/* ****************************************************************************** * * * 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 ******************************************************************************/ // // @author raver119@gmail.com // @author Yurii Shyrma (iuriish@yahoo.com) // #include #if NOT_EXCLUDED(OP_transpose) #include #include namespace sd { namespace ops { ////////////////////////////////////////////////////////////////////////// CUSTOM_OP_IMPL(transpose, 1, 1, false, 0, 0) { auto x = INPUT_VARIABLE(0); auto z = OUTPUT_VARIABLE(0); // Special case: empty.reshape() -> return empty if (x->isEmpty()) { REQUIRE_TRUE(z->isEmpty(), 0, "TRANSPOSE OP: when input is empty, output must also be empty"); return Status::OK; // No op } NDArray* castedPermute = nullptr; std::vector permutationVector; if (block.width() > 1) { castedPermute = INPUT_VARIABLE(1)->cast(INT64); permutationVector = castedPermute->asVectorT(); } else { permutationVector = *block.getIArguments(); } if (permutationVector.size() == 0) { NDArray *t = x->transpose(); z->assign(t); // FIXED: transpose() returns a view - only delete if not a view if (t != nullptr && !t->isView()) { delete t; } if (castedPermute != nullptr) delete castedPermute; return Status::OK; } bool isPermuteNecessary = false; int rank = permutationVector.size(); //handles empty permute vector case as well as case where array rank and permute vector rank //are different for (LongType i = 0; i < rank; ++i) { if (permutationVector[i] != i) { isPermuteNecessary = true; break; } } if(!isPermuteNecessary) { z->assign(x); return Status::OK; } z->assign(x->permute(permutationVector, false, false)); if (castedPermute != nullptr) delete castedPermute; return Status::OK; } DECLARE_TYPES(transpose) { getOpDescriptor()->setAllowedInputTypes(ANY)->setSameMode(true); } DECLARE_SHAPE_FN(transpose) { auto x = INPUT_VARIABLE(0); const LongType rank = x->rankOf(); if(rank < 1) return SHAPELIST(ConstantShapeHelper::getInstance().scalarShapeInfo(x->dataType())); std::vector permutationVector = block.width() > 1 ? INPUT_VARIABLE(1)->cast(INT64)->asVectorT() : *block.getIArguments(); if (permutationVector.size() == 0) { auto temp = ShapeUtils::evalTransposeShapeInfo(*x, nullptr, true); auto ret = ConstantShapeHelper::getInstance().createFromExisting(temp); RELEASE(temp, nullptr); return SHAPELIST(ret); } bool isPermuteNecessary = false; if(permutationVector.size() == static_cast(rank)) for (LongType i = 0; i < rank; ++i) { if (permutationVector[i] != i) { isPermuteNecessary = true; break; } } if(!isPermuteNecessary) { //note: do not deallocate this buffer. they are kept around. auto permEvalShapeInfo = ConstantShapeHelper::getInstance().createFromExisting(inputShape->at(0)); return SHAPELIST(permEvalShapeInfo); } //note: do not deallocate this buffer. they are kept around. auto permEvalShapeInfo = ShapeUtils::evalPermShapeInfo(permutationVector.data(), x->rankOf(), x, nullptr, true); if(x->isEmpty()) { ArrayOptions::setPropertyBit(permEvalShapeInfo, ARRAY_EMPTY); } auto ret = CONSTANT(permEvalShapeInfo); return SHAPELIST(ret); } } // namespace ops } // namespace sd #endif