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Catching Tensor Shape Errors without Running Your Code

Talkat PyCon US 2023 · 2023-04-19..04-27· [machine-learning]
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Shows how to represent tensor shapes (e.g., H×W×B) as explicit Python type annotations called “shape types” and use a static type checker to detect shape mismatches without executing code. Covers IDE integration for viewing tensor shapes, gradual adoption in existing ML projects, support for broadcasting (NumPy, PyTorch, etc.), and the limitations of shape types.

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