ROCm/composable_kernel
Sep 2025 – Jan 2026
3 Months active
Languages Used
C++CMake
Technical Skills
C++Software EngineeringC++ DevelopmentGPU ProgrammingHigh-Performance ComputingLinear Algebra Libraries
kyle-256
PROFILE
Kyle-256
Worked on the ROCm/composable_kernel repository to deliver advanced quantization features for high-performance GPU workloads. Over three months, developed tensorwise and A/B quantization support for grouped GEMM operations, refactoring kernels and configuration to support multiple quantization modes and improve memory efficiency. Leveraged C++, CUDA, and template metaprogramming to optimize kernel performance and maintain code quality, introducing inline functions and enhancing test coverage. Focused on maintainability by updating examples, synchronizing tests, and applying formatting standards. These contributions enabled more flexible and efficient quantized inference and training paths, laying the groundwork for future performance improvements and broader quantization adoption.
Overall Statistics
Feature vs Bugs
100%Features
Repository Contributions
3Total
Bugs
0
Commits
3
Features
3
Lines of code
2,540
Activity Months3
Your Network
1756 peopleSame Organization
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7b30f3f5e26d48061f873d04cc7e1d1f_amdengMember
GunaShekar, AjayMember
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Abdul Lateef AttarMember
Acim MaravicMember
Adam DickinMember
Pryor, AdamMember
Pryor, AdamMember
Adel JoharMember
Work History
January 2026
1 Commits • 1 Features
Jan 1, 2026Concise monthly summary for 2026-01 focusing on delivering quantization support in Blockscale Grouped GEMM within ROCm/composable_kernel, driving improved performance and flexibility for quantized workloads. Delivered A/B quantization support, updating the blockscale_grouped_gemm kernel, configuration, and examples, with attention to code quality through linting and formatting. Coordinated test alignment with origin/develop and cleaned up test code where needed. The work enhances customer value by enabling more efficient quantized inference and training paths, and sets a foundation for performance experimentation and broader adoption of quantized GEMM paths.
1 Commits • 1 Features
Jan 1, 2026Concise monthly summary for 2026-01 focusing on delivering quantization support in Blockscale Grouped GEMM within ROCm/composable_kernel, driving improved performance and flexibility for quantized workloads. Delivered A/B quantization support, updating the blockscale_grouped_gemm kernel, configuration, and examples, with attention to code quality through linting and formatting. Coordinated test alignment with origin/develop and cleaned up test code where needed. The work enhances customer value by enabling more efficient quantized inference and training paths, and sets a foundation for performance experimentation and broader adoption of quantized GEMM paths.
January 2026
October 2025
1 Commits • 1 Features
Oct 1, 2025Monthly performance summary for 2025-10: Delivered tensorwise quantization support for grouped GEMM in CK_TILE within ROCm/composable_kernel, along with a refactor to support tensor and row-column quantization modes. Added tests and utilities to validate functionality, updated test cases, and adjusted build/configuration. Fixed test and example issues to improve stability, and applied formatting and build improvements. The work enhances performance and memory efficiency for quantized workloads and broadens CK_TILE quantization coverage, contributing to maintainability and QA readiness.
October 2025
1 Commits • 1 Features
Oct 1, 2025Monthly performance summary for 2025-10: Delivered tensorwise quantization support for grouped GEMM in CK_TILE within ROCm/composable_kernel, along with a refactor to support tensor and row-column quantization modes. Added tests and utilities to validate functionality, updated test cases, and adjusted build/configuration. Fixed test and example issues to improve stability, and applied formatting and build improvements. The work enhances performance and memory efficiency for quantized workloads and broadens CK_TILE quantization coverage, contributing to maintainability and QA readiness.
September 2025
1 Commits • 1 Features
Sep 1, 2025September 2025 monthly summary focusing on key accomplishments and business impact for the ROCm/composable_kernel repository.
1 Commits • 1 Features
Sep 1, 2025September 2025 monthly summary focusing on key accomplishments and business impact for the ROCm/composable_kernel repository.
September 2025
Activity
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Quality Metrics
Correctness90.0%
Maintainability86.6%
Architecture90.0%
Performance86.6%
AI Usage26.6%
Skills & Technologies
Programming Languages
C++CMake
Technical Skills
C++C++ DevelopmentCUDAGPU ProgrammingHigh-Performance ComputingKernel OptimizationLinear Algebra LibrariesQuantizationSoftware EngineeringTemplate Metaprogramming
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