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NVIDIA TensorRT vs ONNX Runtime

ONNX Runtime

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What both publish

FactNVIDIA TensorRTONNX Runtime
PurposeTensorRT is an ecosystem of inference compilers, runtimes, and model optimization tools for high-performance deep learning inference.ONNX Runtime is a production-grade engine for accelerating machine-learning training and inference in existing technology stacks.
Security guidanceNVIDIA recommends deserializing only engines built by the user or received through a trusted, authenticated channel.The documentation warns that models from untrusted sources may consume excessive memory or compute resources and recommends inspection and safe testing.

NVIDIA TensorRT plans

  • TensorRTFree
  • NVIDIA AI EnterprisePriced on request

ONNX Runtime plans

  • Open sourceFree

Pick NVIDIA TensorRT if…

TensorRT suits developers optimizing inference on supported NVIDIA hardware, including teams working with ONNX, PyTorch, Hugging Face, or TensorRT-LLM. Users should be prepared to manage platform-specific engines and handle engine files as trusted code.

Pick ONNX Runtime if…

ONNX Runtime suits developers deploying machine-learning models across varied devices and hardware accelerators. It may also suit teams seeking local training or browser and mobile inference.

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