
Benjamin Welton developed and maintained profiling and performance monitoring capabilities for the ROCm/rocprofiler-sdk and ROCm/rocm-systems repositories, focusing on low-level systems programming and GPU observability. He engineered features such as synchronous device counter retrieval, agent-specific performance counter dimensions, and standardized YAML-based configuration, using C++ and Python to improve reliability and deployment readiness. His work addressed concurrency, memory management, and compatibility challenges, introducing robust error handling and test coverage. By refining API surfaces, optimizing sampling algorithms, and supporting new hardware like MI350, Benjamin enabled more accurate, scalable profiling workflows and streamlined developer experience across complex multi-GPU and heterogeneous system environments.
2026-01 ROCm/rocm-systems monthly summary focusing on observability, stability, and API coverage. Delivered telemetry enhancements for gfx950/MI350 in ValuPipeIssueUtil, enabling MI350 device telemetry; fixed critical buffer finalization races and added HSA ABI 0x09 support with improved sanitizer configurations and HSA shutdown handling; extended HIP API surface by increasing domain_ops_padding to 1024 to accommodate 515+ HIP operations, with a compile-time static_assert for validation. Overall, these efforts improved observability, profiling reliability, and hardware compatibility for ROCm workloads on MI350 devices, driving actionable insights and broader deployment readiness.
2026-01 ROCm/rocm-systems monthly summary focusing on observability, stability, and API coverage. Delivered telemetry enhancements for gfx950/MI350 in ValuPipeIssueUtil, enabling MI350 device telemetry; fixed critical buffer finalization races and added HSA ABI 0x09 support with improved sanitizer configurations and HSA shutdown handling; extended HIP API surface by increasing domain_ops_padding to 1024 to accommodate 515+ HIP operations, with a compile-time static_assert for validation. Overall, these efforts improved observability, profiling reliability, and hardware compatibility for ROCm workloads on MI350 devices, driving actionable insights and broader deployment readiness.
December 2025 monthly summary for ROCm/rocm-systems highlighting key features delivered, bugs fixed, impact, and skills demonstrated. Focused on cross-version compatibility and performance improvements for RDC workflows.
December 2025 monthly summary for ROCm/rocm-systems highlighting key features delivered, bugs fixed, impact, and skills demonstrated. Focused on cross-version compatibility and performance improvements for RDC workflows.
October 2025: Fixed multi-GPU performance counter dimension sharing in ROCm/rocm-systems by making counter dimensions agent-specific, addressing dimension mismatches across identical GPU architectures with different hardware configurations. Implemented agent-encoded counter IDs and aligned APIs and outputs (CSV, JSON, Perfetto). This fix improves accuracy, reliability, and scalability of performance data collection in complex multi-GPU deployments.
October 2025: Fixed multi-GPU performance counter dimension sharing in ROCm/rocm-systems by making counter dimensions agent-specific, addressing dimension mismatches across identical GPU architectures with different hardware configurations. Implemented agent-encoded counter IDs and aligned APIs and outputs (CSV, JSON, Perfetto). This fix improves accuracy, reliability, and scalability of performance data collection in complex multi-GPU deployments.
Concise monthly summary for 2025-09 focusing on key business value and technical achievements for ROCm/rocm-systems. Highlights include stabilization of the test suite, performance-safe fixes for high-throughput conditions, and improved developer UX for YAML configurations, delivering faster iteration cycles and more reliable user experiences.
Concise monthly summary for 2025-09 focusing on key business value and technical achievements for ROCm/rocm-systems. Highlights include stabilization of the test suite, performance-safe fixes for high-throughput conditions, and improved developer UX for YAML configurations, delivering faster iteration cycles and more reliable user experiences.
August 2025 monthly summary for ROCm/rocprofiler-sdk focused on resolving a deadlock in HSA code object testing and refactoring packet submission to improve profiler serialization reliability. Delivered targeted codepath improvements along with supporting utilities for signal and queue handling, enhancing test stability and downstream tooling reliability.
August 2025 monthly summary for ROCm/rocprofiler-sdk focused on resolving a deadlock in HSA code object testing and refactoring packet submission to improve profiler serialization reliability. Delivered targeted codepath improvements along with supporting utilities for signal and queue handling, enhancing test stability and downstream tooling reliability.
