Fix GPU support for JAX

[rosbo]

Fixes #1178

Added also a test to prevent regression.

http:https://b/239603020

[darien-schettler]

The original problem is fixed but support for GPU is still not "fixed". It throws warnings for every single operation.

2022-08-02 14:12:00.008264: W external/org_tensorflow/tensorflow/stream_executor/gpu/asm_compiler.cc:111] *** WARNING *** You are using ptxas 11.0.221, which is older than 11.1. ptxas before 11.1 is known to miscompile XLA code, leading to incorrect results or invalid-address errors.

You may not need to update to CUDA 11.1; cherry-picking the ptxas binary is often sufficient.
2022-08-02 14:12:00.039652: W external/org_tensorflow/tensorflow/stream_executor/gpu/asm_compiler.cc:111] *** WARNING *** You are using ptxas 11.0.221, which is older than 11.1. ptxas before 11.1 is known to miscompile XLA code, leading to incorrect results or invalid-address errors.

You may not need to update to CUDA 11.1; cherry-picking the ptxas binary is often sufficient.