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Tensor shape checks inspired by einstein notation

Project description

eincheck

CI Documentation Status PyPI version

Tensor shape checks inspired by einstein notation

Overview

This library has three main functions:

  • check_shapes takes tuples of (Tensor, shape) and checks that all the Tensors match the shapes
check_shapes((x, "i 3"), (y, "i 3"))
  • check_func is a function decorator to check the input and output shapes of a function
@check_func("*i x, *i y -> *i (x + y)")
def concat(a, b):
    return np.concatenate([a, b], -1)
  • check_data is a class decorator to check the fields of a data class
@check_data(start="i 2", end="i 2")
class LineSegment2D(NamedTuple):
    start: torch.Tensor
    end: torch.Tensor

For more info, read the docs!

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