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Consolidation in Benchmarking, Optimization, and Ecosystem Collaboration for AI ASICs

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ByteMLPerf is a benchmarking and evaluation toolkit ByteDance built to simplify adopting AI ASICs by IT teams. It integrates compilation as a first-class API, aligns models and runtimes to real-world use cases, and exposes a wide set of metrics so benchmarking, optimization, and reproducible evaluation across software and hardware can be done consistently. The compilation backend focuses on extracting maximum performance per model to better leverage ASIC capabilities.

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