/** * @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'; describeWithFlags('whereAsync', ALL_ENVS, () => { it('1d tensor', async () => { const condition = tf.tensor1d([true, false, true, true], 'bool'); const res = await tf.whereAsync(condition); expect(res.dtype).toBe('int32'); expect(res.shape).toEqual([3, 1]); expectArraysClose(await res.data(), [0, 2, 3]); }); it('2d tensor', async () => { const condition = tf.tensor2d([[true, false, false], [false, true, true]], [2, 3], 'bool'); const res = await tf.whereAsync(condition); expect(res.dtype).toBe('int32'); expect(res.shape).toEqual([3, 2]); expectArraysClose(await res.data(), [0, 0, 1, 1, 1, 2]); }); it('3d tensor', async () => { const condition = tf.tensor3d([ [[true, false, false], [false, true, true]], [[false, false, false], [true, true, false]] ], [2, 2, 3], 'bool'); const res = await tf.whereAsync(condition); expect(res.dtype).toBe('int32'); expect(res.shape).toEqual([5, 3]); expectArraysClose(await res.data(), [0, 0, 0, 0, 1, 1, 0, 1, 2, 1, 1, 0, 1, 1, 1]); }); it('accepts a tensor-like object', async () => { const condition = [true, false, true]; const res = await tf.whereAsync(condition); expect(res.dtype).toBe('int32'); expect(res.shape).toEqual([2, 1]); expectArraysClose(await res.data(), [0, 2]); }); it('throws error if condition is not of type bool', async () => { const condition = tf.tensor1d([1, 0, 1]); // expect(...).toThrowError() does not support async functions. // See https://github.com/jasmine/jasmine/issues/1410 try { await tf.whereAsync(condition); throw new Error('The line above should have thrown an error'); } catch (ex) { expect(ex.message) .toMatch(/Argument 'condition' passed to 'whereAsync' must be bool/); } }); it('returns tensor with 0 in shape when no values are true', async () => { const condition = [[[false]], [[false]], [[false]]]; const res = await tf.whereAsync(condition); expect(res.dtype).toBe('int32'); expect(res.shape).toEqual([0, 3]); expectArraysClose(await res.data(), []); }); }); //# sourceMappingURL=data:application/json;base64,{"version":3,"file":"where_async_test.js","sourceRoot":"","sources":["../../../../../../tfjs-core/src/ops/where_async_test.ts"],"names":[],"mappings":"AAAA;;;;;;;;;;;;;;;GAeG;AAEH,OAAO,KAAK,EAAE,MAAM,UAAU,CAAC;AAC/B,OAAO,EAAC,QAAQ,EAAE,iBAAiB,EAAC,MAAM,iBAAiB,CAAC;AAC5D,OAAO,EAAC,iBAAiB,EAAC,MAAM,cAAc,CAAC;AAE/C,iBAAiB,CAAC,YAAY,EAAE,QAAQ,EAAE,GAAG,EAAE;IAC7C,EAAE,CAAC,WAAW,EAAE,KAAK,IAAI,EAAE;QACzB,MAAM,SAAS,GAAG,EAAE,CAAC,QAAQ,CAAC,CAAC,IAAI,EAAE,KAAK,EAAE,IAAI,EAAE,IAAI,CAAC,EAAE,MAAM,CAAC,CAAC;QACjE,MAAM,GAAG,GAAG,MAAM,EAAE,CAAC,UAAU,CAAC,SAAS,CAAC,CAAC