/** * @license * Copyright 2020 Google LLC. All Rights Reserved. * Licensed under the Apache License, Version 2.0 (the "License"); * you may not use this file except in compliance with the License. * You may obtain a copy of the License at * * http://www.apache.org/licenses/LICENSE-2.0 * * Unless required by applicable law or agreed to in writing, software * distributed under the License is distributed on an "AS IS" BASIS, * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. * See the License for the specific language governing permissions and * limitations under the License. * ============================================================================= */ import * as tf from '../index'; import { ALL_ENVS, describeWithFlags } from '../jasmine_util'; import { expectArraysClose, expectArraysEqual } from '../test_util'; describeWithFlags('prod', ALL_ENVS, () => { it('basic', async () => { const a = tf.tensor2d([1, 2, 3, 0, 0, 1], [3, 2]); const result = tf.prod(a); expectArraysClose(await result.data(), 0); }); it('propagates NaNs', async () => { const a = tf.tensor2d([1, 2, 3, NaN, 0, 1], [3, 2]); expectArraysEqual(await tf.prod(a).data(), NaN); }); it('prod over dtype int32', async () => { const a = tf.tensor1d([1, 5, 7, 3], 'int32'); const prod = tf.prod(a); expectArraysEqual(await prod.data(), 105); }); it('prod over dtype bool', async () => { const a = tf.tensor1d([true, false, false, true, true], 'bool'); const prod = tf.prod(a); expectArraysEqual(await prod.data(), 0); }); it('prods all values in 2D array with keep dim', async () => { const a = tf.tensor2d([1, 2, 3, 1, 0, 1], [3, 2]); const res = tf.prod(a, null, true /* keepDims */); expect(res.shape).toEqual([1, 1]); expectArraysClose(await res.data(), 0); }); it('prods across axis=0 in 2D array', async () => { const a = tf.tensor2d([1, 2, 3, 1, 0, 1], [3, 2]); const res = tf.prod(a, [0]); expect(res.shape).toEqual([2]); expectArraysClose(await res.data(), [0, 2]); }); it('prods across axis=0 in 2D array, keepDims', async () => { const a = tf.tensor2d([1, 2, 3, 1, 0, 1], [3, 2]); const res = tf.prod(a, [0], true /* keepDims */); expect(res.shape).toEqual([1, 2]); expectArraysClose(await res.data(), [0, 2]); }); it('prods across axis=1 in 2D array', async () => { const a = tf.tensor2d([1, 2, 3, 1, 1, 1], [3, 2]); const res = tf.prod(a, [1]); expect(res.shape).toEqual([3]); expectArraysClose(await res.data(), [2, 3, 1]); }); it('2D, axis=1 provided as number', async () => { const a = tf.tensor2d([1, 2, 3, 1, 1, 1], [2, 3]); const res = tf.prod(a, 1); expect(res.shape).toEqual([2]); expectArraysClose(await res.data(), [6, 1]); }); it('2D, axis = -1 provided as number', async () => { const a = tf.tensor2d([1, 2, 3, 1, 1, 1], [2, 3]); const res = tf.prod(a, -1); expect(res.shape).toEqual([2]); expectArraysClose(await res.data(), [6, 1]); }); it('prods across axis=0,1 in 2D array', async () => { const a = tf.tensor2d([1, 2, 3, 1, 1, 1], [3, 2]); const res = tf.prod(a, [0, 1]); expect(res.shape).toEqual([]); expectArraysClose(await res.data(), [6]); }); it('2D, axis=[-1,-2] in 2D array', async () => { const a = tf.tensor2d([1, 2, 3, 1, 1, 1], [3, 2]); const res = tf.prod(a, [-1, -2]); expect(res.shape).toEqual([]); expectArraysClose(await res.data(), [6]); }); // Illustrative example from the C++ implementation for comparison. See: // https://github.com/tensorflow/tensorflow/blob/5dee95f8bafe3f342693d2135da451283b1fbaec/tensorflow/cc/gradients/math_grad.cc it('gradients: prod(multi-dimensional tensor with zeros)', async () => { const a = tf.tensor([ [[3.0, 4.0], [5.0, 6.0], [7.0, 8.0]], [[3.0, 5.0], [0.0, 6.0], [5.0, 6.0]] ]); const dy = tf.tensor([[10, 10], [10, 10]]); const gradients = tf.grad(a => a.prod(1))(a, dy); expect(gradients.shape).toEqual(a.shape); expect(gradients.dtype).toEqual('float32'); expectArraysClose(await gradients.array(), [ [ [5 * 7 * 10, 6 * 8 * 10], [3 * 7 * 10, 4 * 8 * 10], [3 * 5 * 10, 4 * 6 * 10] ], [ [0 * 5 * 10, 6 * 6 * 10], [3 * 5 * 10, 5 * 6 * 10], [3 * 0 * 10, 5 * 6 * 10] ] ]); }); it('gradients: prod(reduce on 2 axes)', async () => { const a = tf.tensor([ [[3.0, 4.0], [5.0, 6.0], [7.0, 8.0]], [[3.0, 5.0], [0.0, 6.0], [5.0, 6.0]] ]); const dy = tf.tensor([2, 2]); const gradients = tf.grad(a => a.prod([0, 1]))(a, dy); expect(gradients.shape).toEqual(a.shape); expect(gradients.dtype).toEqual('float32'); expectArraysClose(await gradients.array(), [ [ // (axis 0 values) * (axis 1 values) * (dy) [3 * 0 * 5 * (5 * 7) * 2, 5 * 6 * 6 * (6 * 8) * 2], [3 * 0 * 5 * (3 * 7) * 2, 5 * 6 * 6 * (4 * 8) * 2], [3 * 0 * 5 * (3 * 5) * 2, 5 * 6 * 6 * (4 * 6) * 2] ], [ [3 * 5 * 7 * (0 * 5) * 2, 4 * 6 * 8 * (6 * 6) * 2], [3 * 5 * 7 * (3 * 5) * 2, 4 * 6 * 8 * (5 * 6) * 2], [3 * 5 * 7 * (3 * 0) * 2, 4 * 6 * 8 * (5 * 6) * 2] ] ]); }); it('gradients: prod(tensor with zeros)', async () => { const a = tf.tensor2d([[1, 2, 0], [1, 2, 3]], [2, 3]); const dy = tf.tensor([12, 12]); const gradients = tf.grad(a => a.prod(1))(a, dy); expect(gradients.shape).toEqual(a.shape); expect(gradients.dtype).toEqual('float32'); expectArraysClose(await gradients.array(), [[0, 0, 1 * 2 * 12], [6 * 12, 3 * 12, 2 * 12]]); }); it('gradients: prod(2d) with gradient broadcasting', async () => { const a = tf.tensor2d([[1, 2], [3, 4]], [2, 2]); const dy = tf.scalar(24); const gradients = tf.grad(a => a.prod())(a, dy); expect(gradients.shape).toEqual(a.shape); expect(gradients.dtype).toEqual('float32'); expectArraysClose(await gradients.array(), [[2 * 3 * 4 * 24, 3 * 4 * 24], [4 * 2 * 24, 3 * 2 * 24]]); }); it('gradients: prod(2d, axis=0) and varied gradient values', async () => { const a = tf.tensor2d([[1, 2], [3, 1], [1, 4]], [3, 2]); const dy = tf.tensor1d([3, 8]); const axis = 0; const gradients = tf.grad(a => a.prod(axis))(a, dy); expect(gradients.shape).toEqual(a.shape); expect(gradients.dtype).toEqual('float32'); expectArraysClose(await gradients.array(), [[3 * 3, 4 * 8], [1 * 3, 8 * 8], [3 * 3, 2 * 8]]); }); it('gradients: prod(2d, axis=1)', async () => { const a = tf.tensor2d([[1, 2], [3, 1], [1, 4]], [3, 2]); const dy = tf.tensor1d([4, 3, 4]); const axis = 1; const gradients = tf.grad(a => a.prod(axis))(a, dy); expect(gradients.shape).toEqual(a.shape); expect(gradients.dtype).toEqual('float32'); expectArraysClose(await gradients.array(), [[2 * 4, 1 * 4], [1 * 3, 3 * 3], [4 * 4, 1 * 4]]); }); it('throws when passed a non-tensor', () => { expect(() => tf.prod({})) .toThrowError(/Argument 'x' passed to 'prod' must be a Tensor/); }); it('accepts a tensor-like object', async () => { const result = tf.prod([[1, 2], [3, 1], [1, 1]]); expectArraysClose(await result.data(), 6); }); it('throws error for string tensor', () => { expect(() => tf.prod(['a'])) .toThrowError(/Argument 'x' passed to 'prod' must be numeric tensor/); }); }); //# 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* @license\n * Copyright 2020 Google LLC. All Rights Reserved.\n * Licensed under the Apache License, Version 2.0 (the \"License\");\n * you may not use this file except in compliance with the License.\n * You may obtain a copy of the License at\n *\n * http://www.apache.org/licenses/LICENSE-2.0\n *\n * Unless required by applicable law or agreed to in writing, software\n * distributed under the License is distributed on an \"AS IS\" BASIS,\n * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.