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  • Red Hat
  • India

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Achievement: Pull SharkAchievement: Quickdraw

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subinz1/README.md

Hey, I'm Subin George

ML Infrastructure Engineer @ Red Hat | PyTorch Contributor | India

I work on CI/CD infrastructure and developer tooling for machine learning frameworks. Currently building the Out-of-Tree CI integration for PyTorch's HUD — enabling third-party accelerator backends to surface their CI results alongside PyTorch's own test dashboard.

What I'm working on

  • PyTorch OOT HUD Pipeline — ClickHouse queries, API endpoints, and React dashboard pages that display out-of-tree CI results on hud.pytorch.org. Co-authored the RFC and landed the full data pipeline (DynamoDB -> ClickHouse -> Next.js frontend).

  • PyTorch Core Contributions — Bug fixes and improvements across torch.nn, torch.distributed, and test infrastructure. Notable contributions include fixing softplus numerical instability, adding convolution overflow checks, and fixing OOT backend registration.

Python C++ TypeScript React/Next.js DynamoDB AWS Lambda GitHub Actions Terraform PyTorch

Open to collaborating on PyTorch, ML infra, and open-source CI tooling.

Pinned Loading

  1. pytorch/pytorch pytorch/pytorch Public

    Tensors and Dynamic neural networks in Python with strong GPU acceleration

    Python 100k 27.9k

  2. pytorch/test-infra pytorch/test-infra Public

    This repository hosts code that supports the testing infrastructure for the PyTorch organization. For example, this repo hosts the logic to track disabled tests and slow tests, as well as our conti…

    TypeScript 110 134

  3. pytorch/ci-infra pytorch/ci-infra Public

    Python 14 13

  4. pytorch/crcr-test pytorch/crcr-test Public

    Test for Cross-Repository CI Relay for PyTorch Out-of-Tree Backend

    3