            channel URLs : https://conda.anaconda.org/conda-forge/linux-64
#6 0.730                           https://conda.anaconda.org/conda-forge/noarch
#6 0.730           package cache : /opt/conda/pkgs
#6 0.730                           /root/.conda/pkgs
#6 0.730        envs directories : /opt/conda/envs
#6 0.730                           /root/.conda/envs
#6 0.730                platform : linux-64
#6 0.730              user-agent : conda/4.12.0 requests/2.27.1 CPython/3.9.10 Linux/5.10.47-linuxkit ubuntu/20.04.4 glibc/2.31
#6 0.730                 UID:GID : 0:0
#6 0.730              netrc file : None
#6 0.730            offline mode : False
#6 0.730
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