/* ****************************************************************************** * * * 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. * * See the NOTICE file distributed with this work for additional * information regarding copyright ownership. * 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 29/10/17. // #include #if NOT_EXCLUDED(OP_flatten2d) #include namespace sd { namespace ops { ////////////////////////////////////////////////////////////////////////// // here iArgs is a vector with (optional) negative of order as first element: // ({-order, dim1, dim2, dim3, ...}) CUSTOM_OP_IMPL(flatten_2d, 1, 1, false, 0, -2) { auto x = INPUT_VARIABLE(0); auto z = OUTPUT_VARIABLE(0); // Special case: empty.reshape() -> return empty if (x->isEmpty()) { REQUIRE_TRUE(z->isEmpty(), 0, "Reshape: when input is empty, output must also be empty"); return Status::OK; // No op } REQUIRE_TRUE(x->lengthOf() == z->lengthOf(), 0, "Reshape: lengths before and after reshape should match, but got %i vs %i", x->lengthOf(), z->lengthOf()); auto* zShapeVec = z->getShapeAsVector(); if (Environment::getInstance().isDebugAndVerbose()) sd_printv("Reshape: new shape", *zShapeVec); auto xReshaped = x->reshape(z->ordering(), *zShapeVec); delete zShapeVec; z->assign(xReshaped); delete xReshaped; return Status::OK; } DECLARE_TYPES(flatten_2d) { getOpDescriptor()->setAllowedInputTypes(0, ANY)->setAllowedInputTypes(1, {ALL_INTS})->setSameMode(true); } DECLARE_SHAPE_FN(flatten_2d) { const auto x = INPUT_VARIABLE(0); const auto shape = x->shapeOf(); auto axis = INT_ARG(0); if (axis < 0) { axis += x->rankOf(); } std::vector reshapeArgs; std::vector shapeNew; auto firstDim = 1; auto lastDim = 1; for (int i = 0; i < axis; i++) { firstDim *= shape[i]; } for (int i = axis; i < x->rankOf(); i++) { lastDim *= shape[i]; } shapeNew.push_back(firstDim); shapeNew.push_back(lastDim); auto len = shape::prodLong(shapeNew.data(), shapeNew.size()); REQUIRE_TRUE(x->lengthOf() == len, 0, "Reshape: lengths before and after reshape should match, but got %i vs %i", x->lengthOf(), len); return SHAPELIST(ConstantShapeHelper::getInstance().createShapeInfo(x->dataType(), x->ordering(), shapeNew)); } } // namespace ops } // namespace sd #endif