…Developer tooling is expanded with NVIDIA Nsight Python for integrated kernel profiling in Python, initial support for Numba-CUDA kernel debugging, new features in Nsight Compute (report clustering, register dependency visualization), Nsight…
…Hybrid Mamba-Transformer backbone integrating Mamba layers for sequence efficiency with Transformer layers for precision reasoning, delivering higher throughput with 4x improved memory and compute efficiency. Native NVFP4 pretraining optimized for NVIDIA…
…NeMo Automodel ( H100 Recipe , GB200 Recipe) Full SFT: NeMo Megatron Bridge Recipes Reinforcement Learning: NeMo RL GRPO recipe , GRPO LoRA recipe , MOPD recipe Deployment Deploy Nemotron Ultra using Dynamo Recipes , for KV…
…Agentic RAG goes a step further by leveraging autonomous systems integrated with LLMs and retrieval mechanisms. This allows these systems to make decisions, adapt to changing requirements, and perform complex reasoning tasks…
…Requirements Operating System Windows, Linux and Mac OS Development Environment C++ Compiler MDL SDK 2025.0.5 The MDL SDK API is a comprehensive C++ API for integration and customization tasks, which…
…It integrates AlpaSim and Cosmos RL as its runtime and orchestration layer, GRPO as a default algorithm, and includes reference reward functions tested with Alpamayo models and the Physical AI AV NuRec…
…Introduction Large language models (LLMs) have become an integral and universal part of the modern software industry, functioning akin to an “operating system” base layer upon which many applications are built. These…
…The Nsight Tools JupyterLab Extension integrates Nsight Compute's CUDA kernel profiling functionality in JupyterLab. Download Nsight Tools JupyterLab Extension (PyPI) Nsight Compute is also available as part of the CUDA Toolkit…
…NIXL features a modular architecture with conductor and agent processes, memory registration, unified transfer descriptors, and pluggable backend plugins, and it is already integrated with major inference frameworks including NVIDIA Dynamo, NVIDIA…
…How to depth prune the model to create a student The initial approach involves trimming the Qwen3 8B model from 36 to 24 layers (about 6B parameters) by automatically selecting the best…