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Broadcast array shapes to a single shape.
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stdlib-js/ndarray-base-broadcast-shapes
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Broadcast array shapes to a single shape.
importbroadcastShapesfrom'https://cdn.jsdelivr.net/gh/stdlib-js/ndarray-base-broadcast-shapes@esm/index.mjs';
Broadcasts array shapes to a single shape.
varsh1=[8,1,6,1];varsh2=[7,1,5];varsh=broadcastShapes([sh1,sh2]);// returns [ 8, 7, 6, 5 ]
When operating on two arrays, the function compares their shapes element-wise, beginning with the trailing (i.e., rightmost) dimension. The following are examples of compatible shapes and their corresponding broadcasted shape:
A (4d array): 8 x 1 x 6 x 1B (3d array): 7 x 1 x 5---------------------------------Result (4d array): 8 x 7 x 6 x 5A (2d array): 5 x 4B (1d array): 1-------------------------Result (2d array): 5 x 4A (2d array): 5 x 4B (1d array): 4-------------------------Result (2d array): 5 x 4A (3d array): 15 x 3 x 5B (3d array): 15 x 1 x 5------------------------------Result (3d array): 15 x 3 x 5A (3d array): 15 x 3 x 5B (2d array): 3 x 5------------------------------Result (3d array): 15 x 3 x 5A (3d array): 15 x 3 x 5B (2d array): 3 x 1------------------------------Result (3d array): 15 x 3 x 5A (5d array): 8 x 1 x 1 x 6 x 1B (4d array): 1 x 7 x 1 x 5C (5d array): 8 x 4 x 1 x 6 x 5-------------------------------------Result (5d array): 8 x 4 x 7 x 6 x 5A (5d array): 8 x 1 x 1 x 6 x 1B (1d array): 0-------------------------------------Result (5d array): 8 x 1 x 1 x 6 x 0A (5d array): 8 x 0 x 1 x 6 x 1B (2d array): 6 x 5-------------------------------------Result (5d array): 8 x 0 x 1 x 6 x 5A (5d array): 8 x 1 x 1 x 6 x 1B (5d array): 8 x 0 x 1 x 6 x 1-------------------------------------Result (5d array): 8 x 0 x 1 x 6 x 1A (3d array): 3 x 2 x 1B (0d array):-----------------------------Result (3d array): 3 x 2 x 1A (0d array):B (3d array): 3 x 2 x 1-----------------------------Result (3d array): 3 x 2 x 1As demonstrated above, arrays are not required to have the same number of dimensions in order to be broadcast compatible. Array shapes with fewer dimensions are implicitly prepended with singleton dimensions (i.e., dimensions equal to
1). Accordingly, the following exampleA (2d array): 5 x 4B (1d array): 4-------------------------Result (2d array): 5 x 4is equivalent to
A (2d array): 5 x 4B (2d array): 1 x 4-------------------------Result (2d array): 5 x 4Similarly, a zero-dimensional array is expanded (by prepending singleton dimensions) from
A (3d array): 3 x 2 x 1B (0d array):-----------------------------Result (3d array): 3 x 2 x 1to
A (3d array): 3 x 2 x 1B (3d array): 1 x 1 x 1-----------------------------Result (3d array): 3 x 2 x 1Stated otherwise, every array has implicit leading dimensions of size
1. During broadcasting, a3 x 4matrix is the same as a3 x 4 x 1 x 1 x 1multidimensional array.Two respective dimensions in two shape arrays are compatible if
- the dimensions are equal.
- one dimension is
1.
The two aforementioned rules apply to empty arrays or arrays that have a dimension of size
0. For unequal dimensions, the size of the dimension which is not1determines the size of the output shape dimension.Accordingly, dimensions of size
0must be paired with a dimension of size0or1. In such cases, by the rules above, the size of the corresponding output shape dimension is0.The function returns
nullif provided incompatible shapes (i.e., shapes which cannot be broadcast with one another).varsh1=[3,2];varsh2=[2,3];varsh=broadcastShapes([sh1,sh2]);// returns null
The following are examples of array shapes which arenot compatible and donot broadcast:
A (1d array): 3B (1d array): 4 # dimension does not matchA (2d array): 2 x 1B (3d array): 8 x 4 x 3 # second dimension does not matchA (3d array): 15 x 3 x 5B (2d array): 15 x 3 # singleton dimensions can only be prepended, not appendedA (5d array): 8 x 8 x 1 x 6 x 1B (5d array): 8 x 0 x 1 x 6 x 1 # second dimension does not match
<!DOCTYPE html><htmllang="en"><body><scripttype="module">importlpadfrom'https://cdn.jsdelivr.net/gh/stdlib-js/string-left-pad@esm/index.mjs';importbroadcastShapesfrom'https://cdn.jsdelivr.net/gh/stdlib-js/ndarray-base-broadcast-shapes@esm/index.mjs';varshapes;varout;varsh;vari;varj;functionshape2string(shape){returnlpad(shape.join(' x '),20,' ');}shapes=[[[1,2],[2]],[[1,1],[3,4]],[[6,7],[5,6,1],[7],[5,1,7]],[[1,3],[3,1]],[[1],[3]],[[2],[3,2]],[[2,3],[2,3],[2,3],[2,3]],[[1,2],[1,2]]];for(i=0;i<shapes.length;i++){sh=shapes[i];for(j=0;j<sh.length;j++){console.log(shape2string(sh[j]));}console.log(lpad('',20,'-'));out=broadcastShapes(sh);console.log(shape2string(out)+'\n');}</script></body></html>
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