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Decompose-K: From torch.compile to Hand-Tuned Triton Kernels for Skinny Large‑K Matmuls

shreyansh26.github.io · published 21 June 2026

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https://github.com/shreyansh26/MLSys-Experiments/tree/main/decompose-k

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https://www.youtube.com/watch?v=rKQbHSs7dBo

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https://github.com/pytorch/pytorch/blob/15883c6209fcd2893ac53113a483e368bab4d47c/torch/_inductor/template_heuristics/decompose_k.py

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https://github.com/pytorch/pytorch/blob/15883c6209fcd2893ac53113a483e368bab4d47c/torch/_inductor/kernel/mm.py

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https://github.com/shreyansh26/MLSys-Experiments/tree/main/decompose-k/kernels/decompose_k_triton_kernel.py

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https://github.com/shreyansh26/MLSys-Experiments/tree/main/decompose-k/custom_op_autotune_relu_dispatch.py

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https://github.com/shreyansh26/MLSys-Experiments/tree/main/decompose-k/kernels/decompose_k_triton_kernel_optimized.py

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https://github.com/shreyansh26/MLSys-Experiments/tree/main/decompose-k/bench_results

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https://github.com/shreyansh26/MLSys-Experiments/tree/main/decompose-k/bench_results_v2

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