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| /**
| * @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 } from '../../test_util';
| import { scalar, tensor1d, tensor2d, tensor3d } from '../ops';
| describeWithFlags('bandPart', ALL_ENVS, () => {
| it('keeps tensor unchanged', async () => {
| const x = tensor2d([1, 1, 1, 1, 1, 1, 1, 1, 1], [3, 3]);
| expectArraysClose(await tf.linalg.bandPart(x, -1, -1).array(), [[1, 1, 1], [1, 1, 1], [1, 1, 1]]);
| });
| it('upper triangular matrix', async () => {
| const x = tensor2d([1, 1, 1, 1, 1, 1, 1, 1, 1], [3, 3]);
| expectArraysClose(await tf.linalg.bandPart(x, 0, -1).array(), [[1, 1, 1], [0, 1, 1], [0, 0, 1]]);
| });
| it('lower triangular matrix', async () => {
| const x = tensor2d([1, 1, 1, 1, 1, 1, 1, 1, 1], [3, 3]);
| expectArraysClose(await tf.linalg.bandPart(x, -1, 0).array(), [[1, 0, 0], [1, 1, 0], [1, 1, 1]]);
| });
| it('diagonal elements', async () => {
| const x = tensor2d([1, 1, 1, 1, 1, 1, 1, 1, 1], [3, 3]);
| expectArraysClose(await tf.linalg.bandPart(x, 0, 0).array(), [[1, 0, 0], [0, 1, 0], [0, 0, 1]]);
| });
| it('lower triangular elements', async () => {
| const x = tensor2d([1, 1, 1, 1, 1, 1, 1, 1, 1], [3, 3]);
| expectArraysClose(await tf.linalg.bandPart(x, 1, 0).array(), [[1, 0, 0], [1, 1, 0], [0, 1, 1]]);
| });
| it('upper triangular elements', async () => {
| const x = tensor2d([1, 1, 1, 1, 1, 1, 1, 1, 1], [3, 3]);
| expectArraysClose(await tf.linalg.bandPart(x, 0, 1).array(), [[1, 1, 0], [0, 1, 1], [0, 0, 1]]);
| });
| it('4X4 matrix - tensorflow python examples', async () => {
| const x = tensor2d([[0, 1, 2, 3], [-1, 0, 1, 2], [-2, -1, 0, 1], [-3, -2, -1, 0]]);
| expectArraysClose(await tf.linalg.bandPart(x, 1, -1).array(), [[0, 1, 2, 3], [-1, 0, 1, 2], [0, -1, 0, 1], [0, 0, -1, 0]]);
| expectArraysClose(await tf.linalg.bandPart(x, 2, 1).array(), [[0, 1, 0, 0], [-1, 0, 1, 0], [-2, -1, 0, 1], [0, -2, -1, 0]]);
| });
| it('3 dimensional matrix', async () => {
| const x = tensor3d([[[1, 1], [1, 1]], [[1, 1], [1, 1]]]);
| expectArraysClose(await tf.linalg.bandPart(x, 0, 0).array(), [[[1, 0], [0, 1]], [[1, 0], [0, 1]]]);
| });
| it('2X3X3 tensor', async () => {
| const x = tensor3d([[[1, 1, 1], [1, 1, 1], [1, 1, 1]], [[1, 1, 1], [1, 1, 1], [1, 1, 1]]]);
| expectArraysClose(await tf.linalg.bandPart(x, 1, 2).array(), [[[1, 1, 1], [1, 1, 1], [0, 1, 1]], [[1, 1, 1], [1, 1, 1], [0, 1, 1]]]);
| });
| const la = tf.linalg;
| it('fails for scalar', async () => {
| const x = scalar(1);
| expect(() => la.bandPart(x, 1, 2)).toThrowError(/bandPart.*rank/i);
| });
| it('fails for 1D tensor', async () => {
| const x = tensor1d([1, 2, 3, 4, 5]);
| expect(() => la.bandPart(x, 1, 2)).toThrowError(/bandPart.*rank/i);
| });
| it('fails if numLower or numUpper too large', async () => {
| const a = tf.tensor2d([[1, 2, 3], [4, 5, 6]]);
| for (const numLower of [3, 5, 8, 13]) {
| for (const numUpper of [-1, 0, 1, 2]) {
