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[ARM] MLAS: SVE i8mm (svmmla) int8 QGEMM kernels, portable machine code - #31146

#31146

Draft

mirounga wants to merge 2 commits into

microsoft:mainmicrosoft/onnxruntime:mainfrom

mirounga:rs_sve_qgemmmirounga/onnxruntime:rs_sve_qgemmCopy head branch name to clipboard

Conversation Commits2 (2)Checks Files changed

Draft

[ARM] MLAS: SVE i8mm (svmmla) int8 QGEMM kernels, portable machine code#31146
mirounga wants to merge 2 commits into
microsoft:mainfrom
mirounga:rs_sve_qgemm

[ARM] MLAS: make the SVE int8 QGEMM kernel vector-length agnostic

01474c3

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ONNX Runtime CUDA Builds on: pull_request 9

Windows GPU CUDA CI Pipeline

Windows GPU CUDA CI Pipeline Test Job

Linux CPU Minimal Build E2E on: pull_request 58

1. Build Full ORT and Generate ORT Files

2. Build Minimal (Exceptions Disabled)

4. Build Minimal (Globally Allowed Types)

5. Build Extended Minimal

6a. Build Regular (No Optional Features)

6b. Build Minimal (No Optional Features)

6c. Build Extended Minimal (No Optional Features)

3a. Build Minimal (Custom Ops)

3b. Build Minimal (Type Reduction)

7. Build Extended Minimal (Android NNAPI)

Validate Gradle Wrapper on: pull_request

Validation

ONNX Runtime WebGPU Builds on: pull_request 37

webgpu_build_x64_RelWithDebInfo (novcpkg, static)

webgpu_build_x64_RelWithDebInfo (vcpkg, static)

webgpu_plugin_build_x64_RelWithDebInfo

webgpu_external_dawn_build_x64_RelWithDebInfo

webgpu_minimal_build_edge_build_x64_RelWithDebInfo

Windows x64 QNN CI Pipeline on: pull_request 2

Windows x64 QNN CI Pipeline (shared_lib)

Windows x64 QNN CI Pipeline (static_lib)

windows_x64_release on: pull_request 9

build_x64_release

windows_x64_asan on: pull_request 1

build_x64

Windows CPU CI Pipeline on: pull_request 11

build_x86_release

CodeQL on: pull_request 6

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Analyze (javascript)

Analyze (python)

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build_x64_release_xnnpack

PR Checks on: pull_request 5

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Android CI on: pull_request 3

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CUDA Plugin Windows CI on: pull_request 2

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wasm_Debug / build-wasm

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web_Release / build_onnxruntime_web

Linux CI on: pull_request 36

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CUDA Plugin Linux CI on: pull_request 6

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Linux OpenVINO CI on: pull_request 4

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MacOS CI Pipeline on: pull_request 39

cpu / build-and-test (arm64, arm64, Debug)

cpu / build-and-test (arm64, arm64, Release)

cpu / build-and-test (arm64, arm64, Release, 16)

coreml / build-and-test (arm64, x86_64, Release)

coreml / build-and-test (arm64, arm64, Debug)

coreml / build-and-test (arm64, arm64, Release)

xnnpack / build-and-test (arm64, arm64, Debug)

webgpu / build-and-test (arm64, x86_64, Release)

webgpu / build-and-test (arm64, arm64, Debug)

webgpu / build-and-test (arm64, arm64, Release)

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Linux CUDA CI on: pull_request 7

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Linux TensorRT CI on: pull_request 13

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Test Linux TensorRT x64 Release

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Code scanning results

CodeQL

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Annotations

8 warnings

Complete job

Node.js 20 is deprecated. The following actions target Node.js 20 but are being forced to run on Node.js 24: microsoft/onnxruntime-github-actions/setup-build-tools@v0.0.9, nuget/setup-nuget@v2. For more information see: https://github.blog/changelog/2025-09-19-deprecation-of-node-20-on-github-actions-runners/

Build and Clean Binaries: onnxruntime/core/mlas/lib/amd64/QgemmU8X8KernelAvx2.asm#L1234

epilog offset from end of function exceeds 4095

Build and Clean Binaries: onnxruntime/core/mlas/lib/amd64/QgemmU8X8KernelAvx2.asm#L1227

epilog offset from end of function exceeds 4095

Build and Clean Binaries: onnxruntime/core/mlas/lib/amd64/QgemmU8X8KernelAvx2.asm#L1220

epilog offset from end of function exceeds 4095

Build and Clean Binaries: onnxruntime/core/mlas/lib/amd64/QgemmU8X8KernelAvx2.asm#L1213

epilog offset from end of function exceeds 4095

Build and Clean Binaries: onnxruntime/core/mlas/lib/amd64/QgemmU8X8KernelAvx2.asm#L1206

epilog offset from end of function exceeds 4095

Build and Clean Binaries: onnxruntime/core/mlas/lib/amd64/QgemmU8X8KernelAvx2.asm#L1199

epilog offset from end of function exceeds 4095

Build and Clean Binaries: model_package/src/manifest_parser.cc#L88

'strerror': This function or variable may be unsafe. Consider using strerror_s instead. To disable deprecation, use _CRT_SECURE_NO_WARNINGS. See online help for details.

Windows GPU CUDA CI Pipeline

succeeded Aug 5, 2026 in 44m 38s

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