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Jakub Kosno

PROFILE

Jakub Kosno

Worked on the intel/torch-xpu-ops repository to deliver core SparseXPU functionality and improve test suite stability for XPU devices. Developed and integrated sparse matrix multiplication support by implementing aten::hspmm and hspmm.out, using C++ and Python to extend SparseTensorMath kernels and dispatch registrations. Enhanced test coverage and reliability by adding targeted XPU tests, skipping flaky or deprecated TorchScript-related cases, and aligning test expectations with actual backend behavior. Focused on maintainability by excluding unsupported tests and clarifying the impact of TorchScript deprecation, resulting in a more robust CI process and smoother onboarding for PyTorch XPU backend development workflows.

Overall Statistics

Feature vs Bugs

33%Features

Repository Contributions

4Total
Bugs
2
Commits
4
Features
1
Lines of code
180
Activity Months2

Work History

June 2026

1 Commits

Jun 1, 2026

June 2026 monthly work summary for intel/torch-xpu-ops: Focused on stabilizing the XPU test suite in the face of TorchScript deprecation, delivering a targeted change to exclude failing tests that are not implemented for XPU. This improved CI reliability and feedback velocity, aligning test coverage with the current capabilities of the XPU backend and TorchScript timeline.

May 2026

3 Commits • 1 Features

May 1, 2026

May 2026 performance summary for intel/torch-xpu-ops focusing on delivering core SparseXPU capabilities, stabilizing the test suite, and aligning tests with actual XPU behavior to accelerate release readiness.

Activity

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Quality Metrics

Correctness95.0%
Maintainability85.0%
Architecture85.0%
Performance80.0%
AI Usage60.0%

Skills & Technologies

Programming Languages

C++Python

Technical Skills

C++ developmentGPU programmingPyTorchPythonPython developmentSparse matrix operationsTestingUnit testingXPUbug fixingdata processingnumerical computingtesting

Repositories Contributed To

1 repo

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

intel/torch-xpu-ops

May 2026 Jun 2026
2 Months active

Languages Used

C++Python

Technical Skills

C++ developmentGPU programmingPythonPython developmentSparse matrix operationsUnit testing