Slice¶

Slice  // Produces a sub-tensor of its input.

Description¶

Takes a slice of an input tensor, i.e., the sub-tensor that resides within a bounding box, optionally with a stride.

Inputs¶

Name	Element Type	Shape
arg	Any	\(D=D_1, D_2, \ldots, D_n\).

Attributes¶

Name	Description
lower_bounds	The (inclusive) lower-bound coordinates \(L=L_1, L_2, \ldots, L_n.\)
upper_bounds	The (exclusive) upper-bound coordinates \(U=U_1, U_2, \ldots, U_n.\)
strides	The strides \(S=S_1, S_2, \ldots, S_n\) for the slices. Defaults to 1s.

Outputs¶

Name	Element Type	Shape
`output`	Same as arg	\(D'_i=\lceil\frac{U_i-L_i}{S_i}\rceil\).

Mathematical Definition¶

\[\mathtt{output}_I = \mathtt{arg}_{L+I*S}\]

where \(I=I_1, I_2, \ldots, I_n\) is a coordinate of the output.

C++ Interface¶

class Slice : public ngraph::op::Op¶

Takes a slice of an input tensor, i.e., the sub-tensor that resides within a bounding box, optionally with stride.

Public Functions

Slice(const std::shared_ptr<Node> &arg, const Coordinate &lower_bounds, const Coordinate &upper_bounds, const Strides &strides)¶

Constructs a tensor slice operation.

Parameters

arg: The tensor to be sliced.
lower_bounds: The axiswise lower bounds of the slice (inclusive).
upper_bounds: The axiswise upper bounds of the slice (exclusive).
strides: The slicing strides; for example, strides of `{n,m}` means to take every nth row and every mth column of the input matrix.

Slice(const std::shared_ptr<Node> &arg, const Coordinate &lower_bounds, const Coordinate &upper_bounds)¶

Constructs a tensor slice operation with unit strides; i.e., every element inside the bounding box will be copied to the output slice.

Parameters

arg: The tensor to be sliced.
lower_bounds: The axiswise lower bounds of the slice (inclusive).
upper_bounds: The axiswise upper bounds of the slice (exclusive).

const Coordinate &get_lower_bounds() const¶

Return: The inclusive lower-bound coordinates.

const Coordinate &get_upper_bounds() const¶

Return: The exclusive upper-bound coordinates.

const Strides &get_strides() const¶

Return: The slicing strides.