Exporting an ONNX Model from PyTorch

PyTorch provides a straightforward way to export models to the ONNX format. Follow these steps:

  1. Ensure that you have PyTorch installed. You can install it using pip:

    1
    pip install torch
  2. Import the necessary libraries in your Python script:

    1
    2
    import torch
    import torchvision
  3. Load your PyTorch model:

    1
    model = torchvision.models.resnet18(pretrained=True)
  4. Export the model to ONNX:

    1
    torch.onnx.export(model, torch.randn(1, 3, 224, 224), "path/to/exported_model.onnx", export_params=True)

    Make sure to replace “path/to/exported_model.onnx” with the desired path to save the ONNX file.

Author

Himanshu Upreti

Posted on

2023-08-06

Updated on

2023-08-20

Licensed under

Comments