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implement expand #57

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Nov 28, 2023
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19 changes: 19 additions & 0 deletions src/expand.js
Original file line number Diff line number Diff line change
@@ -0,0 +1,19 @@
'use strict';

import {broadcast, getBroadcastShape} from './lib/broadcast.js';
import {Scalar} from '../src/lib/tensor.js';

/**
* Expand any dimension of size 1 of the input tensor to a
* larger size according to the new shape.
* @param {Tensor} input
* @param {Array} newShape
* @return {Tensor}
*/


export function expand(input, newShape) {
const inputReshape = input.shape.length === 0 ? new Scalar(input.data) : input;
const outputShape = getBroadcastShape(inputReshape.shape, newShape);
return broadcast(inputReshape, outputShape);
}
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124 changes: 124 additions & 0 deletions test/expand_test.js
Original file line number Diff line number Diff line change
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'use strict';

import {expand} from '../src/expand.js';
import {Tensor} from '../src/lib/tensor.js';
import * as utils from './utils.js';

describe('test expand', function() {
function testExpand(input, newShape, expected) {
const tensor = new Tensor(input.shape, input.data);
const outputTensor = expand(tensor, newShape);
utils.checkShape(outputTensor, expected.shape);
utils.checkValue(outputTensor, expected.data);
}

it('expand a 3D input with a 4D newShape to a 4D output.', function() {
const input = {
shape: [2, 1, 4],
data: [
1, 2, 3, 4, 5, 6, 7, 8,
],
};

const newShape = [5, 1, 3, 4];

const expected = {
shape: [5, 2, 3, 4],
data: [
1, 2, 3, 4, 1, 2, 3, 4, 1, 2, 3, 4,
5, 6, 7, 8, 5, 6, 7, 8, 5, 6, 7, 8,
1, 2, 3, 4, 1, 2, 3, 4, 1, 2, 3, 4,
5, 6, 7, 8, 5, 6, 7, 8, 5, 6, 7, 8,
1, 2, 3, 4, 1, 2, 3, 4, 1, 2, 3, 4,
5, 6, 7, 8, 5, 6, 7, 8, 5, 6, 7, 8,
1, 2, 3, 4, 1, 2, 3, 4, 1, 2, 3, 4,
5, 6, 7, 8, 5, 6, 7, 8, 5, 6, 7, 8,
1, 2, 3, 4, 1, 2, 3, 4, 1, 2, 3, 4,
5, 6, 7, 8, 5, 6, 7, 8, 5, 6, 7, 8,
],
};
testExpand(input, newShape, expected);
});

it('expand a 3D input with a 2D newShape to a 3D output', function() {
const input = {
shape: [2, 1, 4],
data: [
1, 2, 3, 4, 5, 6, 7, 8,
],
};

const newShape = [3, 1];

const expected = {
shape: [2, 3, 4],
data: [
1, 2, 3, 4, 1, 2, 3, 4, 1, 2, 3, 4,
5, 6, 7, 8, 5, 6, 7, 8, 5, 6, 7, 8,
],
};
testExpand(input, newShape, expected);
});

it('expand a 2D input with a 2D newShape to a 2D output', function() {
const input = {
shape: [3, 1],
data: [
1, 2, 3,
],
};

const newShape = [3, 4];

const expected = {
shape: [3, 4],
data: [
1, 1, 1, 1,
2, 2, 2, 2,
3, 3, 3, 3,
],
};
testExpand(input, newShape, expected);
});

it('expand a 0D input with a 2D newShape to a 2D output.', function() {
const input = {
shape: [],
data: [
6,
],
};

const newShape = [2, 3];

const expected = {
shape: [2, 3],
data: [
6, 6, 6,
6, 6, 6,
],
};
testExpand(input, newShape, expected);
});

it('expand a 2D input with a 0D newShape to a 2D output.', function() {
const input = {
shape: [2, 3],
data: [
1, 2, 3,
4, 5, 6,
],
};

const newShape = [];

const expected = {
shape: [2, 3],
data: [
1, 2, 3,
4, 5, 6,
],
};
testExpand(input, newShape, expected);
});
});