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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 { expectValuesInRange } from '../test_util';
describeWithFlags('randomUniform', ALL_ENVS, () => {
    it('should return a random 1D float32 array', async () => {
        const shape = [10];
        // Ensure defaults to float32 w/o type:
        let result = tf.randomUniform(shape, 0, 2.5);
        expect(result.dtype).toBe('float32');
        expectValuesInRange(await result.data(), 0, 2.5);
        result = tf.randomUniform(shape, 0, 1.5, 'float32');
        expect(result.dtype).toBe('float32');
        expectValuesInRange(await result.data(), 0, 1.5);
    });
    it('should return a random 1D int32 array', async () => {
        const shape = [10];
        const result = tf.randomUniform(shape, 0, 2, 'int32');
        expect(result.dtype).toBe('int32');
        expectValuesInRange(await result.data(), 0, 2);
    });
    it('should return a random 1D bool array', async () => {
        const shape = [10];
        const result = tf.randomUniform(shape, 0, 1, 'bool');
        expect(result.dtype).toBe('bool');
        expectValuesInRange(await result.data(), 0, 1);
    });
    it('should return a random 2D float32 array', async () => {
        const shape = [3, 4];
        // Ensure defaults to float32 w/o type:
        let result = tf.randomUniform(shape, 0, 2.5);
        expect(result.dtype).toBe('float32');
        expectValuesInRange(await result.data(), 0, 2.5);
        result = tf.randomUniform(shape, 0, 1.5, 'float32');
        expect(result.dtype).toBe('float32');
        expectValuesInRange(await result.data(), 0, 1.5);
    });
    it('should return a random 2D int32 array', async () => {
        const shape = [3, 4];
        const result = tf.randomUniform(shape, 0, 2, 'int32');
        expect(result.dtype).toBe('int32');
        expectValuesInRange(await result.data(), 0, 2);
    });
    it('should return a random 2D bool array', async () => {
        const shape = [3, 4];
        const result = tf.randomUniform(shape, 0, 1, 'bool');
        expect(result.dtype).toBe('bool');
        expectValuesInRange(await result.data(), 0, 1);
    });
    it('should return a random 3D float32 array', async () => {
        const shape = [3, 4, 5];
        // Ensure defaults to float32 w/o type:
        let result = tf.randomUniform(shape, 0, 2.5);
        expect(result.dtype).toBe('float32');
        expectValuesInRange(await result.data(), 0, 2.5);
        result = tf.randomUniform(shape, 0, 1.5, 'float32');
        expect(result.dtype).toBe('float32');
        expectValuesInRange(await result.data(), 0, 1.5);
    });
    it('should return a random 3D int32 array', async () => {
        const shape = [3, 4, 5];
        const result = tf.randomUniform(shape, 0, 2, 'int32');
        expect(result.dtype).toBe('int32');
        expectValuesInRange(await result.data(), 0, 2);
    });
    it('should return a random 3D bool array', async () => {
        const shape = [3, 4, 5];
        const result = tf.randomUniform(shape, 0, 1, 'bool');
        expect(result.dtype).toBe('bool');
        expectValuesInRange(await result.data(), 0, 1);
    });
    it('should return a random 4D float32 array', async () => {
        const shape = [3, 4, 5, 6];
        // Ensure defaults to float32 w/o type:
        let result = tf.randomUniform(shape, 0, 2.5);
        expect(result.dtype).toBe('float32');
        expectValuesInRange(await result.data(), 0, 2.5);
        result = tf.randomUniform(shape, 0, 1.5, 'float32');
        expect(result.dtype).toBe('float32');
        expectValuesInRange(await result.data(), 0, 1.5);
    });
    it('should return a random 4D int32 array', async () => {
        const shape = [3, 4, 5, 6];
        const result = tf.randomUniform(shape, 0, 2, 'int32');
        expect(result.dtype).toBe('int32');
        expectValuesInRange(await result.data(), 0, 2);
    });
    it('should return a random 4D bool array', async () => {
        const shape = [3, 4, 5, 6];
        const result = tf.randomUniform(shape, 0, 1, 'bool');
        expect(result.dtype).toBe('bool');
        expectValuesInRange(await result.data(), 0, 1);
    });
    it('should return a random 5D float32 array', async () => {
        const shape = [2, 3, 4, 5, 6];
        // Ensure defaults to float32 w/o type:
        let result = tf.randomUniform(shape, 0, 2.5);
        expect(result.dtype).toBe('float32');
        expectValuesInRange(await result.data(), 0, 2.5);
        result = tf.randomUniform(shape, 0, 1.5, 'float32');
        expect(result.dtype).toBe('float32');
        expectValuesInRange(await result.data(), 0, 1.5);
    });
    it('should return a random 5D int32 array', async () => {
        const shape = [2, 3, 4, 5, 6];
        const result = tf.randomUniform(shape, 0, 2, 'int32');
        expect(result.dtype).toBe('int32');
        expectValuesInRange(await result.data(), 0, 2);
    });
    it('should return a random 5D bool array', async () => {
        const shape = [2, 3, 4, 5, 6];
        const result = tf.randomUniform(shape, 0, 1, 'bool');
        expect(result.dtype).toBe('bool');
        expectValuesInRange(await result.data(), 0, 1);
    });
    it('should throw error when shape is not integer', () => {
