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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 { expectArrayInMeanStdRange, jarqueBeraNormalityTest } from './rand_util';
20describeWithFlags('randomNormal', ALL_ENVS, () => {
21 const SEED = 2002;
22 const EPSILON = 0.05;
23 it('should return a float32 1D of random normal values', async () => {
24 const SAMPLES = 10000;
25 // Ensure defaults to float32.
26 let result = tf.randomNormal([SAMPLES], 0, 0.5, null, SEED);
27 expect(result.dtype).toBe('float32');
28 expect(result.shape).toEqual([SAMPLES]);
29 jarqueBeraNormalityTest(await result.data());
30 expectArrayInMeanStdRange(await result.data(), 0, 0.5, EPSILON);
31 result = tf.randomNormal([SAMPLES], 0, 1.5, 'float32', SEED);
32 expect(result.dtype).toBe('float32');
33 expect(result.shape).toEqual([SAMPLES]);
34 jarqueBeraNormalityTest(await result.data());
35 expectArrayInMeanStdRange(await result.data(), 0, 1.5, EPSILON);
36 });
37 it('should return a int32 1D of random normal values', async () => {
38 const SAMPLES = 10000;
39 const result = tf.randomNormal([SAMPLES], 0, 2, 'int32', SEED);
40 expect(result.dtype).toBe('int32');
41 expect(result.shape).toEqual([SAMPLES]);
42 jarqueBeraNormalityTest(await result.data());
43 expectArrayInMeanStdRange(await result.data(), 0, 2, EPSILON);
44 });
45 it('should return a float32 2D of random normal values', async () => {
46 const SAMPLES = 100;
47 // Ensure defaults to float32.
48 let result = tf.randomNormal([SAMPLES, SAMPLES], 0, 2.5, null, SEED);
49 expect(result.dtype).toBe('float32');
50 expect(result.shape).toEqual([SAMPLES, SAMPLES]);
51 jarqueBeraNormalityTest(await result.data());
52 expectArrayInMeanStdRange(await result.data(), 0, 2.5, EPSILON);
53 result = tf.randomNormal([SAMPLES, SAMPLES], 0, 3.5, 'float32', SEED);
54 expect(result.dtype).toBe('float32');
55 expect(result.shape).toEqual([SAMPLES, SAMPLES]);
56 jarqueBeraNormalityTest(await result.data());
57 expectArrayInMeanStdRange(await result.data(), 0, 3.5, EPSILON);
58 });
59 it('should return a int32 2D of random normal values', async () => {
60 const SAMPLES = 100;
61 const result = tf.randomNormal([SAMPLES, SAMPLES], 0, 2, 'int32', SEED);
62 expect(result.dtype).toBe('int32');
63 expect(result.shape).toEqual([SAMPLES, SAMPLES]);
64 jarqueBeraNormalityTest(await result.data());
65 expectArrayInMeanStdRange(await result.data(), 0, 2, EPSILON);
66 });
67 it('should return a float32 3D of random normal values', async () => {
68 const SAMPLES_SHAPE = [20, 20, 20];
69 // Ensure defaults to float32.
70 let result = tf.randomNormal(SAMPLES_SHAPE, 0, 0.5, null, SEED);
71 expect(result.dtype).toBe('float32');
72 expect(result.shape).toEqual(SAMPLES_SHAPE);
73 jarqueBeraNormalityTest(await result.data());
74 expectArrayInMeanStdRange(await result.data(), 0, 0.5, EPSILON);
75 result = tf.randomNormal(SAMPLES_SHAPE, 0, 1.5, 'float32', SEED);
76 expect(result.dtype).toBe('float32');
77 expect(result.shape).toEqual(SAMPLES_SHAPE);
78 jarqueBeraNormalityTest(await result.data());
79 expectArrayInMeanStdRange(await result.data(), 0, 1.5, EPSILON);
80 });
81 it('should return a int32 3D of random normal values', async () => {
82 const SAMPLES_SHAPE = [20, 20, 20];
83 const result = tf.randomNormal(SAMPLES_SHAPE, 0, 2, 'int32', SEED);
84 expect(result.dtype).toBe('int32');
85 expect(result.shape).toEqual(SAMPLES_SHAPE);
86 jarqueBeraNormalityTest(await result.data());
87 expectArrayInMeanStdRange(await result.data(), 0, 2, EPSILON);
88 });
89 it('should return a float32 4D of random normal values', async () => {
90 const SAMPLES_SHAPE = [10, 10, 10, 10];
91 // Ensure defaults to float32.
