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A technical blog post introduces a Lean4-to-TileLang tensor program superoptimizer that automatically generates optimized GPU/TPU kernels and hyperparameter scaling laws, demonstrating performance gains over torch.compile.
The author developed a Lean4-to-TileLang tensor program superoptimizer that automatically generates optimized accelerator kernels and derives hyperparameter scaling laws, achieving a 1.8x speedup on A100 GPUs.