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Sambhav Jain

PROFILE

Sambhav Jain

Sambhav worked on expanding tensor operation interoperability in the llvm/torch-mlir repository by enabling TOSA conversions within the Bazel build rules. This feature broadens the range of supported tensor operations, allowing Torch-MLIR to integrate more seamlessly with TOSA-backed backends and production pipelines. Sambhav’s approach involved customizing Bazel build configurations and applying knowledge of C++ and MLIR to orchestrate the conversion workflow. The work addressed integration friction for downstream tooling and laid a foundation for future backend optimizations. While the scope was focused, the implementation demonstrated depth in build system configuration and cross-stack interoperability for machine learning compiler infrastructure.

Overall Statistics

Feature vs Bugs

100%Features

Repository Contributions

1Total
Bugs
0
Commits
1
Features
1
Lines of code
11
Activity Months1

Work History

February 2025

1 Commits • 1 Features

Feb 1, 2025

February 2025 (2025-02) focused on expanding tensor operation interoperability in Torch-MLIR by enabling TOSA conversions in the Bazel build rules for the llvm/torch-mlir repository. This work broadens the set of supported tensor operations and improves interoperability with TOSA-backed backends, enabling smoother integration in production pipelines and downstream tooling. No major bugs were fixed in this period. Overall, the changes increase deployment flexibility, reduce friction when integrating Torch-MLIR with TOSA-based stacks, and lay groundwork for future backend optimizations. Technologies/skills demonstrated include Bazel build rule customization, TOSA integration concepts, and Torch-MLIR workflow orchestration.

Activity

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Quality Metrics

Correctness100.0%
Maintainability80.0%
Architecture100.0%
Performance80.0%
AI Usage20.0%

Skills & Technologies

Programming Languages

BazelPython

Technical Skills

C++MLIRbuild system configuration

Repositories Contributed To

1 repo

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

llvm/torch-mlir

Feb 2025 Feb 2025
1 Month active

Languages Used

BazelPython

Technical Skills

C++MLIRbuild system configuration

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