In addition to Muon, NVIDIA also supports many other optimizers for the research community to explore, including: The ultimate form of orthogonalized optimizer MOP (Momentum Orthogonalized by Polar decomposition) An advanced SOAP variant that updates eigen basis per step with eigen decomposition plus KL correction in REKLS
Advancing Emerging Optimizers for Accelerated LLM Training with NVIDIA Megatron | NVIDIA Technical Blog…However, in general, MIG does not offer the flexibility required to consistently achieve effective data localization, especially as interprocess communication overhead becomes more pronounced at higher power limits. MIG is only supported…
…The XANI project has been adopted by different communities, from quantum physics to materials chemistry, demonstrating the ability of CUDA Python and distributed computing to accelerate scientific discoveries. What are the challenges…
…The cuda.compute library supports custom types and operators defined directly in Python. Under the hood, it just-in-time (JIT) compiles specialized kernels and applies link-time optimization to deliver near…
…Communication Libraries Performance-optimized multi-GPU and multi-node communication primitives. NVSHMEM Based on the OpenSHMEM one-sided communication model, provides a partitioned global address space across GPU memories. NCCL Open source…
…18 MIN READ Mar 09, 2026 CUDA 13.2 Introduces Enhanced CUDA Tile Support and New Python Features CUDA 13.2 arrives with a major update: NVIDIA CUDA Tile is now supported…
…18 MIN READ Mar 09, 2026 CUDA 13.2 Introduces Enhanced CUDA Tile Support and New Python Features CUDA 13.2 arrives with a major update: NVIDIA CUDA Tile is now supported…
…Native support for function calling. Structured output : Built-in support for Pydantic models. Async operations : Full async/await support for concurrent processing. Enterprise reliability : Production-grade inference infrastructure. This example shows the…
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…Air Force as a cyberspace operations officer supporting intelligence community missions, including work through the National Security Agency’s computer network operations development program. View all posts by John Myers View all…
…The latest features of the open source NVIDIA TensorRT-LLM inference serving software and the NVIDIA Dynamo open source distributed inference serving framework were used to support the newly added and more…