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NVIDIA TensorRT

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Inference pipeline with NVIDIA TensorRT

NVIDIA TensorRT? ?? ???????

TensorRT speeds up inference by 36X

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NVIDIA TensorRT ?? ??????? CPU ?? ????? ?? ??? ?? 36? ? ??? ??? ?? ?? ??????? ??? ??? ??? ?????, ??? ??? ?? ???? ????, ?????? ??? ??, ???? ??? ?? ??? ?? ???? ??? ??? ? ????.

TensorRT helps to optimize inference performance

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NVIDIA CUDA? ?? ????? ??? ???? ?? TensorRT? ???? NVIDIA AI, ????? ??, ??? ??? ? ????? ?????? ?? ? ? ??? ??? ??? ???? ? ????. ?? NVIDIA Hopper? ? NVIDIA Ampere Architecture GPU?? ?? Tensor Core? ??? ??? ??? ?????.

TensorRT helps to accelerate every workload

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TensorRT? ??? ????, ??, ?? ??, ??? ?? ?? ? ?? ?? ??????? ??? ? ??? ??? ?? ??? ?? ? ??? ? FP16 ???? ???? INT8? ?????. ??? ???? ???? ?? ??? ?? ?????, ?? ??? ???? ????? ? ???? ??????? ??? ?????. .

TensorRT-optimized models can be deployed, run, and scaled with NVIDIA Triton

Triton? ?? ??, ?? ? ??

??? ? ??? TensorRT? ???? ?? ?? ?? ?? ?? ?????? NVIDIA Triton?? ??? TensorRT? ???? ??? ??, ?? ? ??? ? ????. Triton? ???? ?? ??? ?? ?? ??? ??? ?? ???, ???? ???/??? ?? ?? ??? ???? ???? ?? ? ??? ??? ????.

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MLPerf Inference? ?? ?? ?? ?????? NVIDIA? ?? ?? ???? ??? ?? ?? TensorRT ?????. ?? ??? ??, ?? ?? ??, ??? ??(BERT), ??? ?? ?? ? ?? ????? ??? ??? ?? ??? ?? ?? ????? ?????.

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05X10X15X20X25X21X1xRelative PerformanceNVIDIA A100Intel Ice Lake

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05X10X15X20X25X30X35X40X36X1XRelative PerformanceNVIDIA A100Intel Ice Lake

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05X10X15X12X1XRelative PerformanceNVIDIA A100Intel Ice Lake

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TensorRT? PyTorch ? TensorFlow? ???? ??? ? ? ?? ????? ?? ??? 6? ?? ? ????. ?? ?? ??? ??????? ? ?? ??? ?? ?? ???? TensorRT C++ API? ??? ??? ???? ??? ? ????. TensorRT ???? ??? ??? ?????.

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PyTorch

?? ? ?? ??? Torch-TensorRT ?? ??? ??? PyTorch ??? ??? ? ????. ??? PyTorch ???? TensorRT ???? ??? ?? ??? 6? ?? ? ????.

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TensorFlow

TensorRT? TensorFlow? ???? ???? ?? ??? ?? ? ?? ?? ??? 6? ??? ? TensorRT? ??? ???? TensorFlow? ???? ??? ?? ? ????.

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ONNX

TensorRT? ONNX ??? ???? ??? ?? ?? ??????? TensorRT? ONNX ??? ??? ??? ? ????. ONNX Runtime?? ???? ??? ONNX ???? ??? ??? ??? ??? ? ????.

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Matlab

MATLAB? GPU Coder? ?? TensorRT? ???? ??? NVIDIA Jetson?, NVIDIA DRIVE? ? ??? ?? ???? ?? ??? ?? ??? ???? ??? ? ????.

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TensorRT? ??????? ????? ?? ??? ??? ???? ??? ? ??? ???? ??? ? ???, NVIDIA TAO, NVIDIA DRIVE?, NVIDIA Clara?, NVIDIA Jetpack?? ?? ?? NVIDIA ???? ?????.

?? NVIDIA DeepStream, NVIDIA Riva, NVIDIA Merlin?, NVIDIA Maxine?, NVIDIA Modulus, NVIDIA Morpheus, Broadcast Engine? ?? ??????? SDK?? ?? ?? ???? ???? ??? ??? ??? ??? ?? AI ??, ?? ???, ?? ??, AI ?? ??? ?? ? ???? ?? ???? ? ??? ?? ??? ?????.

NVIDIA TensorRT accelerates every inference platform.

Triton ????? ???? ?? ?? ????, ?? ?? ?? ?? ?? ??? ?????.

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amazon logo

Amazon? ?? ??? 5? ?? ?? ???? ??? ??? ??????.

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american express logo

American Express? ??? ?? ??? ?? ?? ??? 50? ?? ??? ???? ?? ?? ??? ?? ??? ?????.

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Learn how NVIDIA TensorRT supports Zoox.
zoox logo

???? ????? Zoox? ????? ??? ?? ??? ??? TensorRT? ??? ?? ??? ??? 19? ?? ??? ??????.

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NVIDIA TensorRT is widely adopted by top companies across industries

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???? TensorRT ??? ??

TensorRT ???? ??? PyTorch ??? GPU? ???? ??? ?????.

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GTC?? TensorRT ???? ?? ????

GTC 2022? ??? ??? ???? TensorRT? ??? ??? ?? ??? ?????.

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? ??? ??? ? API ?? ????? NVIDIA TensorRT? ???? ??? ?????.

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?????? ?? ???? ??????? NVIDIA AI ????? ????? TensorRT? ?? NVIDIA ??? ?? ???? ?????.