EXCEEDS logo
Exceeds
Manjunath Gaonkar

PROFILE

Manjunath Gaonkar

Worked on GPU backend reliability and cross-platform support in the jax-ml/jax and ROCm/jax repositories, focusing on unifying CUDA and ROCm workflows for machine learning workloads. Enhanced test coverage and stability by refactoring platform detection, expanding ROCm compatibility for numerical routines, and improving memory management in profiling tools. Addressed CI/CD challenges by refining containerization strategies and implementing robust rollback procedures to maintain build stability. Leveraged C++, Python, and YAML to deliver features such as ROCm-specific kernel caching, dynamic device detection, and improved error handling. The work enabled more reliable multi-device testing and accelerated validation for GPU-accelerated machine learning pipelines.

Overall Statistics

Feature vs Bugs

46%Features

Repository Contributions

41Total
Bugs
7
Commits
41
Features
6
Lines of code
987
Activity Months5

Work History

May 2026

1 Commits

May 1, 2026

May 2026: Stabilized CI and release readiness for ROCm/rocm-jax by reverting the ROCm base image upgrade from 7.2.2 back to 7.2.0, restoring build/test workflows and preventing pipeline downtime. This ensured continued development and validated compatibility against the 7.2.0 baseline, enabling timely feature work and releases.

April 2026

6 Commits • 1 Features

Apr 1, 2026

April 2026 monthly summary focused on ROCm testing stability, CI infrastructure, and ROCm-related kernel/module reliability across JAX (jax-ml/jax) and XLA (openxla/xla).

March 2026

3 Commits

Mar 1, 2026

March 2026: Stabilized ROCm paths in jax and XLA by delivering test resilience for GPU workloads and memory hygiene for profiling. Key outcomes include reducing test flakiness on ROCm GPUs, updating the test suite for consistent results, and adding robust memory cleanup for the ROCm profiler. These improvements enhance reliability, developer velocity, and observability for GPU-accelerated workloads across the codebases.

February 2026

7 Commits • 3 Features

Feb 1, 2026

February 2026 monthly summary for JAX ROCm and related work: Expanded ROCm GPU testing coverage for core numerical routines and utilities, including LOBPCG tests, lax backend SciPy tests, memory-space export tests, and AOT tests on ROCm. This was enabled by a refactor of platform detection to improve cross-platform compatibility and reduce hard-coded assumptions, enabling tests to run on both CUDA and ROCm. Key commits include enabling LOBPCG tests on ROCm (cde00c5e), enabling ROCm SciPy tests (164cd497), enabling ROCm memory-space tests (1817083c), enabling deviceless AOT tests on ROCm (8e7b9fce), and platform-detection improvements (c0a1b80a).

January 2026

24 Commits • 2 Features

Jan 1, 2026

January 2026 focused on unifying GPU support across CUDA and ROCm in both jax-ml/jax and ROCm/jax, delivering cross-platform interop, stabilizing the ROCm testing landscape, and expanding test coverage for ROCm-enabled workflows. The work enhances reliability, broadens device reach, and accelerates validation for ROCm users while strengthening cross-platform memory management and GPU testing practices.

Activity

Loading activity data...

Quality Metrics

Correctness97.6%
Maintainability91.6%
Architecture93.2%
Performance94.2%
AI Usage22.4%

Skills & Technologies

Programming Languages

C++DockerfilePythonYAML

Technical Skills

AI integrationC++ DevelopmentC++ developmentCI/CDCUDAContainerizationContinuous IntegrationDevOpsError handlingGPU ProgrammingGPU programmingJAXMachine LearningNumerical computingPerformance Profiling

Repositories Contributed To

4 repos

Overview of all repositories you've contributed to across your timeline

jax-ml/jax

Jan 2026 Apr 2026
4 Months active

Languages Used

C++Python

Technical Skills

C++ DevelopmentC++ developmentCUDAGPU ProgrammingGPU programmingMachine Learning

ROCm/jax

Jan 2026 Feb 2026
2 Months active

Languages Used

C++Python

Technical Skills

C++ developmentGPU programmingJAXPythonPython developmentTesting

openxla/xla

Mar 2026 Apr 2026
2 Months active

Languages Used

C++

Technical Skills

memory managementprofiler developmentunit testingC++ developmentError handlingGPU Programming

ROCm/rocm-jax

May 2026 May 2026
1 Month active

Languages Used

DockerfilePythonYAML

Technical Skills

ContainerizationContinuous IntegrationDevOpsPython Scripting