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Awesome GitHub RepositoriesBackend Execution Comparison

Traces data flow across different hardware backends to isolate kernels producing incorrect numerical outputs.

Distinct from Kernel Dispatchers: Focuses on comparing outputs across backends for correctness, unlike kernel dispatchers which manage task submission.

Explore 1 awesome GitHub repository matching artificial intelligence & ml · Backend Execution Comparison. Refine with filters or upvote what's useful.

Awesome Backend Execution Comparison GitHub Repositories

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  • iree-org/ireeAvatar von iree-org

    iree-org/iree

    3,819Auf GitHub ansehen↗

    IREE is an MLIR-based compiler toolchain and runtime designed to translate machine learning models from various frameworks into optimized binaries for execution across diverse hardware targets. It provides a unified pipeline to ingest models from PyTorch, TensorFlow, JAX, and ONNX, lowering them into a common intermediate representation for deployment on CPUs, GPUs, and bare-metal embedded systems. The project distinguishes itself through a bytecode virtual machine and a hardware abstraction layer that decouple high-level model logic from specific hardware instruction sets. It supports sophis

    Traces tensor flow and compares logs across backends to identify specific kernels causing incorrect output.

    C++compilercudajax
    Auf GitHub ansehen↗3,819
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