Set JAX_PLATFORMS to "tpu, cpu" for ray worker #145
Merged
Add this suggestion to a batch that can be applied as a single commit.
This suggestion is invalid because no changes were made to the code.
Suggestions cannot be applied while the pull request is closed.
Suggestions cannot be applied while viewing a subset of changes.
Only one suggestion per line can be applied in a batch.
Add this suggestion to a batch that can be applied as a single commit.
Applying suggestions on deleted lines is not supported.
You must change the existing code in this line in order to create a valid suggestion.
Outdated suggestions cannot be applied.
This suggestion has been applied or marked resolved.
Suggestions cannot be applied from pending reviews.
Suggestions cannot be applied on multi-line comments.
Suggestions cannot be applied while the pull request is queued to merge.
Suggestion cannot be applied right now. Please check back later.
Issue: The Ray worker could fail to actuall acquire the TPU devices if another process is already using the TPU. This would cause Jax to fall back to CPUs in the Ray worker process.
Fix: If running with Ray, all processes by default should have JAX_PLATFORMS set to
cpu
(this can be set from the yaml configuration, which is not included in this PR). When a Ray worker is created, override the runtime environment totpu,cpu
. This ensures that the Ray worker can acquire access to the TPU device.