        expect(() => tf.randomUniform([2, 2.22, 3.33], 0, 1)).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 {expectValuesInRange} from '../test_util';\n\ndescribeWithFlags('randomUniform', ALL_ENVS, () => {\n  it('should return a random 1D float32 array', async () => {\n    const shape: [number] = [10];\n\n    // Ensure defaults to float32 w/o type:\n    let result = tf.randomUniform(shape, 0, 2.5);\n    expect(result.dtype).toBe('float32');\n    expectValuesInRange(await result.data(), 0, 2.5);\n\n    result = tf.randomUniform(shape, 0, 1.5, 'float32');\n    expect(result.dtype).toBe('float32');\n    expectValuesInRange(await result.data(), 0, 1.5);\n  });\n\n  it('should return a random 1D int32 array', async () => {\n    const shape: [number] = [10];\n    const result = tf.randomUniform(shape, 0, 2, 'int32');\n    expect(result.dtype).toBe('int32');\n    expectValuesInRange(await result.data(), 0, 2);\n  });\n\n  it('should return a random 1D bool array', async () => {\n    const shape: [number] = [10];\n    const result = tf.randomUniform(shape, 0, 1, 'bool');\n    expect(result.dtype).toBe('bool');\n    expectValuesInRange(await result.data(), 0, 1);\n  });\n\n  it('should return a random 2D float32 array', async () => {\n    const shape: [number, number] = [3, 4];\n\n    // Ensure defaults to float32 w/o type:\n    let result = tf.randomUniform(shape, 0, 2.5);\n    expect(result.dtype).toBe('float32');\n    expectValuesInRange(await result.data(), 0, 2.5);\n\n    result = tf.randomUniform(shape, 0, 1.5, 'float32');\n    expect(result.dtype).toBe('float32');\n    expectValuesInRange(await result.data(), 0, 1.5);\n  });\n\n  it('should return a random 2D int32 array', async () => {\n    const shape: [number, number] = [3, 4];\n    const result = tf.randomUniform(shape, 0, 2, 'int32');\n    expect(result.dtype).toBe('int32');\n    expectValuesInRange(await result.data(), 0, 2);\n  });\n\n  it('should return a random 2D bool array', async () => {\n    const shape: [number, number] = [3, 4];\n    const result = tf.randomUniform(shape, 0, 1, 'bool');\n    expect(result.dtype).toBe('bool');\n    expectValuesInRange(await result.data(), 0, 1);\n  });\n\n  it('should return a random 3D float32 array', async () => {\n    const shape: [number, number, number] = [3, 4, 5];\n\n    // Ensure defaults to float32 w/o type:\n    let result = tf.randomUniform(shape, 0, 2.5);\n    expect(result.dtype).toBe('float32');\n    expectValuesInRange(await result.data(), 0, 2.5);\n\n    result = tf.randomUniform(shape, 0, 1.5, 'float32');\n    expect(result.dtype).toBe('float32');\n    expectValuesInRange(await result.data(), 0, 1.5);\n  });\n\n  it('should return a random 3D int32 array', async () => {\n    const shape: [number, number, number] = [3, 4, 5];\n    const result = tf.randomUniform(shape, 0, 2, 'int32');\n    expect(result.dtype).toBe('int32');\n    expectValuesInRange(await result.data(), 0, 2);\n  });\n\n  it('should return a random 3D bool array', async () => {\n    const shape: [number, number, number] = [3, 4, 5];\n    const result = tf.randomUniform(shape, 0, 1, 'bool');\n    expect(result.dtype).toBe('bool');\n    expectValuesInRange(await result.data(), 0, 1);\n  });\n\n  it('should return a random 4D float32 array', async () => {\n    const shape: [number, number, number, number] = [3, 4, 5, 6];\n\n    // Ensure defaults to float32 w/o type:\n    let result = tf.randomUniform(shape, 0, 2.5);\n    expect(result.dtype).toBe('float32');\n    expectValuesInRange(await result.data(), 0, 2.5);\n\n    result = tf.randomUniform(shape, 0, 1.5, 'float32');\n    expect(result.dtype).toBe('float32');\n    expectValuesInRange(await result.data(), 0, 1.5);\n  });\n\n  it('should return a random 4D int32 array', async () => {\n    const shape: [number, number, number, number] = [3, 4, 5, 6];\n    const result = tf.randomUniform(shape, 0, 2, 'int32');\n    expect(result.dtype).toBe('int32');\n    expectValuesInRange(await result.data(), 0, 2);\n  });\n\n  it('should return a random 4D bool array', async () => {\n    const shape: [number, number, number, number] = [3, 4, 5, 6];\n    const result = tf.randomUniform(shape, 0, 1, 'bool');\n    expect(result.dtype).toBe('bool');\n    expectValuesInRange(await result.data(), 0, 1);\n  });\n\n  it('should return a random 5D float32 array', async () => {\n    const shape: [number, number, number, number, number] = [2, 3, 4, 5, 6];\n\n    // Ensure defaults to float32 w/o type:\n    let result = tf.randomUniform(shape, 0, 2.5);\n    expect(result.dtype).toBe('float32');\n    expectValuesInRange(await result.data(), 0, 2.5);\n\n    result = tf.randomUniform(shape, 0, 1.5, 'float32');\n    expect(result.dtype).toBe('float32');\n    expectValuesInRange(await result.data(), 0, 1.5);\n  });\n\n  it('should return a random 5D int32 array', async () => {\n    const shape: [number, number, number, number, number] = [2, 3, 4, 5, 6];\n    const result = tf.randomUniform(shape, 0, 2, 'int32');\n    expect(result.dtype).toBe('int32');\n    expectValuesInRange(await result.data(), 0, 2);\n  });\n\n  it('should return a random 5D bool array', async () => {\n    const shape: [number, number, number, number, number] = [2, 3, 4, 5, 6];\n    const result = tf.randomUniform(shape, 0, 1, 'bool');\n    expect(result.dtype).toBe('bool');\n    expectValuesInRange(await result.data(), 0, 1);\n  });\n\n  it('should throw error when shape is not integer', () => {\n    expect(() => tf.randomUniform([2, 2.22, 3.33], 0, 1)).toThrow();\n  });\n});\n"]}