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MXFP8 GEMM: Up to 99% of cuBLAS performance using CUDA + PTX
I recently did a deep-dive on writing GEMM kernels with just CUDA + PTX for Ampere, Hopper, and Blackwell GPUs, culminating in a MXFP8 GEMM kernel which achieves up to 99% of cuBLAS (torch.
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Debugging deadlocks in warp-specialized GEMM kernels with CUDA-GDB
While writing warp specialized GEMMs for Blackwell with CUDA + PTX, I’ve noticed there are some great resources on efficient kernel designs for this architecture, but a lack of resources on debugging the often cryptic or even completely opaque CUDA errors…
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An illustrated deep-dive into how the compute and comms in TP+SP are overlapped using Async TP
In a previous post we did a deep-dive into Megatron-style tensor parallelism.
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An illustrated deep-dive into Megatron-style tensor parallelism
In this post, I attempt to provide a detailed walkthrough of Megatron-style tensor parallelism, with diagrams to help make the concepts and mathematics more digestible.