| expect(() => tf.linalg.bandPart(a, numLower, numUpper))
| .toThrowError(/bandPart.*numLower/i);
| }
| }
| for (const numLower of [-1, 0, 1]) {
| for (const numUpper of [4, 5, 9]) {
| expect(() => tf.linalg.bandPart(a, numLower, numUpper))
| .toThrowError(/bandPart.*numUpper/i);
| }
| }
| for (const numLower of [3, 5, 8, 13]) {
| for (const numUpper of [4, 5, 9]) {
| expect(() => tf.linalg.bandPart(a, numLower, numUpper))
| .toThrowError(/bandPart.*(numLower|numUpper)/i);
| }
| }
| });
| it('works for 3x4 example', async () => {
| const a = tf.tensor2d([[1, 2, 3, 4], [5, 6, 7, 8], [9, 10, 11, 12]]);
| expectArraysClose(await la.bandPart(a, 0, 0).array(), [[1, 0, 0, 0], [0, 6, 0, 0], [0, 0, 11, 0]]);
| expectArraysClose(await la.bandPart(a, 0, 1).array(), [[1, 2, 0, 0], [0, 6, 7, 0], [0, 0, 11, 12]]);
| expectArraysClose(await la.bandPart(a, 0, 2).array(), [[1, 2, 3, 0], [0, 6, 7, 8], [0, 0, 11, 12]]);
| for (const numUpper of [3, 4, -1, -2]) {
| expectArraysClose(await la.bandPart(a, 0, numUpper).array(), [[1, 2, 3, 4], [0, 6, 7, 8], [0, 0, 11, 12]]);
| }
| expectArraysClose(await la.bandPart(a, 1, 0).array(), [[1, 0, 0, 0], [5, 6, 0, 0], [0, 10, 11, 0]]);
| expectArraysClose(await la.bandPart(a, 1, 1).array(), [[1, 2, 0, 0], [5, 6, 7, 0], [0, 10, 11, 12]]);
| expectArraysClose(await la.bandPart(a, 1, 2).array(), [[1, 2, 3, 0], [5, 6, 7, 8], [0, 10, 11, 12]]);
| for (const numUpper of [3, 4, -1, -2]) {
| expectArraysClose(await la.bandPart(a, 1, numUpper).array(), [[1, 2, 3, 4], [5, 6, 7, 8], [0, 10, 11, 12]]);
| }
| for (const numLower of [2, 3, -1, -2]) {
| expectArraysClose(await la.bandPart(a, numLower, 0).array(), [[1, 0, 0, 0], [5, 6, 0, 0], [9, 10, 11, 0]]);
| expectArraysClose(await la.bandPart(a, numLower, 1).array(), [[1, 2, 0, 0], [5, 6, 7, 0], [9, 10, 11, 12]]);
| expectArraysClose(await la.bandPart(a, numLower, 2).array(), [[1, 2, 3, 0], [5, 6, 7, 8], [9, 10, 11, 12]]);
| for (const numUpper of [3, 4, -1, -2]) {
| expectArraysClose(await la.bandPart(a, numLower, numUpper).array(), [[1, 2, 3, 4], [5, 6, 7, 8], [9, 10, 11, 12]]);
| }
| }
| });
| it('works for tensor numLower and tensor numUpper', async () => {
| const x = tensor2d([1, 1, 1, 1, 1, 1, 1, 1, 1], [3, 3]);
| expectArraysClose(await tf.linalg
| .bandPart(x, tf.scalar(-1, 'int32'), tf.scalar(0, 'int32'))
| .array(), [[1, 0, 0], [1, 1, 0], [1, 1, 1]]);
| });
| });
| //# 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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 {Tensor2D, Tensor3D} from '../../tensor';\nimport {expectArraysClose} from '../../test_util';\n\nimport {scalar, tensor1d, tensor2d, tensor3d} from '../ops';\n\ndescribeWithFlags('bandPart', ALL_ENVS, () => {\n  it('keeps tensor unchanged', async () => {\n    const x: Tensor2D = tensor2d([1, 1, 1, 1, 1, 1, 1, 1, 1], [3, 3]);\n    expectArraysClose(\n        await tf.linalg.bandPart(x, -1, -1).array(),\n        [[1, 1, 1], [1, 1, 1], [1, 1, 1]]);\n  });\n\n  it('upper triangular matrix', async () => {\n    const x: Tensor2D = tensor2d([1, 1, 1, 1, 1, 1, 1, 1, 1], [3, 3]);\n    expectArraysClose(\n        await tf.linalg.bandPart(x, 0, -1).array(),\n        [[1, 1, 1], [0, 1, 1], [0, 0, 1]]);\n  });\n\n  it('lower triangular matrix', async () => {\n    const x: Tensor2D = tensor2d([1, 1, 1, 1, 1, 1, 1, 1, 1], [3, 3]);\n    expectArraysClose(\n        await tf.linalg.bandPart(x, -1, 0).array(),\n        [[1, 0, 0], [1, 1, 0], [1, 1, 1]]);\n  });\n\n  it('diagonal elements', async () => {\n    const x: Tensor2D = tensor2d([1, 1, 1, 1, 1, 1, 1, 1, 1], [3, 3]);\n    expectArraysClose(\n        await tf.linalg.bandPart(x, 0, 0).array(),\n        [[1, 0, 0], [0, 1, 0], [0, 0, 1]]);\n  });\n\n  it('lower triangular elements', async () => {\n    const x: Tensor2D = tensor2d([1, 1, 1, 1, 1, 1, 1, 1, 1], [3, 3]);\n    expectArraysClose(\n        await tf.linalg.bandPart(x, 1, 0).array(),\n        [[1, 0, 0], [1, 1, 0], [0, 1, 1]]);\n  });\n\n  it('upper triangular elements', async () => {\n    const x: Tensor2D = tensor2d([1, 1, 1, 1, 1, 1, 1, 1, 1], [3, 3]);\n    expectArraysClose(\n        await tf.linalg.bandPart(x, 0, 1).array(),\n        [[1, 1, 0], [0, 1, 1], [0, 0, 1]]);\n  });\n\n  it('4X4 matrix - tensorflow python examples', async () => {\n    const x: Tensor2D = tensor2d(\n        [[0, 1, 2, 3], [-1, 0, 1, 2], [-2, -1, 0, 1], [-3, -2, -1, 0]]);\n    expectArraysClose(\n        await tf.linalg.bandPart(x, 1, -1).array(),\n        [[0, 1, 2, 3], [-1, 0, 1, 2], [0, -1, 0, 1], [0, 0, -1, 0]]);\n    expectArraysClose(\n        await tf.linalg.bandPart(x, 2, 1).array(),\n        [[0, 1, 0, 0], [-1, 0, 1, 0], [-2, -1, 0, 1], [0, -2, -1, 0]]);\n  });\n\n  it('3 dimensional matrix', async () => {\n    const x: Tensor3D = tensor3d([[[1, 1], [1, 1]], [[1, 1], [1, 1]]]);\n    expectArraysClose(\n        await tf.linalg.bandPart(x, 0, 0).array(),\n        [[[1, 0], [0, 1]], [[1, 0], [0, 1]]]);\n  });\n\n  it('2X3X3 tensor', async () => {\n    const x: Tensor3D = tensor3d(\n        [[[1, 1, 1], [1, 1, 1], [1, 1, 1]], [[1, 1, 1], [1, 1, 1], [1, 1, 1]]]);\n    expectArraysClose(\n        await tf.linalg.bandPart(x, 1, 2).array(),\n        [[[1, 1, 1], [1, 1, 1], [0, 1, 1]], [[1, 1, 1], [1, 1, 1], [0, 1, 1]]]);\n  });\n\n  const la = tf.linalg;\n\n  it('fails for scalar', async () => {\n    const x = scalar(1);\n    expect(() => la.bandPart(x, 1, 2)).toThrowError(/bandPart.*rank/i);\n  });\n\n  it('fails for 1D tensor', async () => {\n    const x = tensor1d([1, 2, 3, 4, 5]);\n    expect(() => la.bandPart(x, 1, 2)).toThrowError(/bandPart.*rank/i);\n  });\n\n  it('fails if numLower or numUpper too large', async () => {\n    const a = tf.tensor2d([[1, 2, 3], [4, 5, 6]]);\n\n    for (const numLower of [3, 5, 8, 13]) {\n      for (const numUpper of [-1, 0, 1, 2]) {\n        expect(() => tf.linalg.bandPart(a, numLower, numUpper))\n            .toThrowError(/bandPart.