| 1 | /// <amd-module name="@tensorflow/tfjs-core/dist/ops/conv3d_transpose" />
|
| 2 | /**
|
| 3 | * @license
|
| 4 | * Copyright 2020 Google LLC. All Rights Reserved.
|
| 5 | * Licensed under the Apache License, Version 2.0 (the "License");
|
| 6 | * you may not use this file except in compliance with the License.
|
| 7 | * You may obtain a copy of the License at
|
| 8 | *
|
| 9 | * http://www.apache.org/licenses/LICENSE-2.0
|
| 10 | *
|
| 11 | * Unless required by applicable law or agreed to in writing, software
|
| 12 | * distributed under the License is distributed on an "AS IS" BASIS,
|
| 13 | * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
|
| 14 | * See the License for the specific language governing permissions and
|
| 15 | * limitations under the License.
|
| 16 | * =============================================================================
|
| 17 | */
|
| 18 | import { Tensor4D, Tensor5D } from '../tensor';
|
| 19 | import { TensorLike } from '../types';
|
| 20 | /**
|
| 21 | * Computes the transposed 3D convolution of a volume, also known as a
|
| 22 | * deconvolution.
|
| 23 | *
|
| 24 | * @param x The input image, of rank 5 or rank 4, of shape
|
| 25 | * `[batch, depth, height, width, inDepth]`. If rank 4, batch of 1 is assumed.
|
| 26 | * @param filter The filter, rank 4, of shape
|
| 27 | * `[depth, filterHeight, filterWidth, outDepth, inDepth]`.
|
| 28 | * `inDepth` must match `inDepth` in `x`.
|
| 29 | * @param outputShape Output shape, of rank 5 or rank 4:
|
| 30 | * `[batch, depth, height, width, outDepth]`. If rank 3, batch of 1 is
|
| 31 | * assumed.
|
| 32 | * @param strides The strides of the original convolution:
|
| 33 | * `[strideDepth, strideHeight, strideWidth]`.
|
| 34 | * @param pad The type of padding algorithm used in the non-transpose version
|
| 35 | * of the op.
|
| 36 | *
|
| 37 | * @doc {heading: 'Operations', subheading: 'Convolution'}
|
| 38 | */
|
| 39 | declare function conv3dTranspose_<T extends Tensor4D | Tensor5D>(x: T | TensorLike, filter: Tensor5D | TensorLike, outputShape: [number, number, number, number, number] | [number, number, number, number], strides: [number, number, number] | number, pad: 'valid' | 'same'): T;
|
| 40 | export declare const conv3dTranspose: typeof conv3dTranspose_;
|
| 41 | export {};
|