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How We Built TLX: A Hardware-Native GPU Compiler for Production ML at Scale

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How We Built TLX: A Hardware-Native GPU Compiler for Production ML at Scale

Triton Low-Level Extensions (TLX), is an extension to Triton that helps engineers optimize GPU performance while preserving Triton s productive programming model. TLX introduces explicit warp-group and cluster-level orchestration, letting developers adopt new hardware capabilities without sacrificing velocity. TLX has demonstrated performance improvements in RecSys training, RecSys inference, and large-scale LLM pretraining. Modern GPU architectures increasingly [...] Read More... The post How We Built TLX: A Hardware-Native GPU Compiler for Production ML at Scale appeared first on Engineering

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