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[Paddle-TRT] upgrade EnqueueV2 to EnqueueV3 by lizexu123 · Pull Request #60807 · PaddlePaddle/Paddle · GitHub
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[Paddle-TRT] upgrade EnqueueV2 to EnqueueV3 #60807
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你的PR提交成功，感谢你对开源项目的贡献! |
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手机坏了，暂时登陆不了Lizexu123的号。 |
yuanlehome
previously approved these changes
Jan 19, 2024
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LGTM
vivienfanghuagood
approved these changes
Jan 19, 2024
chenwhql
approved these changes
Jan 22, 2024
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LGTM for const_cast
yuanlehome
approved these changes
Jan 22, 2024
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LGTM
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Description
Pcard-71501
TensorRT执行器升级，enqueueV2升级enqueueV3
使用条件:TensorRT>8.5
在A10上测量了54个模型，与enqueueV2推理时间持平。Paddle-trt的执行器功能升级。
注意:以后TensorRT 8.5版本以后，Paddle-trt都使用enqueueV3接口推理，请注意不要使用setBindingDimension和setInputShapeBinding，请使用setInputShape和setTensorAddress替代。
测试模型，单测不要删除任何op，否则会导致core down。
enqueue: oldest api, support implicit batch, is deprecated.
enqueueV2: replacement of enqueue, support explict batch. is deprecated now.
enqueueV3: latest api, support data dependent shape, recommend to use now.
Please check TensorRT: nvinfer1::IExecutionContext Class Reference 153 for details.
TensorRT runtime time (inference)
execution tensor: Runtime: IExecutionContext->setInputShape + setTensorAddress
shape tensor: IExecutionContext->setTensorAdress
注意:两者使用的API是不同的，shape tensor的时候，只使用setTensorAddress，shape_tensor I/O的address需要的是cpu point