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codingwithsurya/README.md

Hey y'all - my name is Surya! I study computer science @ Georgia Tech. My interests lie in the intersection of machine learning and systems for efficient model training and inference.

If you find any of my projects interesting, feel free to reach out @ [email protected]!

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  1. pytorch/pytorch pytorch/pytorch Public

    Tensors and Dynamic neural networks in Python with strong GPU acceleration

    Python 91.2k 24.6k

  2. facebookexperimental/triton facebookexperimental/triton Public

    Github mirror of trition-lang/triton repo.

    MLIR 47 16

  3. pytorch-labs/tritonbench pytorch-labs/tritonbench Public

    Tritonbench is a collection of PyTorch custom operators with example inputs to measure their performance.

    Python 175 24

  4. jax-autodiff jax-autodiff Public

    A JAX-inspired autodiff compiler with optimized function transformations (jit, vmap, grad) and operation fusion.

    Python

  5. diffusion.cu diffusion.cu Public

    Implementation of high-performance diffusion transformer from scratch in CUDA/C++

    Jupyter Notebook 4

  6. distributed-transformer distributed-transformer Public

    "Attention Is All You Need" Transformer paper implemented from scratch in PyTorch with support for distributed training, in both FSDP and DDP.

    Python 3