92 let result = tf.randomNormal(SAMPLES_SHAPE, 0, 0.5, null, SEED);
93 expect(result.dtype).toBe('float32');
94 expect(result.shape).toEqual(SAMPLES_SHAPE);
95 jarqueBeraNormalityTest(await result.data());
96 expectArrayInMeanStdRange(await result.data(), 0, 0.5, EPSILON);
97 result = tf.randomNormal(SAMPLES_SHAPE, 0, 1.5, 'float32', SEED);
98 expect(result.dtype).toBe('float32');
99 expect(result.shape).toEqual(SAMPLES_SHAPE);
100 jarqueBeraNormalityTest(await result.data());
101 expectArrayInMeanStdRange(await result.data(), 0, 1.5, EPSILON);
102 });
103 it('should return a int32 4D of random normal values', async () => {
104 const SAMPLES_SHAPE = [10, 10, 10, 10];
105 const result = tf.randomNormal(SAMPLES_SHAPE, 0, 2, 'int32', SEED);
106 expect(result.dtype).toBe('int32');
107 expect(result.shape).toEqual(SAMPLES_SHAPE);
108 jarqueBeraNormalityTest(await result.data());
109 expectArrayInMeanStdRange(await result.data(), 0, 2, EPSILON);
110 });
111 it('should return a int32 5D of random normal values', async () => {
112 const SAMPLES_SHAPE = [10, 10, 10, 10, 10];
113 const result = tf.randomNormal(SAMPLES_SHAPE, 0, 2, 'int32', SEED);
114 expect(result.dtype).toBe('int32');
115 expect(result.shape).toEqual(SAMPLES_SHAPE);
116 jarqueBeraNormalityTest(await result.data());
117 expectArrayInMeanStdRange(await result.data(), 0, 2, EPSILON);
118 });
119});
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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 {expectArrayInMeanStdRange, jarqueBeraNormalityTest} from './rand_util';\n\ndescribeWithFlags('randomNormal', ALL_ENVS, () => {\n  const SEED = 2002;\n  const EPSILON = 0.05;\n\n  it('should return a float32 1D of random normal values', async () => {\n    const SAMPLES = 10000;\n\n    // Ensure defaults to float32.\n    let result = tf.randomNormal([SAMPLES], 0, 0.5, null, SEED);\n    expect(result.dtype).toBe('float32');\n    expect(result.shape).toEqual([SAMPLES]);\n    jarqueBeraNormalityTest(await result.data());\n    expectArrayInMeanStdRange(await result.data(), 0, 0.5, EPSILON);\n\n    result = tf.randomNormal([SAMPLES], 0, 1.5, 'float32', SEED);\n    expect(result.dtype).toBe('float32');\n    expect(result.shape).toEqual([SAMPLES]);\n    jarqueBeraNormalityTest(await result.data());\n    expectArrayInMeanStdRange(await result.data(), 0, 1.5, EPSILON);\n  });\n\n  it('should return a int32 1D of random normal values', async () => {\n    const SAMPLES = 10000;\n    const result = tf.randomNormal([SAMPLES], 0, 2, 'int32', SEED);\n    expect(result.dtype).toBe('int32');\n    expect(result.shape).toEqual([SAMPLES]);\n    jarqueBeraNormalityTest(await result.data());\n    expectArrayInMeanStdRange(await result.data(), 0, 2, EPSILON);\n  });\n\n  it('should return a float32 2D of random normal values', async () => {\n    const SAMPLES = 100;\n\n    // Ensure defaults to float32.