…Whether you want to slash training times or optimize hardware utilization, these kernels are available today in the NVIDIA cuDNN Frontend and can be seamlessly accessed through NVIDIA Transformer Engine and NVIDIA…
…Achieve the Lowest Total Cost of Ownership With NVIDIA GPUs Increase stream density, maximize performance, and minimize TCO by deploying AI models with DeepStream on NVIDIA hardware. Multiple Programming Options Create powerful…
…Inside a single checkpoint Hardware interruptions at 1000+ GPU scale aren’t rare. Meta reported 419 unexpected interruptions across 54 days of Llama 3 training on 16,384 NVIDIA H100 GPUs (~one…
…Splitting optimization into a hardware-agnostic "ahead-of-time" (AOT) phase and a hardware-specific "just-in-time" (JIT) phase in order to improve user experience. Completes end-2-end engine compilation…
…The result is SWEBench Verified scores between 65% and 70.4% across Pi, OpenHands, Hermes, OpenCode, and Mini SWE Agent—consistent performance regardless of which framework you deploy. Finetune for your domain…
…Rigorous validation frameworks, such as the NVIDIA BESS Self-Qualification Guidelines, are emerging to ensure that BESS solutions support AI-specific requirements, including load buffering, ride-through, telemetry, and operational flexibility, while…
…Verifying the hardware through cryptographic evidence before releasing sensitive model decryption keys or secrets to the guest. This requires a remote attestation framework, which should include a KBS. Confidential workload lifecycle: Facilitating…
…This framework allows developers to easily implement a single integration and enable multiple super resolution technologies and other graphics effects supported by different hardware vendors. For additional help, refer to the FAQ…
…Compatibility updates between Unreal Engine 5 Substrate material framework and NvRTX rendering paths NvAPI fixes: Resolved issues in the NvAPI integration that exposes NVIDIA driver-level features to Unreal Engine Code-base…
…the same hardware continues to deliver more value with every software release. This post introduces new JetPack 7.2 release features and capabilities, which also include: NVIDIA Multi-Instance GPU (MIG) support…