\n * See the License for the specific language governing permissions and\n * limitations under the License.\n * =============================================================================\n */\n\nimport * as tf from '../index';\nimport {ALL_ENVS, describeWithFlags} from '../jasmine_util';\nimport {expectArraysClose, expectArraysEqual} from '../test_util';\n\ndescribeWithFlags('prod', ALL_ENVS, () => {\n  it('basic', async () => {\n    const a = tf.tensor2d([1, 2, 3, 0, 0, 1], [3, 2]);\n    const result = tf.prod(a);\n    expectArraysClose(await result.data(), 0);\n  });\n\n  it('propagates NaNs', async () => {\n    const a = tf.tensor2d([1, 2, 3, NaN, 0, 1], [3, 2]);\n    expectArraysEqual(await tf.prod(a).data(), NaN);\n  });\n\n  it('prod over dtype int32', async () => {\n    const a = tf.tensor1d([1, 5, 7, 3], 'int32');\n    const prod = tf.prod(a);\n    expectArraysEqual(await prod.data(), 105);\n  });\n\n  it('prod over dtype bool', async () => {\n    const a = tf.tensor1d([true, false, false, true, true], 'bool');\n    const prod = tf.prod(a);\n    expectArraysEqual(await prod.data(), 0);\n  });\n\n  it('prods all values in 2D array with keep dim', async () => {\n    const a = tf.tensor2d([1, 2, 3, 1, 0, 1], [3, 2]);\n    const res = tf.prod(a, null, true /* keepDims */);\n\n    expect(res.shape).toEqual([1, 1]);\n    expectArraysClose(await res.data(), 0);\n  });\n\n  it('prods across axis=0 in 2D array', async () => {\n    const a = tf.tensor2d([1, 2, 3, 1, 0, 1], [3, 2]);\n    const res = tf.prod(a, [0]);\n\n    expect(res.shape).toEqual([2]);\n    expectArraysClose(await res.data(), [0, 2]);\n  });\n\n  it('prods across axis=0 in 2D array, keepDims', async () => {\n    const a = tf.tensor2d([1, 2, 3, 1, 0, 1], [3, 2]);\n    const res = tf.prod(a, [0], true /* keepDims */);\n\n    expect(res.shape).toEqual([1, 2]);\n    expectArraysClose(await res.data(), [0, 2]);\n  });\n\n  it('prods across axis=1 in 2D array', async () => {\n    const a = tf.tensor2d([1, 2, 3, 1, 1, 1], [3, 2]);\n    const res = tf.prod(a, [1]);\n\n    expect(res.shape).toEqual([3]);\n    expectArraysClose(await res.data(), [2, 3, 1]);\n  });\n\n  it('2D, axis=1 provided as number', async () => {\n    const a = tf.tensor2d([1, 2, 3, 1, 1, 1], [2, 3]);\n    const res = tf.prod(a, 1);\n\n    expect(res.shape).toEqual([2]);\n    expectArraysClose(await res.data(), [6, 1]);\n  });\n\n  it('2D, axis = -1 provided as number', async () => {\n    const a = tf.tensor2d([1, 2, 3, 1, 1, 1], [2, 3]);\n    const res = tf.prod(a, -1);\n\n    expect(res.shape).toEqual([2]);\n    expectArraysClose(await res.data(), [6, 1]);\n  });\n\n  it('prods across axis=0,1 in 2D array', async () => {\n    const a = tf.tensor2d([1, 2, 3, 1, 1, 1], [3, 2]);\n    const res = tf.prod(a, [0, 1]);\n\n    expect(res.shape).toEqual([]);\n    expectArraysClose(await res.data(), [6]);\n  });\n\n  it('2D, axis=[-1,-2] in 2D array', async () => {\n    const a = tf.tensor2d([1, 2, 3, 1, 1, 1], [3, 2]);\n    const res = tf.prod(a, [-1, -2]);\n\n    expect(res.shape).toEqual([]);\n    expectArraysClose(await res.data(), [6]);\n  });\n\n  // Illustrative example from the C++ implementation for comparison. See:\n  // https://github.com/tensorflow/tensorflow/blob/5dee95f8bafe3f342693d2135da451283b1fbaec/tensorflow/cc/gradients/math_grad.cc\n  it('gradients: prod(multi-dimensional tensor with zeros)', async () => {\n    const a = tf.tensor([\n      [[3.0, 4.0], [5.0, 6.0], [7.0, 8.0]], [[3.0, 5.0], [0.0, 6.0], [5.0, 6.0]]\n    ]);\n    const dy = tf.tensor([[10, 10], [10, 10]]);\n\n    const gradients = tf.grad(a => a.prod(1))(a, dy);\n\n    expect(gradients.shape).toEqual(a.shape);\n    expect(gradients.dtype).toEqual('float32');\n    expectArraysClose(await gradients.array(), [\n      [ // (axis 1 values) * (dy)\n        [5 * 7 * 10, 6 * 8 * 10], [3 * 7 * 10, 4 * 8 * 10],\n        [3 * 5 * 10, 4 * 6 * 10]\n      ],\n      [\n        [0 * 5 * 10, 6 * 6 * 10], [3 * 5 * 10, 5 * 6 * 10],\n        [3 * 0 * 10, 5 * 6 * 10]\n      ]\n    ]);\n  });\n\n  it('gradients: prod(reduce on 2 axes)', async () => {\n    const a = tf.tensor([\n      [[3.0, 4.0], [5.0, 6.0], [7.0, 8.0]], [[3.0, 5.0], [0.0, 6.0], [5.0, 6.0]]\n    ]);\n    const dy = tf.tensor([2, 2]);\n\n    const gradients = tf.grad(a => a.prod([0, 1]))(a, dy);\n\n    expect(gradients.shape).toEqual(a.shape);\n    expect(gradients.dtype).toEqual('float32');\n\n    expectArraysClose(await gradients.array(), [\n      [\n        // (axis 0 values) * (axis 1 values) * (dy)\n        [3 * 0 * 5 * (5 * 7) * 2, 5 * 6 * 6 * (6 * 8) * 2],\n        [3 * 0 * 5 * (3 * 7) * 2, 5 * 6 * 6 * (4 * 8) * 2],\n        [3 * 0 * 5 * (3 * 5) * 2, 5 * 6 * 6 * (4 * 6) * 2]\n      ],\n      [\n        [3 * 5 * 7 * (0 * 5) * 2, 4 * 6 * 8 * (6 * 6) * 2],\n        [3 * 5 * 7 * (3 * 5) * 2, 4 * 6 * 8 * (5 * 6) * 2],\n        [3 * 5 * 7 * (3 * 0) * 2, 4 * 6 * 8 * (5 * 6) * 2]\n      ]\n    ]);\n  });\n\n  it('gradients: prod(tensor with zeros)', async () => {\n    const a = tf.tensor2d([[1, 2, 0], [1, 2, 3]], [2, 3]);\n    const dy = tf.tensor([12, 12]);\n\n    const gradients = tf.grad(a => a.prod(1))(a, dy);\n\n    expect(gradients.shape).toEqual(a.shape);\n    expect(gradients.dtype).toEqual('float32');\n    expectArraysClose(\n        await gradients.array(),\n        [[0, 0, 1 * 2 * 12], [6 * 12, 3 * 12, 2 * 12]]);\n  });\n\n  it('gradients: prod(2d) with gradient broadcasting', async () => {\n    const a = tf.tensor2d([[1, 2], [3, 4]], [2, 2]);\n    const dy = tf.scalar(24);\n\n    const gradients = tf.grad(a => a.prod())(a, dy);\n\n    expect(gradients.shape).toEqual(a.shape);\n    expect(gradients.dtype).toEqual('float32');\n    expectArraysClose(\n        await gradients.array(),\n        [[2 * 3 * 4 * 24, 3 * 4 * 24], [4 * 2 * 24, 3 * 2 * 24]]);\n  });\n\n  it('gradients: prod(2d, axis=0) and varied gradient values', async () => {\n    const a = tf.tensor2d([[1, 2], [3, 1], [1, 4]], [3, 2]);\n    const dy = tf.tensor1d([3, 8]);\n    const axis = 0;\n\n    const gradients = tf.grad(a => a.prod(axis))(a, dy);\n\n    expect(gradients.shape).toEqual(a.shape);\n    expect(gradients.dtype).toEqual('float32');\n    expectArraysClose(\n        await gradients.array(),\n        [[3 * 3, 4 * 8], [1 * 3, 8 * 8], [3 * 3, 2 * 8]]);\n  });\n\n  it('gradients: prod(2d, axis=1)', async () => {\n    const a = tf.tensor2d([[1, 2], [3, 1], [1, 4]], [3, 2]);\n    const dy = tf.tensor1d([4, 3, 4]);\n    const axis = 1;\n\n    const gradients = tf.grad(a => a.prod(axis))(a, dy);\n\n    expect(gradients.shape).toEqual(a.shape);\n    expect(gradients.dtype).toEqual('float32');\n    expectArraysClose(\n        await gradients.array(),\n        [[2 * 4, 1 * 4], [1 * 3, 3 * 3], [4 * 4, 1 * 4]]);\n  });\n\n  it('throws when passed a non-tensor', () => {\n    expect(() => tf.prod({} as tf.Tensor))\n        .toThrowError(/Argument 'x' passed to 'prod' must be a Tensor/);\n  });\n\n  it('accepts a tensor-like object', async () => {\n    const result = tf.prod([[1, 2], [3, 1], [1, 1]]);\n    expectArraysClose(await result.data(), 6);\n  });\n\n  it('throws error for string tensor', () => {\n    expect(() => tf.prod(['a']))\n        .toThrowError(/Argument 'x' passed to 'prod' must be numeric tensor/);\n  });\n});\n"]}