\n    let result = tf.randomNormal([SAMPLES, SAMPLES], 0, 2.5, null, SEED);\n    expect(result.dtype).toBe('float32');\n    expect(result.shape).toEqual([SAMPLES, SAMPLES]);\n    jarqueBeraNormalityTest(await result.data());\n    expectArrayInMeanStdRange(await result.data(), 0, 2.5, EPSILON);\n\n    result = tf.randomNormal([SAMPLES, SAMPLES], 0, 3.5, 'float32', SEED);\n    expect(result.dtype).toBe('float32');\n    expect(result.shape).toEqual([SAMPLES, SAMPLES]);\n    jarqueBeraNormalityTest(await result.data());\n    expectArrayInMeanStdRange(await result.data(), 0, 3.5, EPSILON);\n  });\n\n  it('should return a int32 2D of random normal values', async () => {\n    const SAMPLES = 100;\n    const result = tf.randomNormal([SAMPLES, SAMPLES], 0, 2, 'int32', SEED);\n    expect(result.dtype).toBe('int32');\n    expect(result.shape).toEqual([SAMPLES, SAMPLES]);\n    jarqueBeraNormalityTest(await result.data());\n    expectArrayInMeanStdRange(await result.data(), 0, 2, EPSILON);\n  });\n\n  it('should return a float32 3D of random normal values', async () => {\n    const SAMPLES_SHAPE = [20, 20, 20];\n\n    // Ensure defaults to float32.\n    let result = tf.randomNormal(SAMPLES_SHAPE, 0, 0.5, null, SEED);\n    expect(result.dtype).toBe('float32');\n    expect(result.shape).toEqual(SAMPLES_SHAPE);\n    jarqueBeraNormalityTest(await result.data());\n    expectArrayInMeanStdRange(await result.data(), 0, 0.5, EPSILON);\n\n    result = tf.randomNormal(SAMPLES_SHAPE, 0, 1.5, 'float32', SEED);\n    expect(result.dtype).toBe('float32');\n    expect(result.shape).toEqual(SAMPLES_SHAPE);\n    jarqueBeraNormalityTest(await result.data());\n    expectArrayInMeanStdRange(await result.data(), 0, 1.5, EPSILON);\n  });\n\n  it('should return a int32 3D of random normal values', async () => {\n    const SAMPLES_SHAPE = [20, 20, 20];\n    const result = tf.randomNormal(SAMPLES_SHAPE, 0, 2, 'int32', SEED);\n    expect(result.dtype).toBe('int32');\n    expect(result.shape).toEqual(SAMPLES_SHAPE);\n    jarqueBeraNormalityTest(await result.data());\n    expectArrayInMeanStdRange(await result.data(), 0, 2, EPSILON);\n  });\n\n  it('should return a float32 4D of random normal values', async () => {\n    const SAMPLES_SHAPE = [10, 10, 10, 10];\n\n    // Ensure defaults to float32.\n    let result = tf.randomNormal(SAMPLES_SHAPE, 0, 0.5, null, SEED);\n    expect(result.dtype).toBe('float32');\n    expect(result.shape).toEqual(SAMPLES_SHAPE);\n    jarqueBeraNormalityTest(await result.data());\n    expectArrayInMeanStdRange(await result.data(), 0, 0.5, EPSILON);\n\n    result = tf.randomNormal(SAMPLES_SHAPE, 0, 1.5, 'float32', SEED);\n    expect(result.dtype).toBe('float32');\n    expect(result.shape).toEqual(SAMPLES_SHAPE);\n    jarqueBeraNormalityTest(await result.data());\n    expectArrayInMeanStdRange(await result.data(), 0, 1.5, EPSILON);\n  });\n\n  it('should return a int32 4D of random normal values', async () => {\n    const SAMPLES_SHAPE = [10, 10, 10, 10];\n\n    const result = tf.randomNormal(SAMPLES_SHAPE, 0, 2, 'int32', SEED);\n    expect(result.dtype).toBe('int32');\n    expect(result.shape).toEqual(SAMPLES_SHAPE);\n    jarqueBeraNormalityTest(await result.data());\n    expectArrayInMeanStdRange(await result.data(), 0, 2, EPSILON);\n  });\n\n  it('should return a int32 5D of random normal values', async () => {\n    const SAMPLES_SHAPE = [10, 10, 10, 10, 10];\n\n    const result = tf.randomNormal(SAMPLES_SHAPE, 0, 2, 'int32', SEED);\n    expect(result.dtype).toBe('int32');\n    expect(result.shape).toEqual(SAMPLES_SHAPE);\n    jarqueBeraNormalityTest(await result.data());\n    expectArrayInMeanStdRange(await result.data(), 0, 2, EPSILON);\n  });\n});\n"]}
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