How do I use TorchScript in my PyTorch projects?
TorchScript is a way to create serializable and optimizable models from PyTorch code. You can use it by converting your models using torch.jit.script
or torch.jit.trace
.
What's the difference between script and trace?
torch.jit.script
analyzes the code and converts it into TorchScript, allowing for dynamic control flow. torch.jit.trace
, on the other hand, records the operations that happen during a specific input's execution.
Can I use TorchScript with custom layers?
Yes, you can use TorchScript with custom layers, but you need to ensure that they are compatible with TorchScript by using @torch.jit.script
or implementing the forward
method correctly.
How do I save and load a TorchScript model?
You can save a TorchScript model using torch.jit.save(model, 'model.pt')
and load it with torch.jit.load('model.pt')
.
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