Triton Inference Server
NVIDIA's server for deploying models from several frameworks behind one API.
Overview
Triton serves models exported from TensorFlow, PyTorch, ONNX and others through a single HTTP and gRPC interface, with dynamic batching and multi-model scheduling. It solves the problem that a production system accumulates models from different frameworks and does not want a separate serving stack per framework. It exists as the layer that makes heterogeneous deployment uniform.
Technology Graph
How Triton Inference Server connects to the rest of the stack.
Applied to
- Deep Learning concept Algorithms Triton Inference Server used for Deep Learning High ✓ source
- Inference concept Infrastructure Triton Inference Server used for Inference High ✓ source
Tools
Software that implements or integrates with Triton Inference Server.