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<img src=https://img.shields.io/badge/Release-v2.6-brightgreen.svg >
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<img src=https://img.shields.io/badge/License-GPLv3.0-turquoise.svg >
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📚 **Modern CUDA Learn Notes with PyTorch** for Beginners: It includes **Tensor/CUDA Cores, TF32/F16/BF16/F8**, [📖200+ CUDA Kernels🔥🔥(Easy -> Hard++)](#cuda-kernel) with PyTorch bindings, [📖100+ LLM/VLM/CV/CUDA/CuTe🔥](#my-blogs-part-1) blogs, [📖toy-hgemm⚡️⚡️](./kernels/hgemm) which can achieve `98%~100%` performance of **cuBLAS**, and [📖flash-attention-mma⚡️⚡️](./kernels/flash-attn) using Tensor Cores with pure MMA PTX. Welcome to 🌟👆🏻star this repo to support me, many thanks ~ 🎉🎉

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