Over five months, contributed to StreamHPC/rocm-libraries by developing high-performance GPU features and robust testing infrastructure. Delivered expanded GEMM data type support and a 2-warp ping-pong scheduler, enabling concurrent data loading and computation for improved throughput. Introduced a minimal copy kernel example to streamline CK_Tile API experimentation and enhanced CI pipelines for safer, faster releases. Implemented a Google Test-based framework for validating tensor atomic operations across multiple GPU architectures, increasing test reliability. Leveraged C++, CUDA, and CMake to optimize linear algebra routines, refactor code for maintainability, and ensure reproducible builds, supporting scalable performance improvements and efficient developer onboarding.
September 2025 monthly summary focusing on key accomplishments and business impact.
September 2025 monthly summary focusing on key accomplishments and business impact.
June 2025 performance-focused delivery for StreamHPC/rocm-libraries with a major GEMM scheduling feature. Implemented a 2-warp ping-pong scheduler along the K dimension and introduced the GemmPipelineAgBgCrCompV5, enabling concurrent data loading and computation and laying groundwork for higher GEMM throughput.
June 2025 performance-focused delivery for StreamHPC/rocm-libraries with a major GEMM scheduling feature. Implemented a 2-warp ping-pong scheduler along the K dimension and introduced the GemmPipelineAgBgCrCompV5, enabling concurrent data loading and computation and laying groundwork for higher GEMM throughput.
May 2025 monthly summary for StreamHPC/rocm-libraries focused on feature delivery and developer tooling enhancements. Key features delivered: - Copy Kernel Example for CK_Tile API: introduced a new experiment-ready example project with a minimal code path to test CK_Tile core functionalities. The package includes CMakeLists.txt, README.md, and the main test_copy.cpp file with its header, enabling quick build and run cycles for developers. - Build and documentation scaffolding: added the necessary project structure to support reproducible builds and onboarding for CK_Tile experiments. Major bugs fixed: - No major bugs fixed this month in this repository. Overall impact and accomplishments: - Accelerated experimentation with CK_Tile API by providing a ready-to-build, minimal-copy kernel example, reducing onboarding time for new contributors and enabling faster validation of core CK_Tile behaviors. This artifact supports downstream feature work and prototyping, contributing to a more maintainable and testable codebase. Technologies/skills demonstrated: - CMake-based build setup, C++ test harness creation, and lightweight project scaffolding - Documentation and onboarding content alignment with code changes - Traceability and change management through explicit commit referencing: 956fe8f75118de688b1ee9ca8619b2c1dbe35ea1 ("Simple copy kernel, which can be a tool to experiment with CK_Tile API with minimal code. (#2156)")
May 2025 monthly summary for StreamHPC/rocm-libraries focused on feature delivery and developer tooling enhancements. Key features delivered: - Copy Kernel Example for CK_Tile API: introduced a new experiment-ready example project with a minimal code path to test CK_Tile core functionalities. The package includes CMakeLists.txt, README.md, and the main test_copy.cpp file with its header, enabling quick build and run cycles for developers. - Build and documentation scaffolding: added the necessary project structure to support reproducible builds and onboarding for CK_Tile experiments. Major bugs fixed: - No major bugs fixed this month in this repository. Overall impact and accomplishments: - Accelerated experimentation with CK_Tile API by providing a ready-to-build, minimal-copy kernel example, reducing onboarding time for new contributors and enabling faster validation of core CK_Tile behaviors. This artifact supports downstream feature work and prototyping, contributing to a more maintainable and testable codebase. Technologies/skills demonstrated: - CMake-based build setup, C++ test harness creation, and lightweight project scaffolding - Documentation and onboarding content alignment with code changes - Traceability and change management through explicit commit referencing: 956fe8f75118de688b1ee9ca8619b2c1dbe35ea1 ("Simple copy kernel, which can be a tool to experiment with CK_Tile API with minimal code. (#2156)")
March 2025 monthly summary for StreamHPC/rocm-libraries: Delivered enhancements to CI/test infrastructure, improved code quality, and stabilized the merge process. Focused on maintainability and collaboration to accelerate safe feature delivery.
March 2025 monthly summary for StreamHPC/rocm-libraries: Delivered enhancements to CI/test infrastructure, improved code quality, and stabilized the merge process. Focused on maintainability and collaboration to accelerate safe feature delivery.
February 2025 performance summary for StreamHPC/rocm-libraries: Delivered expanded GEMM data type support in the ck_tile/03_gemm example, enabling fp8, bf8, bf16, and fp16. Updated GEMM calculation and execution logic to correctly handle these precisions, and adjusted benchmark and smoke-test scripts to exercise the new dtypes. All changes are captured in commit ab5d0278664d75db4dbec8c7ff864f43b22e69b9 (#1845). No major bugs fixed this month; the focus was on feature delivery, test automation, and CI readiness. This work broadens data-type coverage, improves accuracy and testing visibility for GEMM workloads on ROCm, and lays groundwork for future performance optimizations.
February 2025 performance summary for StreamHPC/rocm-libraries: Delivered expanded GEMM data type support in the ck_tile/03_gemm example, enabling fp8, bf8, bf16, and fp16. Updated GEMM calculation and execution logic to correctly handle these precisions, and adjusted benchmark and smoke-test scripts to exercise the new dtypes. All changes are captured in commit ab5d0278664d75db4dbec8c7ff864f43b22e69b9 (#1845). No major bugs fixed this month; the focus was on feature delivery, test automation, and CI readiness. This work broadens data-type coverage, improves accuracy and testing visibility for GEMM workloads on ROCm, and lays groundwork for future performance optimizations.
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