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Optimized LL implementation - #834

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Binyang Li (Binyang2014) merged 14 commits into
feature/epfrom
binyli/ep
Jul 14, 2026
Merged

Optimized LL implementation #834
Binyang Li (Binyang2014) merged 14 commits into
feature/epfrom
binyli/ep

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Binyang Li (Binyang2014) and others added 14 commits July 8, 2026 23:16
Quantize BF16 dispatch payloads to FP8 E4M3 with format-defined block scales while preserving BF16 expert outputs for combine. Clean up the sender structure, payload metadata, vector conversions, Python API, and multi-rank coverage.

Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>

Copilot-Session: efbacae6-f679-430b-bc16-b45ae162fc76
Define focused read-only review guidance for CUDA/HIP synchronization, memory ordering, communication correctness, data types, and GPU performance.

Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>

Copilot-Session: efbacae6-f679-430b-bc16-b45ae162fc76
Refresh the Python and C++ benchmark paths for BF16 and FP8 dispatch, current MoERuntime signatures, active kernel sources, portable CUPTI discovery, realistic routing, and safe unified reporting. Remove the merged change to the inactive legacy implementation.

Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>

Copilot-Session: efbacae6-f679-430b-bc16-b45ae162fc76
Resolve the C++ benchmark conflict by combining NCCL-EP-style random top-k routing and masked selections with the current BF16/FP8 MoERuntime API and format-aware byte accounting.

Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>

Copilot-Session: efbacae6-f679-430b-bc16-b45ae162fc76
Resolve the FP8 conversion conflict by using direct float2-to-E4M3 conversion on all CUDA architectures while preserving the MSCCL++ packed vector storage path.

Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>

Copilot-Session: efbacae6-f679-430b-bc16-b45ae162fc76
Use Bootstrap node and NVML fabric-domain discovery for optimized LL, collectively gate cross-host fabric payload and semaphore support, remove obsolete topology env defaults, and refresh the EP documentation and performance guidance.

Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>

Copilot-Session: efbacae6-f679-430b-bc16-b45ae162fc76
Use fixed symmetric receive buffers and direct peer mappings, simplify kernel synchronization and workspace organization, and move LL buffer sizing into C++. Remove legacy PortChannel sources and unnecessary Python RDMA APIs.

Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>
Copilot-Session: efbacae6-f679-430b-bc16-b45ae162fc76
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@Binyang2014
Binyang Li (Binyang2014) merged commit 47c3255 into feature/ep Jul 14, 2026
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@Binyang2014
Binyang Li (Binyang2014) deleted the binyli/ep branch July 14, 2026 23:09
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