How does PyTorch handle dynamic shapes in torch.compile?

torch.compile supports dynamic shapes via guards and recompilation.

Dynamo generates guards for input shapes. If shapes change beyond allowed constraints, graph recompilation occurs. This allows flexibility while still enabling optimization for repeated shapes.