/** * @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 { expectArraysClose } from '../test_util'; import { backend } from '../index'; describeWithFlags('leakyrelu', ALL_ENVS, () => { it('basic', async () => { const a = tf.tensor1d([0, 1, -2]); const result = tf.leakyRelu(a); expect(result.shape).toEqual(a.shape); expectArraysClose(await result.data(), [0, 1, -0.4]); }); it('int32', async () => { if (backend() && backend().floatPrecision() === 32) { // TODO: Use skip() instead when it is implemented const a = tf.tensor1d([0, 1, -2], 'int32'); const result = tf.leakyRelu(a); expect(result.shape).toEqual(a.shape); expect(result.dtype).toEqual('float32'); expectArraysClose(await result.data(), [0, 1, -0.4]); } }); it('propagates NaN', async () => { const a = tf.tensor1d([0, 1, NaN]); const result = tf.leakyRelu(a); expect(result.shape).toEqual(a.shape); expectArraysClose(await result.data(), [0, 1, NaN]); }); it('gradients: Scalar', async () => { const a = tf.scalar(-4); const dy = tf.scalar(8); const alpha = 0.1; const gradients = tf.grad((a) => tf.leakyRelu(a, alpha))(a, dy); expect(gradients.shape).toEqual(a.shape); expect(gradients.dtype).toEqual('float32'); expectArraysClose(await gradients.data(), [8 * alpha]); }); it('gradient with clones', async () => { const a = tf.scalar(-4); const dy = tf.scalar(8); const alpha = 0.1; const gradients = tf.grad((a) => tf.leakyRelu(a.clone(), alpha).clone())(a, dy); expect(gradients.shape).toEqual(a.shape); expect(gradients.dtype).toEqual('float32'); expectArraysClose(await gradients.data(), [8 * alpha]); }); it('gradients: Tensor1D', async () => { const aValues = [1, -1, 0.1]; const dyValues = [1, 2, 3]; const alpha = 0.1; const a = tf.tensor1d(aValues); const dy = tf.tensor1d(dyValues); const gradients = tf.grad((a) => tf.leakyRelu(a, alpha))(a, dy); expect(gradients.shape).toEqual(a.shape); expect(gradients.dtype).toEqual('float32'); expectArraysClose(await gradients.data(), [1, 2 * alpha, 3]); }); it('gradients: Tensor2D', async () => { const aValues = [1, -1, 0.1, 0.5]; const dyValues = [1, 2, 3, 4]; const alpha = 0.1; const a = tf.tensor2d(aValues, [2, 2]); const dy = tf.tensor2d(dyValues, [2, 2]); const gradients = tf.grad((a) => tf.leakyRelu(a, alpha))(a, dy); expect(gradients.shape).toEqual(a.shape); expect(gradients.dtype).toEqual('float32'); expectArraysClose(await gradients.data(), [1, 2 * alpha, 3, 4]); }); it('throws when passed a non-tensor', () => { expect(() => tf.leakyRelu({})) .toThrowError(/Argument 'x' passed to 'leakyRelu' must be a Tensor/); }); it('accepts a tensor-like object', async () => { const result = tf.leakyRelu([0, 1, -2]); expect(result.shape).toEqual([3]); expectArraysClose(await result.data(), [0, 1, -0.4]); }); it('throws for string tensor', () => { expect(() => tf.leakyRelu('q')) .toThrowError(/Argument 'x' passed to 'leakyRelu' must be numeric/); }); }); //# 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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 {expectArraysClose} from '../test_util';\nimport {backend} from '../index';\n\ndescribeWithFlags('leakyrelu', ALL_ENVS, () => {\n  it('basic', async () => {\n    const a = tf.tensor1d([0, 1, -2]);\n    const result = tf.leakyRelu(a);\n\n    expect(result.shape).toEqual(a.shape);\n    expectArraysClose(await result.data(), [0, 1, -0.4]);\n  });\n\n  it('int32', async () => {\n    if (backend() && backend().floatPrecision() === 32) {\n      // TODO: Use skip() instead when it is implemented\n      const a = tf.tensor1d([0, 1, -2], 'int32');\n      const result = tf.leakyRelu(a);\n\n      expect(result.shape).toEqual(a.shape);\n      expect(result.dtype).toEqual('float32');\n      expectArraysClose(await result.data(), [0, 1, -0.4]);\n    }\n  });\n\n  it('propagates NaN', async () => {\n    const a = tf.tensor1d([0, 1, NaN]);\n    const result = tf.leakyRelu(a);\n\n    expect(result.shape).toEqual(a.shape);\n    expectArraysClose(await result.data(), [0, 1, NaN]);\n  });\n\n  it('gradients: Scalar', async () => {\n    const a = tf.scalar(-4);\n    const dy = tf.scalar(8);\n    const alpha = 0.1;\n\n    const gradients = tf.grad((a) => tf.leakyRelu(a, alpha))(a, dy);\n\n    expect(gradients.shape).toEqual(a.shape);\n    expect(gradients.dtype).toEqual('float32');\n    expectArraysClose(await gradients.data(), [8 * alpha]);\n  });\n\n  it('gradient with clones', async () => {\n    const a = tf.scalar(-4);\n    const dy = tf.scalar(8);\n    const alpha = 0.1;\n\n    const gradients =\n        tf.grad((a) => tf.leakyRelu(a.clone(), alpha).clone())(a, dy);\n\n    expect(gradients.shape).toEqual(a.shape);\n    expect(gradients.dtype).toEqual('float32');\n    expectArraysClose(await gradients.data(), [8 * alpha]);\n  });\n\n  it('gradients: Tensor1D', async () => {\n    const aValues = [1, -1, 0.1];\n    const dyValues = [1, 2, 3];\n    const alpha = 0.1;\n\n    const a = tf.tensor1d(aValues);\n    const dy = tf.tensor1d(dyValues);\n\n    const gradients = tf.grad((a) => tf.leakyRelu(a, alpha))(a, dy);\n\n    expect(gradients.shape).toEqual(a.shape);\n    expect(gradients.dtype).toEqual('float32');\n\n    expectArraysClose(await gradients.data(), [1, 2 * alpha, 3]);\n  });\n\n  it('gradients: Tensor2D', async () => {\n    const aValues = [1, -1, 0.1, 0.5];\n    const dyValues = [1, 2, 3, 4];\n    const alpha = 0.1;\n\n    const a = tf.tensor2d(aValues, [2, 2]);\n    const dy = tf.tensor2d(dyValues, [2, 2]);\n\n    const gradients = tf.grad((a) => tf.leakyRelu(a, alpha))(a, dy);\n\n    expect(gradients.shape).toEqual(a.shape);\n    expect(gradients.dtype).toEqual('float32');\n\n    expectArraysClose(await gradients.data(), [1, 2 * alpha, 3, 4]);\n  });\n\n  it('throws when passed a non-tensor', () => {\n    expect(() => tf.leakyRelu({} as tf.Tensor))\n        .toThrowError(/Argument 'x' passed to 'leakyRelu' must be a Tensor/);\n  });\n\n  it('accepts a tensor-like object', async () => {\n    const result = tf.leakyRelu([0, 1, -2]);\n\n    expect(result.shape).toEqual([3]);\n    expectArraysClose(await result.data(), [0, 1, -0.4]);\n  });\n\n  it('throws for string tensor', () => {\n    expect(() => tf.leakyRelu('q'))\n        .toThrowError(/Argument 'x' passed to 'leakyRelu' must be numeric/);\n  });\n});\n"]}