
James Kilpatrick contributed to the CodeLinaro/onnxruntime and ROCm/onnxruntime repositories by developing and maintaining features that enhanced QNN EP integration, cross-platform deployment, and hardware support. He implemented QNN graph serialization to DLC format, stabilized CI pipelines, and introduced SDK versioning for predictable releases. Using C++, Python, and YAML, James upgraded QNN SDKs across multiple versions, aligned test suites, and managed build automation for ARM64 and Qualcomm NPU architectures. His work addressed compatibility, test reliability, and deployment readiness, demonstrating depth in CI/CD, embedded systems, and backend development while ensuring robust integration and streamlined workflows for production and downstream users.

January 2026 monthly summary for CodeLinaro/onnxruntime. Focused on stabilizing CPU execution accuracy for QNN EP by disabling LayerNorm operations on CPU backends and upgrading the QNN SDK to 2.42.0. Also aligned CI/CD pipelines with the SDK changes to reduce integration risk and production drift.
January 2026 monthly summary for CodeLinaro/onnxruntime. Focused on stabilizing CPU execution accuracy for QNN EP by disabling LayerNorm operations on CPU backends and upgrading the QNN SDK to 2.42.0. Also aligned CI/CD pipelines with the SDK changes to reduce integration risk and production drift.
2025-12 monthly summary for ROCm/onnxruntime focused on expanding ARM64 Linux support via QNN EP and ensuring CI alignment with the latest QNN SDK. Delivered packaging and CI enhancements to enable ARM64 wheel distribution and improved platform readiness for Qualcomm IoT devices, with a strong emphasis on business value and cross-team collaboration.
2025-12 monthly summary for ROCm/onnxruntime focused on expanding ARM64 Linux support via QNN EP and ensuring CI alignment with the latest QNN SDK. Delivered packaging and CI enhancements to enable ARM64 wheel distribution and improved platform readiness for Qualcomm IoT devices, with a strong emphasis on business value and cross-team collaboration.
November 2025 monthly summary: Implemented Qualcomm NPUs v81 architecture support for ROCm/onnxruntime with targeted build adjustments and hardware-specific gating. Included v81 stub files in build artifacts and disabled tests that were broken on v79 and v81 devices to preserve CI stability across affected hardware. This work aligns ROCm/onnxruntime with the latest Qualcomm NPU hardware, enabling deployment on newer devices and reducing build-time regressions. Key achievements: - Qualcomm NPUs v81 architecture support added; build process adjusted; v81 stub/files included in artifacts. - Stability fix: tests broken on v79/v81 devices disabled to maintain green builds. - PR alignment: anchored by commit afcdd2b22f52cb71a720c669b43a45e159579725 as part of PR #26341. - Expanded hardware coverage, enabling faster customer deployments and reduced time-to-market for NPU-enabled workloads.
November 2025 monthly summary: Implemented Qualcomm NPUs v81 architecture support for ROCm/onnxruntime with targeted build adjustments and hardware-specific gating. Included v81 stub files in build artifacts and disabled tests that were broken on v79 and v81 devices to preserve CI stability across affected hardware. This work aligns ROCm/onnxruntime with the latest Qualcomm NPU hardware, enabling deployment on newer devices and reducing build-time regressions. Key achievements: - Qualcomm NPUs v81 architecture support added; build process adjusted; v81 stub/files included in artifacts. - Stability fix: tests broken on v79/v81 devices disabled to maintain green builds. - PR alignment: anchored by commit afcdd2b22f52cb71a720c669b43a45e159579725 as part of PR #26341. - Expanded hardware coverage, enabling faster customer deployments and reduced time-to-market for NPU-enabled workloads.
October 2025 monthly summary for CodeLinaro/onnxruntime: Delivered an upgrade of the QNN SDK in CI/CD pipelines to ensure builds and tests run with the latest toolset. Updated default version parameters across YAML configurations to reflect the new QNN SDK, improving consistency across environments and reducing drift. This work strengthens CI reliability, accelerates validation of QNN-enabled workloads, and prepares the project for smoother future upgrades.
October 2025 monthly summary for CodeLinaro/onnxruntime: Delivered an upgrade of the QNN SDK in CI/CD pipelines to ensure builds and tests run with the latest toolset. Updated default version parameters across YAML configurations to reflect the new QNN SDK, improving consistency across environments and reducing drift. This work strengthens CI reliability, accelerates validation of QNN-enabled workloads, and prepares the project for smoother future upgrades.
September 2025 monthly summary for CodeLinaro/onnxruntime focused on stabilizing QNN EP graph configuration and CI pipeline compatibility. Delivered two critical changes: (1) Restored the workaround for the syntax error macro in QNN_IR_GRAPH_SERIALIZATION_OPTION_INIT to preserve correct graph configuration after the previous removal caused issues; (2) Upgraded the QNN SDK to version 2.38.0 across CI pipelines to align with the latest features and ensure compatibility. Impact includes preserved graph configuration reliability in QNN EP, reduced CI-related failures, and smoother feature delivery cycles. Technologies demonstrated include C/C++ macro handling, QNN EP integration, CI configuration and SDK version management, and git-based change management.
