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@yweng0828 yweng0828 commented Jun 17, 2025

Description

Problem: When using relaxed acceptance, there is an H2D async copy, which will cause cudaStreamSynchronize(). And further block the performance of the overlap scheduler.

Solution:
Change xxx[id] = 0 to xxx._copy(0, non_blocking=True).

Timeline anyasis: cudaStreamSynchronize() -> cudaMemcpyAsync()

  • Before fix:
image
  • After fix:
image

AR & perf anyasis: AR has not changed, TPS has increased slightly.

  • before fix: 10 requests, 2K ISL, 2K OSL
===========================================================
= PERFORMANCE OVERVIEW 
===========================================================
Request Throughput (req/sec):                     0.1293
Total Output Throughput (tokens/sec):             264.8114
Total Token Throughput (tokens/sec):              395.6654
Total Latency (ms):                               77338.0737
Average request latency (ms):                     42532.1061
Per User Output Throughput [w/ ctx] (tps/user):   77.5910
Per GPU Output Throughput (tps/gpu):              33.1014

-- Request Latency Breakdown (ms) -----------------------

[Latency] P50    : 46398.6505
[Latency] P90    : 77337.3962
[Latency] P95    : 77337.3962
[Latency] P99    : 77337.3962
[Latency] MINIMUM: 7728.2172
[Latency] MAXIMUM: 77337.3962
[Latency] AVERAGE: 42532.1061
===========================================================
= DECODING STATISTICS (MTP)
===========================================================

-- Acceptance Rate Details --------------------------------


[AR] MINIMUM: 3.14
[AR] MAXIMUM: 3.14
[AR] AVERAGE: 3.14
[AR] P50    : 3.14
[AR] P90    : 3.14
[AR] P95    : 3.14
[AR] P99    : 3.14
===========================================================
  • AR & perf after fix: 10 requests, 2K ISL, 2K OSL
===========================================================
= PERFORMANCE OVERVIEW 
===========================================================
Request Throughput (req/sec):                     0.1294
Total Output Throughput (tokens/sec):             265.0755
Total Token Throughput (tokens/sec):              396.0601
Total Latency (ms):                               77260.9941
Average request latency (ms):                     42495.1155
Per User Output Throughput [w/ ctx] (tps/user):   77.6198
Per GPU Output Throughput (tps/gpu):              33.1344

-- Request Latency Breakdown (ms) -----------------------

[Latency] P50    : 46357.6827
[Latency] P90    : 77260.3173
[Latency] P95    : 77260.3173
[Latency] P99    : 77260.3173
[Latency] MINIMUM: 7730.6795
[Latency] MAXIMUM: 77260.3173
[Latency] AVERAGE: 42495.1155
===========================================================
= DECODING STATISTICS (MTP)
===========================================================

-- Acceptance Rate Details --------------------------------


[AR] MINIMUM: 3.14
[AR] MAXIMUM: 3.14
[AR] AVERAGE: 3.14
[AR] P50    : 3.14
[AR] P90    : 3.14
[AR] P95    : 3.14
[AR] P99    : 3.14
===========================================================

Test Coverage

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Summary by CodeRabbit

Summary by CodeRabbit

  • Performance Improvements

    • Improved memory management for speculative decoding, potentially enhancing efficiency and stability during processing.
  • Bug Fixes

    • Addressed issues related to how acceptance data is handled between CPU and GPU, resulting in more reliable speculative decoding.

End-users may notice improved performance and reliability in speculative decoding features.

@yweng0828 yweng0828 requested a review from a team as a code owner June 17, 2025 03:41
@yweng0828 yweng0828 force-pushed the user/yweng/fix_relaxed_acceptance_copy_sync branch from 41bb5f6 to 3445f81 Compare July 24, 2025 07:09
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coderabbitai bot commented Jul 24, 2025

📝 Walkthrough

"""

Walkthrough

The changes modify the zeroing of elements in the CUDA tensor mtp_relaxed_delta_pool within the MTPHiddenStatesManager class by replacing direct assignment with asynchronous copying using the copy_ method and non_blocking=True during resource preparation and freeing.

Changes

File(s) Change Summary
tensorrt_llm/_torch/speculative/mtp.py Replaced direct zero assignment to CUDA tensor slices with asynchronous zero copying using copy_ and non_blocking=True in resource preparation and freeing methods.

Estimated code review effort

🎯 1 (Trivial) | ⏱️ ~3 minutes

Suggested reviewers

  • HuiGao-NV
  • pcastonguay
    """

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@coderabbitai coderabbitai bot requested review from HuiGao-NV and Shixiaowei02 July 24, 2025 07:10
@yweng0828 yweng0828 changed the title draft: fix cudaStreamSynchronize when using relaxed acceptance fix: remove cudaStreamSynchronize when using relaxed acceptance Jul 24, 2025
@yweng0828 yweng0828 changed the title fix: remove cudaStreamSynchronize when using relaxed acceptance [draft] fix: remove cudaStreamSynchronize when using relaxed acceptance Jul 24, 2025
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@yweng0828 yweng0828 changed the title [draft] fix: remove cudaStreamSynchronize when using relaxed acceptance fix: remove cudaStreamSynchronize when using relaxed acceptance Jul 24, 2025
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PR_Github #12876 [ run ] triggered by Bot

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PR_Github #12876 [ run ] completed with state SUCCESS
/LLM/main/L0_MergeRequest_PR pipeline #9598 completed with status: 'FAILURE'

@yweng0828 yweng0828 force-pushed the user/yweng/fix_relaxed_acceptance_copy_sync branch from 2cc5d52 to e39b152 Compare July 25, 2025 01:41
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PR_Github #12921 [ run ] triggered by Bot

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PR_Github #12921 [ run ] completed with state SUCCESS
/LLM/main/L0_MergeRequest_PR pipeline #9634 completed with status: 'FAILURE'

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PR_Github #12988 [ run ] triggered by Bot

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PR_Github #12988 [ run ] completed with state FAILURE
/LLM/main/L0_MergeRequest_PR pipeline #9692 completed with status: 'FAILURE'

@yweng0828 yweng0828 force-pushed the user/yweng/fix_relaxed_acceptance_copy_sync branch from e39b152 to 64b995d Compare July 27, 2025 07:31
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PR_Github #13095 [ run ] triggered by Bot

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PR_Github #13095 [ run ] completed with state SUCCESS
/LLM/main/L0_MergeRequest_PR pipeline #9792 completed with status: 'FAILURE'

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PR_Github #13098 [ run ] triggered by Bot

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PR_Github #13098 [ run ] completed with state SUCCESS
/LLM/main/L0_MergeRequest_PR pipeline #9795 completed with status: 'SUCCESS'

@lfr-0531 lfr-0531 merged commit 2dd3186 into NVIDIA:main Jul 28, 2025
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NVShreyas pushed a commit to NVShreyas/TensorRT-LLM that referenced this pull request Jul 28, 2025
Ransiki pushed a commit to Ransiki/TensorRT-LLM that referenced this pull request Jul 29, 2025
lancelly pushed a commit to lancelly/TensorRT-LLM that referenced this pull request Aug 6, 2025
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4 participants