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⇱ NVIDIA CUDA 13.3 Rolls Out CUDA Python 1.0, CUDA Tile For C++ - Phoronix


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NVIDIA CUDA 13.3 Rolls Out CUDA Python 1.0, CUDA Tile For C++

Written by Michael Larabel in NVIDIA on 27 May 2026 at 04:22 PM EDT. 1 Comment
NVIDIA on Tuesday released CUDA 13.3 as another significant advancement for their unified GPU programming stack for NVIDIA hardware.

For those wanting to tap the power of CUDA from the Python programming language, CUDA 13.3 marks the CUDA Python 1.0 milestone as a stable, supported means of being able to leverage CUDA in Python apps for AI, data science, scientific computing, and related uses.

For C++ fans, CUDA 13.3 brings CUDA Tile for C++ in bringing the CUDA Tile programming model to the C++ world.

In addition to these programming enhancements, CUDA 13.3 also introduces the CompileIQ compiler auto-tuning framework that can provide up to 15% speed-ups on kernels like GEMM and attention.

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CUDA 13.3 also brings a Numba CUDA MLIR back-end , various math library updates, C++23 support in the NVCC and NVRTC code, mmap() support, and other improvements.

More details on this CUDA 13.3 feature update via the NVIDIA Developer Blog.

Michael Larabel is the principal author of Phoronix.com and founded the site in 2004 with a focus on enriching the Linux hardware experience. Michael has written more than 20,000 articles covering the state of Linux hardware support, Linux performance, graphics drivers, and other topics. Michael is also the lead developer of the Phoronix Test Suite, Phoromatic, and OpenBenchmarking.org automated benchmarking software. He can be followed via Twitter, LinkedIn, or contacted via MichaelLarabel.com.