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Outdated suggestions cannot be applied.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.
There was a problem hiding this comment.
Choose a reason for hiding this comment
The reason will be displayed to describe this comment to others. Learn more.
🧩 Analysis chain
🏁 Script executed:
Repository: NVIDIA/TensorRT-LLM
Length of output: 1170
🌐 Web query:
Triton compiler cache concurrent writes safety thread safety💡 Result:
Triton’s compiler cache has historically been not fully safe under concurrent multi-process writes to the same cache directory (common in distributed training / TP>1 on a shared filesystem).
put()uses a “write temp →os.replace()to final name” pattern (atomic rename/replace), but other processes can still observe and act on transient temp files (e.g., via directoryglob/listing) and then fail when those temp files get replaced, causingFileNotFoundErrorin multi-process runs. This exact failure mode is reported in triton-lang/triton issue trtllm-build llama3.1-8b failed #2688. (github.com)#3544: avoids temp-file name collisions across distributed setups (e.g., same PID/seed across nodes) by using UUIDs. (github.com)#4295: changes the cache manager to write into a process-private temp directory, so directory scans don’t pick up another process’s temp artifacts (and explains the race in detail). (github.com)ParallelFileCacheManagerexplicitly to “prevent errors related to the building of the Triton compiler cache” under parallel ranks and on filesystems like Lustre, and notes it implements Triton PRs#3544and#4295(and suggests these changes should land in Triton 3.2). (docs.nvidia.com)Practical guidance
FileNotFoundError/ odd behavior under distributed compilation: upgrade Triton to a version that includes PRs#3544and#4295, or use Megatron-Core’sParallelFileCacheManager, or ensure each process/rank uses a distinctTRITON_CACHE_DIR(ideally on local disk, not shared NFS/Lustre). (docs.nvidia.com)Citations:
🏁 Script executed:
Repository: NVIDIA/TensorRT-LLM
Length of output: 339
Address Triton compiler cache concurrency safety with proper mitigation.
The Triton compiler cache at Line 905 does not specify an access mode, allowing concurrent writes from multiple SLURM jobs. This is a known issue in Triton's cache implementation—concurrent multi-process writes to the same cache directory can cause race conditions (
FileNotFoundError) and cache corruption, particularly in distributed settings.Simply adding
:rois insufficient if the cache needs to be populated dynamically. The proper upstream solutions are:#3544and#4295, expected in Triton 3.2+)ParallelFileCacheManager(explicitly designed to prevent cache corruption under parallel ranks)TRITON_CACHE_DIRper job, rather than sharing a single cacheIf this cache is intended as a pre-populated shared read-only resource, then adding
:rois appropriate. If jobs populate it dynamically, clarify the concurrency handling strategy and implement one of the upstream mitigations above.🤖 Prompt for AI Agents