;QAC3C,MAAM,CAAC,GAAG,CAAC,KAAK,CAAC,CAAC,IAAI,CAAC,OAAO,CAAC,CAAC;QAChC,MAAM,CAAC,GAAG,CAAC,KAAK,CAAC,CAAC,OAAO,CAAC,CAAC,CAAC,EAAE,CAAC,CAAC,CAAC,CAAC;QAClC,iBAAiB,CAAC,MAAM,GAAG,CAAC,IAAI,EAAE,EAAE,CAAC,CAAC,EAAE,CAAC,EAAE,CAAC,CAAC,CAAC,CAAC;IACjD,CAAC,CAAC,CAAC;IAEH,EAAE,CAAC,WAAW,EAAE,KAAK,IAAI,EAAE;QACzB,MAAM,SAAS,GAAG,EAAE,CAAC,QAAQ,CACzB,CAAC,CAAC,IAAI,EAAE,KAAK,EAAE,KAAK,CAAC,EAAE,CAAC,KAAK,EAAE,IAAI,EAAE,IAAI,CAAC,CAAC,EAAE,CAAC,CAAC,EAAE,CAAC,CAAC,EAAE,MAAM,CAAC,CAAC;QACjE,MAAM,GAAG,GAAG,MAAM,EAAE,CAAC,UAAU,CAAC,SAAS,CAAC,CAAC;QAC3C,MAAM,CAAC,GAAG,CAAC,KAAK,CAAC,CAAC,IAAI,CAAC,OAAO,CAAC,CAAC;QAChC,MAAM,CAAC,GAAG,CAAC,KAAK,CAAC,CAAC,OAAO,CAAC,CAAC,CAAC,EAAE,CAAC,CAAC,CAAC,CAAC;QAClC,iBAAiB,CAAC,MAAM,GAAG,CAAC,IAAI,EAAE,EAAE,CAAC,CAAC,EAAE,CAAC,EAAE,CAAC,EAAE,CAAC,EAAE,CAAC,EAAE,CAAC,CAAC,CAAC,CAAC;IAC1D,CAAC,CAAC,CAAC;IAEH,EAAE,CAAC,WAAW,EAAE,KAAK,IAAI,EAAE;QACzB,MAAM,SAAS,GAAG,EAAE,CAAC,QAAQ,CACzB;YACE,CAAC,CAAC,IAAI,EAAE,KAAK,EAAE,KAAK,CAAC,EAAE,CAAC,KAAK,EAAE,IAAI,EAAE,IAAI,CAAC,CAAC;YAC3C,CAAC,CAAC,KAAK,EAAE,KAAK,EAAE,KAAK,CAAC,EAAE,CAAC,IAAI,EAAE,IAAI,EAAE,KAAK,CAAC,CAAC;SAC7C,EACD,CAAC,CAAC,EAAE,CAAC,EAAE,CAAC,CAAC,EAAE,MAAM,CAAC,CAAC;QACvB,MAAM,GAAG,GAAG,MAAM,EAAE,CAAC,UAAU,CAAC,SAAS,CAAC,CAAC;QAC3C,MAAM,CAAC,GAAG,CAAC,KAAK,CAAC,CAAC,IAAI,CAAC,OAAO,CAAC,CAAC;QAChC,MAAM,CAAC,GAAG,CAAC,KAAK,CAAC,CAAC,OAAO,CAAC,CAAC,CAAC,EAAE,CAAC,CAAC,CAAC,CAAC;QAClC,iBAAiB,CACb,MAAM,GAAG,CAAC,IAAI,EAAE,EAAE,CAAC,CAAC,EAAE,CAAC,EAAE,CAAC,EAAE,CAAC,EAAE,CAAC,EAAE,CAAC,EAAE,CAAC,EAAE,CAAC,EAAE,CAAC,EAAE,CAAC,EAAE,CAAC,EAAE,CAAC,EAAE,CAAC,EAAE,CAAC,EAAE,CAAC,CAAC,CAAC,CAAC;IACvE,CAAC,CAAC,CAAC;IAEH,EAAE,CAAC,8BAA8B,EAAE,KAAK,IAAI,EAAE;QAC5C,MAAM,SAAS,GAAG,CAAC,IAAI,EAAE,KAAK,EAAE,IAAI,CAAC,CAAC;QACtC,MAAM,GAAG,GAAG,MAAM,EAAE,CAAC,UAAU,CAAC,SAAS,CAAC,CAAC;QAC3C,MAAM,CAAC,GAAG,CAAC,KAAK,CAAC,CAAC,IAAI,CAAC,OAAO,CAAC,CAAC;QAChC,MAAM,CAAC,GAAG,CAAC,KAAK,CAAC,CAAC,OAAO,CAAC,CAAC,CAAC,EAAE,CAAC,CAAC,CAAC,CAAC;QAClC,iBAAiB,CAAC,MAAM,GAAG,CAAC,IAAI,EAAE,EAAE,CAAC,CAAC,EAAE,CAAC,CAAC,CAAC,CAAC;IAC9C,CAAC,CAAC,CAAC;IAEH,EAAE,CAAC,+CAA+C,EAAE,KAAK,IAAI,EAAE;QAC7D,MAAM,SAAS,GAAG,EAAE,CAAC,QAAQ,CAAC,CAAC,CAAC,EAAE,CAAC,EAAE,CAAC,CAAC,CAAC,CAAC;QACzC,+DAA+D;QAC/D,qDAAqD;QACrD,IAAI;YACF,MAAM,EAAE,CAAC,UAAU,CAAC,SAAS,CAAC,CAAC;YAC/B,MAAM,IAAI,KAAK,CAAC,4CAA4C,CAAC,CAAC;SAC/D;QAAC,OAAO,EAAE,EAAE;YACX,MAAM,CAAC,EAAE,CAAC,OAAO,CAAC;iBACb,OAAO,CAAC,0DAA0D,CAAC,CAAC;SAC1E;IACH,CAAC,CAAC,CAAC;IAEH,EAAE,CAAC,wDAAwD,EAAE,KAAK,IAAI,EAAE;QACtE,MAAM,SAAS,GAAG,CAAC,CAAC,CAAC,KAAK,CAAC,CAAC,EAAE,CAAC,CAAC,KAAK,CAAC,CAAC,EAAE,CAAC,CAAC,KAAK,CAAC,CAAC,CAAC,CAAC;QACpD,MAAM,GAAG,GAAG,MAAM,EAAE,CAAC,UAAU,CAAC,SAAS,CAAC,CAAC;QAC3C,MAAM,CAAC,GAAG,CAAC,KAAK,CAAC,CAAC,IAAI,CAAC,OAAO,CAAC,CAAC;QAChC,MAAM,CAAC,GAAG,CAAC,KAAK,CAAC,CAAC,OAAO,CAAC,CAAC,CAAC,EAAE,CAAC,CAAC,CAAC,CAAC;QAClC,iBAAiB,CAAC,MAAM,GAAG,CAAC,IAAI,EAAE,EAAE,EAAE,CAAC,CAAC;IAC1C,CAAC,CAAC,CAAC;AACL,CAAC,CAAC,CAAC","sourcesContent":["/**\n * @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} from '../test_util';\n\ndescribeWithFlags('whereAsync', ALL_ENVS, () => {\n  it('1d tensor', async () => {\n    const condition = tf.tensor1d([true, false, true, true], 'bool');\n    const res = await tf.whereAsync(condition);\n    expect(res.dtype).toBe('int32');\n    expect(res.shape).toEqual([3, 1]);\n    expectArraysClose(await res.data(), [0, 2, 3]);\n  });\n\n  it('2d tensor', async () => {\n    const condition = tf.tensor2d(\n        [[true, false, false], [false, true, true]], [2, 3], 'bool');\n    const res = await tf.whereAsync(condition);\n    expect(res.dtype).toBe('int32');\n    expect(res.shape).toEqual([3, 2]);\n    expectArraysClose(await res.data(), [0, 0, 1, 1, 1, 2]);\n  });\n\n  it('3d tensor', async () => {\n    const condition = tf.tensor3d(\n        [\n          [[true, false, false], [false, true, true]],\n          [[false, false, false], [true, true, false]]\n        ],\n        [2, 2, 3], 'bool');\n    const res = await tf.whereAsync(condition);\n    expect(res.dtype).toBe('int32');\n    expect(res.shape).toEqual([5, 3]);\n    expectArraysClose(\n        await res.data(), [0, 0, 0, 0, 1, 1, 0, 1, 2, 1, 1, 0, 1, 1, 1]);\n  });\n\n  it('accepts a tensor-like object', async () => {\n    const condition = [true, false, true];\n    const res = await tf.whereAsync(condition);\n    expect(res.dtype).toBe('int32');\n    expect(res.shape).toEqual([2, 1]);\n    expectArraysClose(await res.data(), [0, 2]);\n  });\n\n  it('throws error if condition is not of type bool', async () => {\n    const condition = tf.tensor1d([1, 0, 1]);\n    // expect(...).toThrowError() does not support async functions.\n    // See https://github.com/jasmine/jasmine/issues/1410\n    try {\n      await tf.whereAsync(condition);\n      throw new Error('The line above should have thrown an error');\n    } catch (ex) {\n      expect(ex.message)\n          .toMatch(/Argument 'condition' passed to 'whereAsync' must be bool/);\n    }\n  });\n\n  it('returns tensor with 0 in shape when no values are true', async () => {\n    const condition = [[[false]], [[false]], [[false]]];\n    const res = await tf.whereAsync(condition);\n    expect(res.dtype).toBe('int32');\n    expect(res.shape).toEqual([0, 3]);\n    expectArraysClose(await res.data(), []);\n  });\n});\n"]}