1 | /**
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2 | * @license
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3 | * Copyright 2020 Google LLC. All Rights Reserved.
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4 | * Licensed under the Apache License, Version 2.0 (the "License");
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5 | * you may not use this file except in compliance with the License.
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6 | * You may obtain a copy of the License at
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7 | *
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8 | * http://www.apache.org/licenses/LICENSE-2.0
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9 | *
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10 | * Unless required by applicable law or agreed to in writing, software
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11 | * distributed under the License is distributed on an "AS IS" BASIS,
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12 | * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
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13 | * See the License for the specific language governing permissions and
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14 | * limitations under the License.
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15 | * =============================================================================
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16 | */
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17 | import * as tf from '../index';
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18 | import { ALL_ENVS, describeWithFlags } from '../jasmine_util';
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19 | import { expectArrayInMeanStdRange, jarqueBeraNormalityTest } from './rand_util';
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20 | describeWithFlags('randomNormal', ALL_ENVS, () => {
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21 | const SEED = 2002;
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22 | const EPSILON = 0.05;
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23 | it('should return a float32 1D of random normal values', async () => {
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24 | const SAMPLES = 10000;
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25 | // Ensure defaults to float32.
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26 | let result = tf.randomNormal([SAMPLES], 0, 0.5, null, SEED);
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27 | expect(result.dtype).toBe('float32');
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28 | expect(result.shape).toEqual([SAMPLES]);
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29 | jarqueBeraNormalityTest(await result.data());
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30 | expectArrayInMeanStdRange(await result.data(), 0, 0.5, EPSILON);
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31 | result = tf.randomNormal([SAMPLES], 0, 1.5, 'float32', SEED);
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32 | expect(result.dtype).toBe('float32');
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33 | expect(result.shape).toEqual([SAMPLES]);
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34 | jarqueBeraNormalityTest(await result.data());
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35 | expectArrayInMeanStdRange(await result.data(), 0, 1.5, EPSILON);
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36 | });
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37 | it('should return a int32 1D of random normal values', async () => {
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38 | const SAMPLES = 10000;
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39 | const result = tf.randomNormal([SAMPLES], 0, 2, 'int32', SEED);
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40 | expect(result.dtype).toBe('int32');
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41 | expect(result.shape).toEqual([SAMPLES]);
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42 | jarqueBeraNormalityTest(await result.data());
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43 | expectArrayInMeanStdRange(await result.data(), 0, 2, EPSILON);
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44 | });
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45 | it('should return a float32 2D of random normal values', async () => {
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46 | const SAMPLES = 100;
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47 | // Ensure defaults to float32.
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48 | let result = tf.randomNormal([SAMPLES, SAMPLES], 0, 2.5, null, SEED);
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49 | expect(result.dtype).toBe('float32');
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50 | expect(result.shape).toEqual([SAMPLES, SAMPLES]);
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51 | jarqueBeraNormalityTest(await result.data());
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52 | expectArrayInMeanStdRange(await result.data(), 0, 2.5, EPSILON);
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53 | result = tf.randomNormal([SAMPLES, SAMPLES], 0, 3.5, 'float32', SEED);
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54 | expect(result.dtype).toBe('float32');
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55 | expect(result.shape).toEqual([SAMPLES, SAMPLES]);
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56 | jarqueBeraNormalityTest(await result.data());
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57 | expectArrayInMeanStdRange(await result.data(), 0, 3.5, EPSILON);
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58 | });
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59 | it('should return a int32 2D of random normal values', async () => {
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60 | const SAMPLES = 100;
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61 | const result = tf.randomNormal([SAMPLES, SAMPLES], 0, 2, 'int32', SEED);
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62 | expect(result.dtype).toBe('int32');
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63 | expect(result.shape).toEqual([SAMPLES, SAMPLES]);
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64 | jarqueBeraNormalityTest(await result.data());
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65 | expectArrayInMeanStdRange(await result.data(), 0, 2, EPSILON);
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66 | });
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67 | it('should return a float32 3D of random normal values', async () => {
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68 | const SAMPLES_SHAPE = [20, 20, 20];
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69 | // Ensure defaults to float32.
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70 | let result = tf.randomNormal(SAMPLES_SHAPE, 0, 0.5, null, SEED);
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71 | expect(result.dtype).toBe('float32');
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72 | expect(result.shape).toEqual(SAMPLES_SHAPE);
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73 | jarqueBeraNormalityTest(await result.data());
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74 | expectArrayInMeanStdRange(await result.data(), 0, 0.5, EPSILON);
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75 | result = tf.randomNormal(SAMPLES_SHAPE, 0, 1.5, 'float32', SEED);
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76 | expect(result.dtype).toBe('float32');
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77 | expect(result.shape).toEqual(SAMPLES_SHAPE);
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78 | jarqueBeraNormalityTest(await result.data());
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79 | expectArrayInMeanStdRange(await result.data(), 0, 1.5, EPSILON);
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80 | });
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81 | it('should return a int32 3D of random normal values', async () => {
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82 | const SAMPLES_SHAPE = [20, 20, 20];
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83 | const result = tf.randomNormal(SAMPLES_SHAPE, 0, 2, 'int32', SEED);
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84 | expect(result.dtype).toBe('int32');
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85 | expect(result.shape).toEqual(SAMPLES_SHAPE);
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86 | jarqueBeraNormalityTest(await result.data());
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87 | expectArrayInMeanStdRange(await result.data(), 0, 2, EPSILON);
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88 | });
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89 | it('should return a float32 4D of random normal values', async () => {
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90 | const SAMPLES_SHAPE = [10, 10, 10, 10];
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91 | // Ensure defaults to float32.
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92 | let result = tf.randomNormal(SAMPLES_SHAPE, 0, 0.5, null, SEED);
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93 | expect(result.dtype).toBe('float32');
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94 | expect(result.shape).toEqual(SAMPLES_SHAPE);
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95 | jarqueBeraNormalityTest(await result.data());
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96 | expectArrayInMeanStdRange(await result.data(), 0, 0.5, EPSILON);
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97 | result = tf.randomNormal(SAMPLES_SHAPE, 0, 1.5, 'float32', SEED);
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98 | expect(result.dtype).toBe('float32');
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99 | expect(result.shape).toEqual(SAMPLES_SHAPE);
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100 | jarqueBeraNormalityTest(await result.data());
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101 | expectArrayInMeanStdRange(await result.data(), 0, 1.5, EPSILON);
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102 | });
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103 | it('should return a int32 4D of random normal values', async () => {
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104 | const SAMPLES_SHAPE = [10, 10, 10, 10];
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105 | const result = tf.randomNormal(SAMPLES_SHAPE, 0, 2, 'int32', SEED);
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106 | expect(result.dtype).toBe('int32');
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107 | expect(result.shape).toEqual(SAMPLES_SHAPE);
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108 | jarqueBeraNormalityTest(await result.data());
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109 | expectArrayInMeanStdRange(await result.data(), 0, 2, EPSILON);
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110 | });
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111 | it('should return a int32 5D of random normal values', async () => {
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112 | const SAMPLES_SHAPE = [10, 10, 10, 10, 10];
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113 | const result = tf.randomNormal(SAMPLES_SHAPE, 0, 2, 'int32', SEED);
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114 | expect(result.dtype).toBe('int32');
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115 | expect(result.shape).toEqual(SAMPLES_SHAPE);
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116 | jarqueBeraNormalityTest(await result.data());
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117 | expectArrayInMeanStdRange(await result.data(), 0, 2, EPSILON);
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118 | });
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119 | });
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120 | //# 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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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