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…cuTile.jl achieves near-identical performance to the Python implementation on supported NVIDIA hardware for most compute-intensive kernels, though some complex kernels still lag slightly as the compiler matures. AI-generated…
…They promote transparency and accountability so downstream users—customers, regulators, and affected communities—can make informed decisions when selecting and deploying AI. That audience extends beyond developers: Policymakers, procurement teams, and risk…
…If your environment supports the GPU Operator and DCGM, NVSentinel can monitor and act on GPU-level faults. Supported NVIDIA hardware includes all data center GPUs supported by DCGM, such as: NVIDIA…
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…Gradient updates Parameter synchronization Key features of NVbandwidth Comprehensive bandwidth testing NVbandwidth supports a wide range of bandwidth tests, including: Unidirectional tests: Host -> Device (H2D) Device -> Host (D2H) Device ↔ Device (D2D) Bidirectional…
…Investigating Hidden Bottlenecks for Multi-Node Workloads Learn how Nsight Systems can help users identify bottlenecks, investigate their causes, and support developers working at multi-GPU multi-node scales. Optimizing Communication with…
…VSS 2.4 supports native integration with Cosmos Reason. This support tightly couples the video ingestion process with the VLM to allow for efficient batching and speed ups not possible with REST…
…Nemotron Pre- and Post-Training Datasets NVIDIA provides over 10T tokens of multilingual reasoning, coding, and safety data to help the community build their custom models. Nemotron Personas Datasets Fully synthetic, privacy…
…GMS restore path with pluggable backends (GDS, UCX, etc), currently gated on pending CUDA driver patch TensorRT-LLM support Multi-GPU and multi-node support via quiesce/resume hooks for PyTorch, NCCL…
…Certificate retrieval, supported verification tooling, and example verification commands see the signing documentation. For example, you can verify a signed skill locally. To do so, follow these steps: Download the NVIDIA Agentic…