September 2025 monthly summary for CodeLinaro/onnxruntime focused on stabilizing QNN EP graph configuration and CI pipeline compatibility. Delivered two critical changes: (1) Restored the workaround for the syntax error macro in QNN_IR_GRAPH_SERIALIZATION_OPTION_INIT to preserve correct graph configuration after the previous removal caused issues; (2) Upgraded the QNN SDK to version 2.38.0 across CI pipelines to align with the latest features and ensure compatibility. Impact includes preserved graph configuration reliability in QNN EP, reduced CI-related failures, and smoother feature delivery cycles. Technologies demonstrated include C/C++ macro handling, QNN EP integration, CI configuration and SDK version management, and git-based change management.
August 2025 monthly summary for CodeLinaro/onnxruntime focusing on stabilizing QNN EP tests for ARM64 Windows. Actions included disabling failing tests after the QNN upgrade and aligning to QNN SDK 2.37.1.250807, and upgrading QNN to 2.37.1 to address breakages introduced by QNN 2.37.0. Result: stabilized test suite, reduced flakiness, and improved CI reliability, enabling safer releases and ongoing ARM64 Windows support.
August 2025 monthly summary for CodeLinaro/onnxruntime focusing on stabilizing QNN EP tests for ARM64 Windows. Actions included disabling failing tests after the QNN upgrade and aligning to QNN SDK 2.37.1.250807, and upgrading QNN to 2.37.1 to address breakages introduced by QNN 2.37.0. Result: stabilized test suite, reduced flakiness, and improved CI reliability, enabling safer releases and ongoing ARM64 Windows support.
Concise monthly summary for 2025-07 focusing on delivered features, major fixes, impact, and skills demonstrated for the CodeLinaro/onnxruntime repo. Key features delivered: - Added QNN SDK versioning support to ONNX Runtime Python client by introducing qnn_version to build_and_package_info.py, enabling users to pin QAIRT/QNN SDK versions for compatibility. (Commit: 102c3f6a368bcf65e673370105a420c6e6cb8113) Major bugs fixed: - Stabilized CI/pipeline handling of QNN SDK versioning across 2.36.x series, including re-application of 2.36.1 and removal of unstable workarounds to improve test reliability. (Commits: 2f878c60296de169a8a523e692d3d65893f7c133; 440ac68a333de47b6c78afe1e4a4523269c990a0; fef1b75f9c0d9c0f9efb36af8420c332cb47e109; f6b1be3d6812e8b9419407138a188aba4892cdc5) Overall impact and accomplishments: - Improved compatibility for QAIRT/QNN SDK usage within ONNX Runtime Python client, enabling stable builds and predictable releases for downstream users. Reduced CI friction and correlated test flakiness, contributing to faster validation cycles and release readiness. Technologies/skills demonstrated: - Python packaging and build tooling, CI/CD pipeline governance, version management across SDKs, and cross-team collaboration to stabilize release quality. Business value: - Enhanced downstream integration reliability, smoother customer deployments, and reduced maintenance burden due to more deterministic SDK versioning and stable CI.
Concise monthly summary for 2025-07 focusing on delivered features, major fixes, impact, and skills demonstrated for the CodeLinaro/onnxruntime repo. Key features delivered: - Added QNN SDK versioning support to ONNX Runtime Python client by introducing qnn_version to build_and_package_info.py, enabling users to pin QAIRT/QNN SDK versions for compatibility. (Commit: 102c3f6a368bcf65e673370105a420c6e6cb8113) Major bugs fixed: - Stabilized CI/pipeline handling of QNN SDK versioning across 2.36.x series, including re-application of 2.36.1 and removal of unstable workarounds to improve test reliability. (Commits: 2f878c60296de169a8a523e692d3d65893f7c133; 440ac68a333de47b6c78afe1e4a4523269c990a0; fef1b75f9c0d9c0f9efb36af8420c332cb47e109; f6b1be3d6812e8b9419407138a188aba4892cdc5) Overall impact and accomplishments: - Improved compatibility for QAIRT/QNN SDK usage within ONNX Runtime Python client, enabling stable builds and predictable releases for downstream users. Reduced CI friction and correlated test flakiness, contributing to faster validation cycles and release readiness. Technologies/skills demonstrated: - Python packaging and build tooling, CI/CD pipeline governance, version management across SDKs, and cross-team collaboration to stabilize release quality. Business value: - Enhanced downstream integration reliability, smoother customer deployments, and reduced maintenance burden due to more deterministic SDK versioning and stable CI.
June 2025 — CodeLinaro/onnxruntime: Feature delivery and bug fix for QNN SDK integration. Upgraded to QNN SDK 2.35.0 and aligned test suite with current capabilities. Re-enabled tests previously disabled due to mismatches and removed tolerances to restore test integrity, ensuring testing reflects actual QNN behavior and capabilities.
June 2025 — CodeLinaro/onnxruntime: Feature delivery and bug fix for QNN SDK integration. Upgraded to QNN SDK 2.35.0 and aligned test suite with current capabilities. Re-enabled tests previously disabled due to mismatches and removed tolerances to restore test integrity, ensuring testing reflects actual QNN behavior and capabilities.
May 2025 monthly summary for CodeLinaro/onnxruntime focusing on feature delivery and resulting business value.
May 2025 monthly summary for CodeLinaro/onnxruntime focusing on feature delivery and resulting business value.
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