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mmclassification/docs/tutorials/pytorch2torchscript.md
AllentDan c2f01e0dcd
[Feature] Add torchscript deployment (#279) 
* add torchscript deploy

* fix lint

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2021-06-12 21:50:48 +08:00

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Tutorial 5: Pytorch to TorchScript (Experimental)

How to convert models from Pytorch to TorchScript

Usage

python tools/deployment/pytorch2torchscript.py \
    ${CONFIG_FILE} \
    --checkpoint ${CHECKPOINT_FILE} \
    --output-file ${OUTPUT_FILE} \
    --shape ${IMAGE_SHAPE} \
    --verify \

Description of all arguments:

  • config : The path of a model config file.
  • --checkpoint : The path of a model checkpoint file.
  • --output-file: The path of output TorchScript model. If not specified, it will be set to tmp.pt.
  • --shape: The height and width of input tensor to the model. If not specified, it will be set to 224 224.
  • --verify: Determines whether to verify the correctness of an exported model. If not specified, it will be set to False.

Example:

python tools/deployment/pytorch2onnx.py \
    configs/resnet/resnet18_b16x8_cifar10.py \
    --checkpoint checkpoints/resnet/resnet18_b16x8_cifar10.pth \
    --output-file checkpoints/resnet/resnet18_b16x8_cifar10.pt \
    --verify \

Notes:

  • All models above are tested with Pytorch==1.8.1

Reminders

  • If you meet any problem with the models in this repo, please create an issue and it would be taken care of soon.

FAQs

  • None