[wip][Core] Introduce SPMD worker execution using Ray accelerated DAG #5980
+276
−139
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Outdated suggestions cannot be applied.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.
This introduces an SPMD execution mode for Worker. In this mode, there is no longer a driver worker and the rank 0 worker is moved to a separate process. All workers are expected to take an ExecuteModelRequest input, instead of using NCCL as a control plane to receive inputs.
To keep the changes contained, for now, this path needs to be used with the new Ray accelerated DAG feature. Compared to Ray Core, this feature reduces system performance overheads for task execution and args passing, by using an execution loop and shared memory, respectively.
TODO:
VLLM_USE_SPMD_WORKER=1 VLLM_USE_RAY_COMPILED_DAG=1
is probably sufficient