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CUDA-L2: Surpassing cuBLAS Performance for Matrix Multiplication Through RL

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Fp8 runs ~100 tflops faster when the kernel name has "cutlass" in it

A Gentle Introduction to CUDA PTX

speed optimizations for Qwen Next on CUDA have been merged into llama.cpp

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Optimizing Token Generation in llama.cpp's CUDA Backend

Qwen3-Next 80B-A3B llama.cpp implementation with CUDA support half-working already (up to 40k context only), also Instruct GGUFs

GPU 101 and Triton kernels

Fp8 runs ~100 tflops faster when the kernel name has "cutlass" in it

Fast CUDA DFloat11 decoding kernel

Single-File Qwen3 Inference in Pure CUDA C

[P] Sub-millisecond GPU Task Queue: Optimized CUDA Kernels for Small-Batch ML Inference on GTX 1650.

NVIDIA

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cutlass

CUDA Templates and Python DSLs for High-Performance Linear Algebra

NVIDIA

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cuda-samples

Samples for CUDA Developers which demonstrates features in CUDA Toolkit

NVIDIA

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cuda-python

CUDA Python: Performance meets Productivity