*numLower/i);\n      }\n    }\n\n    for (const numLower of [-1, 0, 1]) {\n      for (const numUpper of [4, 5, 9]) {\n        expect(() => tf.linalg.bandPart(a, numLower, numUpper))\n            .toThrowError(/bandPart.*numUpper/i);\n      }\n    }\n\n    for (const numLower of [3, 5, 8, 13]) {\n      for (const numUpper of [4, 5, 9]) {\n        expect(() => tf.linalg.bandPart(a, numLower, numUpper))\n            .toThrowError(/bandPart.*(numLower|numUpper)/i);\n      }\n    }\n  });\n\n  it('works for 3x4 example', async () => {\n    const a = tf.tensor2d([[1, 2, 3, 4], [5, 6, 7, 8], [9, 10, 11, 12]]);\n\n    expectArraysClose(\n        await la.bandPart(a, 0, 0).array(),\n        [[1, 0, 0, 0], [0, 6, 0, 0], [0, 0, 11, 0]]);\n    expectArraysClose(\n        await la.bandPart(a, 0, 1).array(),\n        [[1, 2, 0, 0], [0, 6, 7, 0], [0, 0, 11, 12]]);\n    expectArraysClose(\n        await la.bandPart(a, 0, 2).array(),\n        [[1, 2, 3, 0], [0, 6, 7, 8], [0, 0, 11, 12]]);\n    for (const numUpper of [3, 4, -1, -2]) {\n      expectArraysClose(\n          await la.bandPart(a, 0, numUpper).array(),\n          [[1, 2, 3, 4], [0, 6, 7, 8], [0, 0, 11, 12]]);\n    }\n\n    expectArraysClose(\n        await la.bandPart(a, 1, 0).array(),\n        [[1, 0, 0, 0], [5, 6, 0, 0], [0, 10, 11, 0]]);\n    expectArraysClose(\n        await la.bandPart(a, 1, 1).array(),\n        [[1, 2, 0, 0], [5, 6, 7, 0], [0, 10, 11, 12]]);\n    expectArraysClose(\n        await la.bandPart(a, 1, 2).array(),\n        [[1, 2, 3, 0], [5, 6, 7, 8], [0, 10, 11, 12]]);\n    for (const numUpper of [3, 4, -1, -2]) {\n      expectArraysClose(\n          await la.bandPart(a, 1, numUpper).array(),\n          [[1, 2, 3, 4], [5, 6, 7, 8], [0, 10, 11, 12]]);\n    }\n\n    for (const numLower of [2, 3, -1, -2]) {\n      expectArraysClose(\n          await la.bandPart(a, numLower, 0).array(),\n          [[1, 0, 0, 0], [5, 6, 0, 0], [9, 10, 11, 0]]);\n      expectArraysClose(\n          await la.bandPart(a, numLower, 1).array(),\n          [[1, 2, 0, 0], [5, 6, 7, 0], [9, 10, 11, 12]]);\n      expectArraysClose(\n          await la.bandPart(a, numLower, 2).array(),\n          [[1, 2, 3, 0], [5, 6, 7, 8], [9, 10, 11, 12]]);\n      for (const numUpper of [3, 4, -1, -2]) {\n        expectArraysClose(\n            await la.bandPart(a, numLower, numUpper).array(),\n            [[1, 2, 3, 4], [5, 6, 7, 8], [9, 10, 11, 12]]);\n      }\n    }\n  });\n\n  it('works for tensor numLower and tensor numUpper', async () => {\n    const x: Tensor2D = tensor2d([1, 1, 1, 1, 1, 1, 1, 1, 1], [3, 3]);\n    expectArraysClose(\n        await tf.linalg\n            .bandPart(x, tf.scalar(-1, 'int32'), tf.scalar(0, 'int32'))\n            .array(),\n        [[1, 0, 0], [1, 1, 0], [1, 1, 1]]);\n  });\n});\n"]}
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