NVIDIA Triton Inference Server serves AI models from TensorRT, TensorFlow, PyTorch, ONNX, OpenVINO, RAPIDS FIL, and custom Python/C++ backends behind a single HTTP and gRPC inference API. It supports concurrent model execution, dynamic and sequence batching, ensemble pipelines with Business Logic Scripting, and runs on NVIDIA GPUs as well as x86/ARM CPUs. Models are loaded from an S3-compatible bucket so you can update model versions without redeploying the server.
TensorRT, TensorFlow, PyTorch, ONNX, OpenVINO, RAPIDS FIL, and custom Python/C++ backends behind one inference API.
Combine inference requests in flight to maximize GPU throughput; per-model sequence batchers preserve order for stateful models.
Run multiple models (or multiple copies of the same model) on a single GPU; the scheduler arbitrates compute across requests.
Chain models and pre/post-processing steps into a single request with ensembles and Business Logic Scripting.
Load models from a Nebius Object Storage bucket; update model versions by uploading new files — no server redeploy required.
GPU utilization, server throughput, request latency, and queue depth metrics out of the box on port 8002.
Additional Nebius infrastructure costs may apply. Use the Nebius Pricing Page to estimate your infrastructure costs.
Deploy the NVIDIA Triton Inference Server in your Kubernetes cluster to serve models from TensorRT, TensorFlow, PyTorch, ONNX, OpenVINO, and other frameworks behind a unified HTTP/gRPC inference API.
Some applications are easier with a hand on the wheel. Talk to an architect who has deployed this in production.
Reliable AI infrastructure backed by top-tier NVIDIA GPUs, purpose-built for demanding inference workloads. Multiple deployment methods — virtual machines for full hardware control, Kubernetes for scalable cluster deployments, and managed serverless applications for teams that want inference running without infrastructure overhead
Learn about Nebius AI CloudNebius meets a broad set of security and compliance standards. Fine-grained IAM controls, audit logs, and encrypted storage are available out of the box — so teams can meet security requirements without additional tooling.
Explore the Trust centerApplication support
Provided by NVIDIA. See the documentation and project links above.
Infrastructure support
Provided by Nebius for the underlying cloud infrastructure.
