tenstorrent/tt-metal
Jun 2025 – Sep 2025
3 Months active
Languages Used
C++
Technical Skills
C++ developmenttensor operationsunit testingAPI developmentTensor manipulationTensor operations
Jovan Serbedzija
PROFILE
Jovan Serbedzija
Jovan Serbedzija contributed to the tenstorrent/tt-metal and tt-forge-fe repositories by developing features and resolving issues focused on tensor operations and performance optimization. He enhanced test coverage for Conv2dWeights unpadding, introducing validation tests and debugging outputs to improve diagnosability of tensor shape issues. Jovan implemented flexible input handling by enabling optional TensorSpec to Tensor conversion for the PrepareConvBias API, increasing robustness in C++ code. In tt-forge-fe, he added configuration-driven Conv2dWithMultiply optimizations for ResNet benchmarks using MLIR. He also stabilized tt-metal builds by fixing a MemoryConfig compilation error, demonstrating depth in error resolution and header file management.
Overall Statistics
Feature vs Bugs
75%Features
Repository Contributions
5Total
Bugs
1
Commits
5
Features
3
Lines of code
91
Activity Months3
Your Network
764 people
Work History
September 2025
1 Commits
Sep 1, 2025September 2025: Focused on stabilizing the tt-metal build by addressing a MemoryConfig compilation issue in the NLP decode path, delivering a targeted include directive fix that eliminates a blocking error and improves integration resilience.
1 Commits
Sep 1, 2025September 2025: Focused on stabilizing the tt-metal build by addressing a MemoryConfig compilation issue in the NLP decode path, delivering a targeted include directive fix that eliminates a blocking error and improves integration resilience.
September 2025
July 2025
3 Commits • 2 Features
Jul 1, 20252025-07 Monthly Summary across tt-metal and tt-forge-fe focused on robustness and performance improvements through new input handling capabilities and configuration-driven optimizations. In tt-metal, added conversion from optional TensorSpec to optional Tensor to support the PrepareConvBias constraint API, enabling handling of absent TensorSpecs and increasing flexibility and robustness of tensor input handling. Commits: 012325b78f7b8f960f0b869b67ce892bb7aa10df; 36b72a2ab65cf54bf11e09a43460d1bf5f4bbf83.
July 2025
3 Commits • 2 Features
Jul 1, 20252025-07 Monthly Summary across tt-metal and tt-forge-fe focused on robustness and performance improvements through new input handling capabilities and configuration-driven optimizations. In tt-metal, added conversion from optional TensorSpec to optional Tensor to support the PrepareConvBias constraint API, enabling handling of absent TensorSpecs and increasing flexibility and robustness of tensor input handling. Commits: 012325b78f7b8f960f0b869b67ce892bb7aa10df; 36b72a2ab65cf54bf11e09a43460d1bf5f4bbf83.
June 2025
1 Commits • 1 Features
Jun 1, 2025June 2025: focus on strengthening test coverage for Conv2dWeights unpadding in tt-metal. Implemented a new validation test for PrepareConv2dWeights unpadding, with debugging output to diagnose tensor shape issues. This work reduces risk of regressions in unpadding logic and accelerates diagnosis of shape issues in future changes.
1 Commits • 1 Features
Jun 1, 2025June 2025: focus on strengthening test coverage for Conv2dWeights unpadding in tt-metal. Implemented a new validation test for PrepareConv2dWeights unpadding, with debugging output to diagnose tensor shape issues. This work reduces risk of regressions in unpadding logic and accelerates diagnosis of shape issues in future changes.
June 2025
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Quality Metrics
Correctness92.0%
Maintainability92.0%
Architecture92.0%
Performance92.0%
AI Usage20.0%
Skills & Technologies
Programming Languages
C++Python
Technical Skills
API developmentBenchmarkingC++ developmentCompiler OptimizationMLIRPerformance TuningTensor manipulationTensor operationserror resolutionheader file managementtensor operationsunit testing
Repositories Contributed To
Overview of all repositories you've contributed to across your timeline
tenstorrent/tt-forge-fe
Jul 2025 – Jul 2025
1 Month active
Languages Used
C++Python
Technical Skills
BenchmarkingCompiler OptimizationMLIRPerformance Tuning