[WIP]6577-Support-torch-trt-dynamo#6578
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Signed-off-by: binliu <binliu@nvidia.com>
Signed-off-by: binliu <binliu@nvidia.com>
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After discussing with the Torch-TensorRT team, currently there is not a way to serialize/export/save a dynamo model. So if we want to support the dynamo model, the best method as I know is to convert the model at the beginning of the inference. Since the conversion may take some overhead, the total inference latency may not necessary be optimized with this way. |
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Fixes #6577 .
Description
PyTorch introduced the dynamo as a part to compile PyTorch models to different backends. And it also works for the Torch-TensorRT compiler and the Torch-TensorRT team is working on supporting it. Therefore, it would be better to have MONAI
trt_exportAPI also support this feature.Currently the
trt_exportAPI only supports exporting models via torchscript models. Therefore ause_torchscriptparameter will be added in this PR to the trt_export API to choose whether to use the torchscript as IR. Because the dynamo mode only supports to directly export models from pytorch models instead of the torchscript models.Types of changes
./runtests.sh -f -u --net --coverage../runtests.sh --quick --unittests --disttests.make htmlcommand in thedocs/folder.