Use this open-source tool to correlate workload-scoped logs, metrics, and scheduler state into a reproducible diagnosis on your own cluster.
NVIDIA Attribution correlates workload-scoped logs, metrics, telemetry, and scheduler state to produce a structured diagnosis with outcome, root cause…
The system operates through two deployable components: the Attribution Service, which exposes a REST API for the core attribution engine…
As distributed AI training scales, failures across hardware and software dependencies increasingly disrupt training progress, making fast…
NVIDIA Recovery automates workload-level recovery across a cluster's training jobs around the clock, detecting interruptions through application logs, GPU metrics…
The service coordinates a four-stage recovery loop that detects anomalies, attributes failures, isolates implicated nodes…
Configuring and optimizing Kubernetes for new GPU hardware such as NVIDIA Vera Rubin is complex and error-prone. Drivers, kernels, runtimes…
NVIDIA AI Cluster Runtime (AICR) captures tuned configurations as reusable recipes, generates deployment bundles…
The Vera Rubin NVL72 recipe family encodes validated choices for host-managed R615.23 open-kernel-module driver, DRA driver v0.5.0 with ComputeDomains…
Physical AI developers working with world models face two distinct challenges: adapting models to their sensors, tasks, and data…
NVIDIA Cosmos provides world foundation models and development tools for physical AI, addressing sensor adaptation and reliable deployment challenges.
Cosmos Framework offers modular, open tools for training, reinforcement learning, optimization, and inference across models including Cosmos 3, NVIDIA Alpamayo…
NVIDIA DSX AI Factory Platform brings together technologies to help the ecosystem design, build, and operate more efficient AI factories…
NVIDIA Workload Map provides a common Kubernetes workload description that enables schedulers, controllers…
The project ships a catalog of prebuilt definitions for JobSet, PyTorchJob, RayCluster, RayJob, RayService, KServe, Knative, MPIJob, NVIDIA NIM, LeaderWorkerSet…
