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dect/ect.py

Lines changed: 20 additions & 19 deletions
Original file line numberDiff line numberDiff line change
@@ -45,25 +45,26 @@ def compute_ect(
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other implemetations is most likely faster at the cost of less flexibility.
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Args:
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x:
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The point cloud of shape [BxN,D] where B is the number of point clouds,
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N is the number of points and D is the ambient dimension.
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simplices:
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Contains, as _ordered_ set of arguments, the index tensors for the
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simplicial complex in ascending order. See examples.
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v:
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The tensor of directions of shape [D,N], where D is the ambient
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dimension and N is the number of directions.
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radius:
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Radius of the interval to discretize the ECT into. (Is irrelevant for
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this experiment.)
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resolution:
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Number of steps to divide the lin interval into.
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scale:
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The multipicative factor for the sigmoid function.
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index:
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Tensor of integers batching the points in their respective batch.
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The index tensor is assumed to start at 0, otherwise fails.
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x:
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The point cloud of shape [BxN,D] where B is the number of point clouds,
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N is the number of points and D is the ambient dimension.
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simplices:
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Contains, as _ordered_ set of arguments, the index tensors for the
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simplicial complex in ascending order. See examples.
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v:
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The tensor of directions of shape [D,N], where D is the ambient
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dimension and N is the number of directions.
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radius:
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Radius of the interval to discretize the ECT into. (Is irrelevant for
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this experiment.)
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resolution:
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Number of steps to divide the lin interval into.
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scale:
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The multipicative factor for the sigmoid function.
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index:
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Tensor of integers batching the points in their respective batch.
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The index tensor is assumed to start at 0, otherwise fails.
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Returns:
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The ECT of the point cloud of shape [B,N,R] where B is the number of
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point clouds (thus ECT's), N is the number of direction and R is the

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