July 2025 monthly summary for ROCm/rocprofiler-sdk. Delivered a focused set of reliability and performance enhancements to the profiling system, with core changes centered on: (1) retry mechanism for HSA signal waits to handle transient issues, and (2) cache-based packet creation to reduce memory allocations and address a potential KFD firmware bug, complemented by thread-safety assertion and a shared pointer cache to ensure robust concurrency. These changes reduce fragmentation, improve data collection stability, and lower per-sample memory usage.
July 2025 monthly summary for ROCm/rocprofiler-sdk. Delivered a focused set of reliability and performance enhancements to the profiling system, with core changes centered on: (1) retry mechanism for HSA signal waits to handle transient issues, and (2) cache-based packet creation to reduce memory allocations and address a potential KFD firmware bug, complemented by thread-safety assertion and a shared pointer cache to ensure robust concurrency. These changes reduce fragmentation, improve data collection stability, and lower per-sample memory usage.
During May 2025, delivered a major standardization of the rocprofiler-sdk counter definitions by unifying the YAML schema, updating the YAML reader, and introducing a migration script to convert existing definitions to the new format. This work also included test updates and documentation changes to reflect the standardized schema, ensuring CI reliability and easier onboarding for new contributors. In addition, removed an extraneous log line (“Creating Profile Queue”) from agent_cache.cpp to reduce log noise and potential confusion during profiling. Together, these changes improve consistency, maintainability, and profiling signal clarity for ROCm users. Technologies demonstrated include YAML-based configuration, Python scripting for migrations, C++ code hygiene, and documentation/testing culture, aligning with business value of faster iterations, fewer defects, and clearer profiling workflows.
During May 2025, delivered a major standardization of the rocprofiler-sdk counter definitions by unifying the YAML schema, updating the YAML reader, and introducing a migration script to convert existing definitions to the new format. This work also included test updates and documentation changes to reflect the standardized schema, ensuring CI reliability and easier onboarding for new contributors. In addition, removed an extraneous log line (“Creating Profile Queue”) from agent_cache.cpp to reduce log noise and potential confusion during profiling. Together, these changes improve consistency, maintainability, and profiling signal clarity for ROCm users. Technologies demonstrated include YAML-based configuration, Python scripting for migrations, C++ code hygiene, and documentation/testing culture, aligning with business value of faster iterations, fewer defects, and clearer profiling workflows.
April 2025: Delivered a new SerializedAtomicRatio counter for the rocprofiler-sdk, introducing a metric that measures the ratio of cycles spent on serialized atomic accesses due to contention relative to total atomic operation cycles. This enables precise detection of high-contention hotspots and informs targeted optimizations in profiling workflows. The feature was implemented in ROCm/rocprofiler-sdk with the following commit: f143333df0978b7a614f5311942834ccfee8bd85 ("Add SerializedAtomicRatio counter (#327)"). This work enhances profiling fidelity and supports data-driven optimization across the ROCm stack.
April 2025: Delivered a new SerializedAtomicRatio counter for the rocprofiler-sdk, introducing a metric that measures the ratio of cycles spent on serialized atomic accesses due to contention relative to total atomic operation cycles. This enables precise detection of high-contention hotspots and informs targeted optimizations in profiling workflows. The feature was implemented in ROCm/rocprofiler-sdk with the following commit: f143333df0978b7a614f5311942834ccfee8bd85 ("Add SerializedAtomicRatio counter (#327)"). This work enhances profiling fidelity and supports data-driven optimization across the ROCm stack.
In March 2025, delivered foundational enhancements to the ROCProfiler counter subsystem and completed the ROCProfiler SDK API v1.0 release, with a focus on observability, reliability, and maintainability. The work enables runtime-derived counters, improved troubleshooting, and clearer API semantics, setting a stable surface for profiling workloads on ROCm-enabled platforms.
In March 2025, delivered foundational enhancements to the ROCProfiler counter subsystem and completed the ROCProfiler SDK API v1.0 release, with a focus on observability, reliability, and maintainability. The work enables runtime-derived counters, improved troubleshooting, and clearer API semantics, setting a stable surface for profiling workloads on ROCm-enabled platforms.
