TensorRT-LLMs/tests/scripts
Yukun He fd4311e6a3
[TRTLLM-8129][feat] Allreduce tuning and benchmark script revising (#7870)
Because we have encountered some perf regression due to using a one-shot kernel instead of NCCL on A100/H100, it will be beneficial if we can have a solid benchmarking of allreduce Op and analyze the data collected from it.

Implemented new AllreduceOp heuristic:
- Added Linear programming-based heuristic implementation.
- Added LUT-based heuristic implementation and corresponding code generation script.

AllreduceOp minor fixing:
- Fixed a minor issue in AllreduceOp, that the strategy can not be overridden when ONESHOT or TWOSHOT is set.
- Fixed a minor TWOSHOT kernel perf issue.
- Cleaned up Dispatching code in AllReduceOp.

This PR will fix the perf gaps reported in:
https://nvbugspro.nvidia.com/bug/5517023

For Deepseek-R1, it shows a performance gain of about 3-4% in concurrency levels of 256 and 512.

Signed-off-by: Yukun He <23156053+hyukn@users.noreply.github.com>
2025-10-16 14:15:25 +08:00
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allreduce_perf [TRTLLM-8129][feat] Allreduce tuning and benchmark script revising (#7870) 2025-10-16 14:15:25 +08:00
perf-sanity [TRTLLM-7157][feat] BREAKING CHANGE Introduce sampler_type, detect sampler according to options (#6831) 2025-08-16 00:27:24 -04:00