TF 2.7, not conda, specifically broke that by ignoring the os loading mechanism for an unknown/undocumented reason.Until TF 2.7 this was the way it worked, like the gazillion other native apps (including cuda ones).
INSTALL TENSORFLOW ANACONDA 2.7 INSTALL
A conda environment does install native libraries and does ensure they will be found by the os dynamic loader mechanism for the programs that want to find these libraries.I don't want to be dismissive here, but there is a lack of understanding of the problem specifically introduced by TF 2.7: Briefly describe your candidate solution(if contributing):.Do you want to contribute a PR? (yes/no): no.TensorFlow should detect cuda/cudnn libraries installed through conda, as it did in TensorFlow<2.7. It would be better if TensorFlow just detected the conda installed libraries, as it did in TensorFlow < 2.7. However, obviously this is not ideal, as it needs to be repeated/adjusted for every new conda environment. The problem can be worked around by manually adding the conda lib directory to LD_LIBRARY_PATH ( export LD_LIBRARY_PATH=$LD_LIBRARY_PATH:$CONDA_PREFIX/lib). Installing TensorFlow 2.6 (or earlier) in the same environment, with the same cuda/cudnn installation, doesn't show any problem, it detects the libraries and GPU support works as expected. Tup the required libraries for your platform.
INSTALL TENSORFLOW ANACONDA 2.7 HOW TO
Follow the guide at for how to download and se Please make sure the missing libraries mentioned above are installed properly if you would like to use GPU. 14:49:22.641120: W tensorflow/core/common_runtime/gpu/gpu_:1850] Cannot dlopen some GPU libraries. 14:49:22.641099: W tensorflow/stream_executor/platform/default/dso_:64] Could not load dynamic library 'libcudnn.so.8' dlerror: libcudnn.so.8: cannot open shared object file: No such file or directory 14:49:22.641022: W tensorflow/stream_executor/platform/default/dso_:64] Could not load dynamic library 'libcusparse.so.11' dlerror: libcusparse.so.11: cannot open shared object file: No such file or directory 14:49:22.640941: W tensorflow/stream_executor/platform/default/dso_:64] Could not load dynamic library 'libcusolver.so.11' dlerror: libcusolver.so.11: cannot open shared object file: No such file or directory 14:49:22.640853: W tensorflow/stream_executor/platform/default/dso_:64] Could not load dynamic library 'libcurand.so.10' dlerror: libcurand.so.10: cannot open shared object file: No such file or directory 14:49:22.640776: W tensorflow/stream_executor/platform/default/dso_:64] Could not load dynamic library 'libcufft.so.10' dlerror: libcufft.so.10: cannot open shared object file: No such file or directory 14:49:22.640698: W tensorflow/stream_executor/platform/default/dso_:64] Could not load dynamic library 'libcublasLt.so.11' dlerror: libcublasLt.so.11: cannot open shared object file: No such file or directory 14:49:22.640617: W tensorflow/stream_executor/platform/default/dso_:64] Could not load dynamic library 'libcublas.so.11' dlerror: libcublas.so.11: cannot open shared object file: No such file or directory 14:49:22.640508: W tensorflow/stream_executor/platform/default/dso_:64] Could not load dynamic library 'libcudart.so.11.0' dlerror: libcudart.so.11.0: cannot open shared object file: No such file or directory 14:49:16.413006: I tensorflow/stream_executor/cuda/cudart_:29] Ignore above cudart dlerror if you do not have a GPU set up on your machine. 14:49:16.412959: W tensorflow/stream_executor/platform/default/dso_:64] Could not load dynamic library 'libcudart.so.11.0' dlerror: libcudart.so.11.0: cannot open shared object file: No such file or directory
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