/******************************************************************************* * Copyright (c) 2015-2018 Skymind, Inc. * * This program and the accompanying materials are made available under the * terms of the Apache License, Version 2.0 which is available at * https://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. * * SPDX-License-Identifier: Apache-2.0 ******************************************************************************/ // // Created by raver119 on 17.10.2017. // #include #if NOT_EXCLUDED(OP_col2im) #include #include namespace nd4j { namespace ops { CUSTOM_OP_IMPL(col2im, 1, 1, false, 0, 9) { auto x = INPUT_VARIABLE(0); auto z = OUTPUT_VARIABLE(0); REQUIRE_TRUE(x->rankOf() == 6, 0, "col2im input should be 6D, but got %i instead", x->rankOf()); REQUIRE_TRUE(z->rankOf() == 4, 0, "col2im output should be 4D, but got %i instead", z->rankOf()); int strideY = INT_ARG(0); int strideX = INT_ARG(1); int padHeight = INT_ARG(2); int padWidth = INT_ARG(3); int imgHeight = INT_ARG(4); int imgWidth = INT_ARG(5); int dY = INT_ARG(6); //Dilation in height/y dimension int dX = INT_ARG(7); //Dilation in width/x dimension LaunchContext* ctx = block.launchContext(); helpers::col2im(*ctx, *x, *z, strideY, strideX, padHeight, padWidth, imgHeight, imgWidth, dY, dX); STORE_RESULT(*z); return ND4J_STATUS_OK; } DECLARE_SHAPE_FN(col2im) { auto inShape = inputShape->at(0); int bS = shape::shapeOf(inShape)[0]; int iD = shape::shapeOf(inShape)[1]; int sY = INT_ARG(0); int sX = INT_ARG(1); int pY = INT_ARG(2); int pX = INT_ARG(3); int inY = INT_ARG(4); int inX = INT_ARG(5); int dY = INT_ARG(6); //Dilation, height/y dimension int dX = INT_ARG(7); //Dilation, width/x dimension bool isSameMode = INT_ARG(8) > 0; Nd4jLong* zShape; ALLOCATE(zShape, block.getWorkspace(), shape::shapeInfoLength(4), Nd4jLong); zShape[0] = 4; zShape[1] = bS; zShape[2] = iD; zShape[3] = inY; zShape[4] = inX; zShape[shape::shapeInfoLength(zShape) - 2] = 1; zShape[shape::shapeInfoLength(zShape) - 1] = 99; ShapeUtils::updateStridesAndType(zShape, inShape, 'c'); return SHAPELIST(CONSTANT(zShape)); } DECLARE_TYPES(col2im) { getOpDescriptor() ->setAllowedInputTypes(0, DataType::ANY) ->setAllowedOutputTypes(0, DataType::INHERIT) ->setSameMode(true); } } } #endif