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chenyc

2025-02-12 ea42ff3ebee1eeb3fb29423aa848a249441db81c

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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 { expectArrayInMeanStdRange, jarqueBeraNormalityTest } from './rand_util';
describeWithFlags('randomNormal', ALL_ENVS, () => {
    const SEED = 2002;
    const EPSILON = 0.05;
    it('should return a float32 1D of random normal values', async () => {
        const SAMPLES = 10000;
        // Ensure defaults to float32.
        let result = tf.randomNormal([SAMPLES], 0, 0.5, null, SEED);
        expect(result.dtype).toBe('float32');
        expect(result.shape).toEqual([SAMPLES]);
        jarqueBeraNormalityTest(await result.data());
        expectArrayInMeanStdRange(await result.data(), 0, 0.5, EPSILON);
        result = tf.randomNormal([SAMPLES], 0, 1.5, 'float32', SEED);
        expect(result.dtype).toBe('float32');
        expect(result.shape).toEqual([SAMPLES]);
        jarqueBeraNormalityTest(await result.data());
        expectArrayInMeanStdRange(await result.data(), 0, 1.5, EPSILON);
    });
    it('should return a int32 1D of random normal values', async () => {
        const SAMPLES = 10000;
        const result = tf.randomNormal([SAMPLES], 0, 2, 'int32', SEED);
        expect(result.dtype).toBe('int32');
        expect(result.shape).toEqual([SAMPLES]);
        jarqueBeraNormalityTest(await result.data());
        expectArrayInMeanStdRange(await result.data(), 0, 2, EPSILON);
    });
    it('should return a float32 2D of random normal values', async () => {
        const SAMPLES = 100;
        // Ensure defaults to float32.
        let result = tf.randomNormal([SAMPLES, SAMPLES], 0, 2.5, null, SEED);
        expect(result.dtype).toBe('float32');
        expect(result.shape).toEqual([SAMPLES, SAMPLES]);
        jarqueBeraNormalityTest(await result.data());
        expectArrayInMeanStdRange(await result.data(), 0, 2.5, EPSILON);
        result = tf.randomNormal([SAMPLES, SAMPLES], 0, 3.5, 'float32', SEED);
        expect(result.dtype).toBe('float32');
        expect(result.shape).toEqual([SAMPLES, SAMPLES]);
        jarqueBeraNormalityTest(await result.data());
        expectArrayInMeanStdRange(await result.data(), 0, 3.5, EPSILON);
    });
    it('should return a int32 2D of random normal values', async () => {
        const SAMPLES = 100;
        const result = tf.randomNormal([SAMPLES, SAMPLES], 0, 2, 'int32', SEED);
        expect(result.dtype).toBe('int32');
        expect(result.shape).toEqual([SAMPLES, SAMPLES]);
        jarqueBeraNormalityTest(await result.data());
        expectArrayInMeanStdRange(await result.data(), 0, 2, EPSILON);
    });
    it('should return a float32 3D of random normal values', async () => {
        const SAMPLES_SHAPE = [20, 20, 20];
        // Ensure defaults to float32.
        let result = tf.randomNormal(SAMPLES_SHAPE, 0, 0.5, null, SEED);
        expect(result.dtype).toBe('float32');
        expect(result.shape).toEqual(SAMPLES_SHAPE);
        jarqueBeraNormalityTest(await result.data());
        expectArrayInMeanStdRange(await result.data(), 0, 0.5, EPSILON);
        result = tf.randomNormal(SAMPLES_SHAPE, 0, 1.5, 'float32', SEED);
        expect(result.dtype).toBe('float32');
        expect(result.shape).toEqual(SAMPLES_SHAPE);
        jarqueBeraNormalityTest(await result.data());
        expectArrayInMeanStdRange(await result.data(), 0, 1.5, EPSILON);
    });
    it('should return a int32 3D of random normal values', async () => {
        const SAMPLES_SHAPE = [20, 20, 20];
        const result = tf.randomNormal(SAMPLES_SHAPE, 0, 2, 'int32', SEED);
        expect(result.dtype).toBe('int32');
        expect(result.shape).toEqual(SAMPLES_SHAPE);
        jarqueBeraNormalityTest(await result.data());
        expectArrayInMeanStdRange(await result.data(), 0, 2, EPSILON);
    });
    it('should return a float32 4D of random normal values', async () => {
        const SAMPLES_SHAPE = [10, 10, 10, 10];
        // Ensure defaults to float32.
        let result = tf.randomNormal(SAMPLES_SHAPE, 0, 0.5, null, SEED);
        expect(result.dtype).toBe('float32');
        expect(result.shape).toEqual(SAMPLES_SHAPE);
        jarqueBeraNormalityTest(await result.data());
        expectArrayInMeanStdRange(await result.data(), 0, 0.5, EPSILON);
        result = tf.randomNormal(SAMPLES_SHAPE, 0, 1.5, 'float32', SEED);
        expect(result.dtype).toBe('float32');
        expect(result.shape).toEqual(SAMPLES_SHAPE);
        jarqueBeraNormalityTest(await result.data());
        expectArrayInMeanStdRange(await result.data(), 0, 1.5, EPSILON);
    });
    it('should return a int32 4D of random normal values', async () => {
        const SAMPLES_SHAPE = [10, 10, 10, 10];
        const result = tf.randomNormal(SAMPLES_SHAPE, 0, 2, 'int32', SEED);
        expect(result.dtype).toBe('int32');
        expect(result.shape).toEqual(SAMPLES_SHAPE);
        jarqueBeraNormalityTest(await result.data());
        expectArrayInMeanStdRange(await result.data(), 0, 2, EPSILON);
    });
    it('should return a int32 5D of random normal values', async () => {
        const SAMPLES_SHAPE = [10, 10, 10, 10, 10];
        const result = tf.randomNormal(SAMPLES_SHAPE, 0, 2, 'int32', SEED);
        expect(result.dtype).toBe('int32');
        expect(result.shape).toEqual(SAMPLES_SHAPE);
        jarqueBeraNormalityTest(await result.data());
        expectArrayInMeanStdRange(await result.data(), 0, 2, EPSILON);
    });
    it('should throw error when shape is not integer', () => {
        expect(() => tf.randomNormal([2, 2.22, 3.33], 0, 2, 'int32', SEED))
            .toThrow();
    });
});
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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  it('should throw error when shape is not integer', () => {\n    expect(() => tf.randomNormal([2, 2.22, 3.33], 0, 2, 'int32', SEED))\n        .toThrow();\n  });\n});\n"]}