February 2025: ROCm/rocprofiler-sdk delivered synchronous device counter retrieval without mandatory buffering, added a usage example, hardened stability with memory-pool flag handling and context management refinements, and completed packaging improvements including version bump to 0.7.0 and installation fixes for the conversion script. These changes improve data latency, reliability, and deployment readiness for downstream users.
February 2025: ROCm/rocprofiler-sdk delivered synchronous device counter retrieval without mandatory buffering, added a usage example, hardened stability with memory-pool flag handling and context management refinements, and completed packaging improvements including version bump to 0.7.0 and installation fixes for the conversion script. These changes improve data latency, reliability, and deployment readiness for downstream users.
January 2025 performance sprint for ROCm/rocprofiler-sdk focused on stabilizing test reliability, expanding performance monitoring coverage, and ensuring robust memory handling. Implemented permission-aware diagnostics and test-skipping to reduce flakiness, extended ValuPipeIssueUtil metrics across newer architectures, and ensured memory execute permissions for HSA allocations to prevent counter collection failures. Outcomes position the profiling stack for more reliable data, broader hardware support, and lower maintenance in CI pipelines.
January 2025 performance sprint for ROCm/rocprofiler-sdk focused on stabilizing test reliability, expanding performance monitoring coverage, and ensuring robust memory handling. Implemented permission-aware diagnostics and test-skipping to reduce flakiness, extended ValuPipeIssueUtil metrics across newer architectures, and ensured memory execute permissions for HSA allocations to prevent counter collection failures. Outcomes position the profiling stack for more reliable data, broader hardware support, and lower maintenance in CI pipelines.
December 2024 monthly highlights for ROCm/rocprofiler-sdk. Key features delivered focus on device counter collection enhancements: expanding the API to support synchronous retrieval of sampled data and introducing an IOCTL path for system-wide and device-wide counters even when queues are not intercepted. These changes come with tests and permission error handling to ensure compatibility across configurations. Key achievements delivered: - Implemented synchronous device counter retrieval via an expanded API, reducing reliance on callbacks (commit 253c9adfc17d0ede33cadc79515d2c2bd2b18ebc). - Added support for device counter collection IOCTL for system-wide and device-wide counters even when queues are not intercepted, including tests and permission error handling (commit c574881cdb31f82a143e74223f2bee0af581a3cb). Impact and outcomes: - Enables broader and more reliable performance metrics collection, improving observability for customers and internal teams. - Simplifies usage by providing a synchronous API surface and a robust IOCTL path, reducing configuration complexity. - Improves compatibility across configurations with explicit tests around permission handling. Technologies and skills demonstrated: - C/C++ development for ROCm rocprofiler-sdk, API design, and kernel/user-space IOCTL integration - API surface evolution and robust testing strategies - Focus on reliability, permissions, and cross-configuration compatibility
December 2024 monthly highlights for ROCm/rocprofiler-sdk. Key features delivered focus on device counter collection enhancements: expanding the API to support synchronous retrieval of sampled data and introducing an IOCTL path for system-wide and device-wide counters even when queues are not intercepted. These changes come with tests and permission error handling to ensure compatibility across configurations. Key achievements delivered: - Implemented synchronous device counter retrieval via an expanded API, reducing reliance on callbacks (commit 253c9adfc17d0ede33cadc79515d2c2bd2b18ebc). - Added support for device counter collection IOCTL for system-wide and device-wide counters even when queues are not intercepted, including tests and permission error handling (commit c574881cdb31f82a143e74223f2bee0af581a3cb). Impact and outcomes: - Enables broader and more reliable performance metrics collection, improving observability for customers and internal teams. - Simplifies usage by providing a synchronous API surface and a robust IOCTL path, reducing configuration complexity. - Improves compatibility across configurations with explicit tests around permission handling. Technologies and skills demonstrated: - C/C++ development for ROCm rocprofiler-sdk, API design, and kernel/user-space IOCTL integration - API surface evolution and robust testing strategies - Focus on reliability, permissions, and cross-configuration compatibility

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