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TensorRT 模型推理优化实现
2022-06-28 01:13:00 【智源社区】
1 网络模型存储格式转换
2 TensorRT 优化模型结构
使用 TensorRT 推理框架部署网络模型的过程中,必须要首先使用 TensorRT推理优化器对 ONNX 模型结构优化处理并生成 TensorRT 运行时引擎之后,才能对网络模型输入数据,然后执行推理操作获取最终的输出结果。但是,TensorRT推理优化器优化网络模型结构的过程非常耗时,所以,在实际的应用过程中都是先单独生成 TensorRT 推理引擎,然后再序列化为二进制文件保存在本地。应用时,只需要反序列化保存在本地的二进制文件,就可以快速地生成推理引擎,节约了大量的时间。
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