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1/**
2 * @license
3 * Copyright 2020 Google LLC. All Rights Reserved.
4 * Licensed under the Apache License, Version 2.0 (the "License");
5 * you may not use this file except in compliance with the License.
6 * You may obtain a copy of the License at
7 *
8 * http://www.apache.org/licenses/LICENSE-2.0
9 *
10 * Unless required by applicable law or agreed to in writing, software
11 * distributed under the License is distributed on an "AS IS" BASIS,
12 * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
13 * See the License for the specific language governing permissions and
14 * limitations under the License.
15 * =============================================================================
16 */
17import * as tf from '../index';
18import { ALL_ENVS, describeWithFlags } from '../jasmine_util';
19import { expectArraysClose } from '../test_util';
20describeWithFlags('1D IFFT', ALL_ENVS, () => {
21 it('should return the same value with TensorFlow (2 elements)', async () => {
22 const t1Real = tf.tensor1d([1, 2]);
23 const t1Imag = tf.tensor1d([1, 1]);
24 const t1 = tf.complex(t1Real, t1Imag);
25 expectArraysClose(await tf.spectral.ifft(t1).data(), [1.5, 1, -0.5, 0]);
26 });
27 it('should calculate FFT from Tensor directly', async () => {
28 const t1Real = tf.tensor1d([1, 2]);
29 const t1Imag = tf.tensor1d([1, 1]);
30 const t1 = tf.complex(t1Real, t1Imag);
31 expectArraysClose(await t1.ifft().data(), [1.5, 1, -0.5, 0]);
32 });
33 it('should return the same value as TensorFlow (3 elements)', async () => {
34 const t1Real = tf.tensor1d([1, 2, 3]);
35 const t1Imag = tf.tensor1d([0, 0, 0]);
36 const t1 = tf.complex(t1Real, t1Imag);
37 expectArraysClose(await tf.spectral.ifft(t1).data(), [
38 2, -3.9736431e-08, -0.49999997, -.28867507, -0.49999994, 2.8867519e-01
39 ]);
40 });
41 it('should return the same value as TensorFlow with imaginary (3 elements)', async () => {
42 const t1Real = tf.tensor1d([1, 2, 3]);
43 const t1Imag = tf.tensor1d([1, 2, 3]);
44 const t1 = tf.complex(t1Real, t1Imag);
45 expectArraysClose(await tf.spectral.ifft(t1).data(), [2, 1.9999999, -0.21132492, -0.78867507, -0.7886752, -0.2113249]);
46 });
47 it('should return the same value as TensorFlow (negative 3 elements)', async () => {
48 const t1Real = tf.tensor1d([-1, -2, -3]);
49 const t1Imag = tf.tensor1d([-1, -2, -3]);
50 const t1 = tf.complex(t1Real, t1Imag);
51 expectArraysClose(await tf.spectral.ifft(t1).data(), [-2, -1.9999999, 0.21132492, 0.78867507, 0.7886752, 0.2113249]);
52 });
53 it('should return the same value with TensorFlow (4 elements)', async () => {
54 const t1Real = tf.tensor1d([1, 2, 3, 4]);
55 const t1Imag = tf.tensor1d([0, 0, 0, 0]);
56 const t1 = tf.complex(t1Real, t1Imag);
57 expectArraysClose(await tf.spectral.ifft(t1).data(), [2.5, 0, -0.5, -0.5, -0.5, 0, -0.5, 0.5]);
58 });
59 it('should return the same value as TensorFlow with imaginary (4 elements)', async () => {
60 const t1Real = tf.tensor1d([1, 2, 3, 4]);
61 const t1Imag = tf.tensor1d([1, 2, 3, 4]);
62 const t1 = tf.complex(t1Real, t1Imag);
63 expectArraysClose(await tf.spectral.ifft(t1).data(), [2.5, 2.5, 0, -1, -0.5, -0.5, -1, 0]);
64 });
65});
66describeWithFlags('2D IFFT', ALL_ENVS, () => {
67 it('2D: should return the same value as TensorFlow', async () => {
68 const t1Real = tf.tensor2d([1, 2, 3, 4], [2, 2]);
69 const t1Imag = tf.tensor2d([5, 6, 7, 8], [2, 2]);
70 const t1 = tf.complex(t1Real, t1Imag);
71 const y = tf.spectral.ifft(t1);
72 expectArraysClose(await y.data(), [1.5, 5.5, -0.5, -0.5, 3.5, 7.5, -0.5, -0.5]);
73 expect(y.shape).toEqual(t1Real.shape);
74 });
75 it('3D: should return the same value as TensorFlow', async () => {
76 const t1Real = tf.tensor3d([1, 2, 3, 4, -1, -2, -3, -4], [2, 2, 2]);
77 const t1Imag = tf.tensor3d([5, 6, 7, 8, -5, -6, -7, -8], [2, 2, 2]);
78 const t1 = tf.complex(t1Real, t1Imag);
79 const y = tf.spectral.ifft(t1);
80 expectArraysClose(await y.data(), [
81 1.5, 5.5, -0.5, -0.5, 3.5, 7.5, -0.5, -0.5, -1.5, -5.5, 0.5, 0.5, -3.5,
82 -7.5, 0.5, 0.5
83 ]);
84 expect(y.shape).toEqual(t1Real.shape);
85 });
86});
87//# sourceMappingURL=ifft_test.js.map
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