/**
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* @license
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* Copyright 2018 Google Inc. All Rights Reserved.
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* Licensed under the Apache License, Version 2.0 (the "License");
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* you may not use this file except in compliance with the License.
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* You may obtain a copy of the License at
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*
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* http://www.apache.org/licenses/LICENSE-2.0
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*
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* Unless required by applicable law or agreed to in writing, software
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* distributed under the License is distributed on an "AS IS" BASIS,
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* WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
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* See the License for the specific language governing permissions and
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* limitations under the License.
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* =============================================================================
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*/
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import {ENGINE} from '../engine';
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import {Tensor, Tensor1D, Tensor2D, Tensor3D, Tensor4D} from '../tensor';
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import {convertToTensor} from '../tensor_util_env';
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import {TensorLike} from '../types';
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import * as util from '../util';
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import {op} from './operation';
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/**
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* Reverses a `tf.Tensor1D`.
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*
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* @param x The input tensor.
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*/
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function reverse1d_(x: Tensor1D|TensorLike): Tensor1D {
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const $x = convertToTensor(x, 'x', 'reverse');
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util.assert(
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$x.rank === 1,
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() => `Error in reverse1D: x must be rank 1 but got rank ${$x.rank}.`);
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return reverse($x, 0);
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}
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/**
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* Reverses a `tf.Tensor2D` along a specified axis.
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*
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* @param x The input tensor.
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* @param axis The set of dimensions to reverse. Must be in the
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* range [-rank(x), rank(x)). Defaults to all axes.
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*/
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function reverse2d_(x: Tensor2D|TensorLike, axis?: number|number[]): Tensor2D {
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const $x = convertToTensor(x, 'x', 'reverse');
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util.assert(
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$x.rank === 2,
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() => `Error in reverse2D: x must be rank 2 but got rank ${$x.rank}.`);
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return reverse($x, axis);
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}
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/**
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* Reverses a `tf.Tensor3D` along a specified axis.
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*
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* @param x The input tensor.
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* @param axis The set of dimensions to reverse. Must be in the
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* range [-rank(x), rank(x)). Defaults to all axes.
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*/
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function reverse3d_(x: Tensor3D|TensorLike, axis?: number|number[]): Tensor3D {
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const $x = convertToTensor(x, 'x', 'reverse');
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util.assert(
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$x.rank === 3,
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() => `Error in reverse3D: x must be rank 3 but got rank ${$x.rank}.`);
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return reverse($x, axis);
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}
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/**
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* Reverses a `tf.Tensor4D` along a specified axis.
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*
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* @param x The input tensor.
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* @param axis The set of dimensions to reverse. Must be in the
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* range [-rank(x), rank(x)). Defaults to all axes.
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*/
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function reverse4d_(x: Tensor4D|TensorLike, axis?: number|number[]): Tensor4D {
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const $x = convertToTensor(x, 'x', 'reverse');
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util.assert(
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$x.rank === 4,
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() => `Error in reverse4D: x must be rank 4 but got rank ${$x.rank}.`);
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return reverse($x, axis);
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}
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/**
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* Reverses a `tf.Tensor` along a specified axis.
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*
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* Also available are stricter rank-specific methods that assert that `x` is
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* of the given rank:
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* - `tf.reverse1d`
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* - `tf.reverse2d`
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* - `tf.reverse3d`
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* - `tf.reverse4d`
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*
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* Except `tf.reverse1d` (which does not have axis param), all methods have
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* same signature as this method.
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*
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* ```js
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* const x = tf.tensor1d([1, 2, 3, 4]);
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*
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* x.reverse().print();
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* ```
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*
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* ```js
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* const x = tf.tensor2d([1, 2, 3, 4], [2, 2]);
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*
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* const axis = 1;
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* x.reverse(axis).print();
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* ```
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* @param x The input tensor to be reversed.
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* @param axis The set of dimensions to reverse. Must be in the
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* range [-rank(x), rank(x)). Defaults to all axes.
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*/
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/** @doc {heading: 'Tensors', subheading: 'Slicing and Joining'} */
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function reverse_<T extends Tensor>(
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x: T|TensorLike, axis?: number|number[]): T {
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const $x = convertToTensor(x, 'x', 'reverse');
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if ($x.rank === 0) {
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return $x.clone();
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}
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const axes = util.parseAxisParam(axis, $x.shape);
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const grad = (dy: T) => {
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return {$x: () => dy.reverse(axes)};
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};
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const res =
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ENGINE.runKernelFunc(backend => backend.reverse($x, axes), {$x}, grad);
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return res.reshapeAs($x);
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}
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export const reverse = op({reverse_});
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export const reverse1d = op({reverse1d_});
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export const reverse2d = op({reverse2d_});
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export const reverse3d = op({reverse3d_});
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export const reverse4d = op({reverse4d_});
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