/* ****************************************************************************** * * * 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 Yurii Shyrma (iuriish@yahoo.com), created on 20.01.2018 // #include #if NOT_EXCLUDED(OP_svd) #include #include namespace sd { namespace ops { CUSTOM_OP_IMPL(svd, 1, 1, false, 0, 3) { auto x = INPUT_VARIABLE(0); const int rank = x->rankOf(); REQUIRE_TRUE(rank >= 2, 0, "SVD OP: the rank of input array must be >=2, but got %i instead!", rank); bool fullUV = (bool)INT_ARG(0); const bool calcUV = (bool)INT_ARG(1); if (calcUV == false) fullUV = false; const int switchNum = INT_ARG(2); helpers::svd(block.launchContext(), x, {OUTPUT_VARIABLE(0), calcUV ? OUTPUT_VARIABLE(1) : nullptr, calcUV ? OUTPUT_VARIABLE(2) : nullptr}, fullUV, calcUV, switchNum); return Status::OK; ; } DECLARE_TYPES(svd) { getOpDescriptor()->setAllowedInputTypes(0, {FLOAT32, DOUBLE, HALF})->setSameMode(true); } DECLARE_SHAPE_FN(svd) { auto inShapeInfo = inputShape->at(0); bool fullUV = (bool)INT_ARG(0); bool calcUV = (bool)INT_ARG(1); const int rank = inShapeInfo[0]; REQUIRE_TRUE(rank >= 2, 0, "SVD OP: the rank of input array must be >=2, but got %i instead!", rank); const int diagSize = inShapeInfo[rank] < inShapeInfo[rank - 1] ? inShapeInfo[rank] : inShapeInfo[rank - 1]; LongType* sShapeInfo(nullptr); if (rank == 2) { ALLOCATE(sShapeInfo, block.getWorkspace(), shape::shapeInfoLength(1), sd::LongType); sShapeInfo[0] = 1; sShapeInfo[1] = diagSize; } else { ALLOCATE(sShapeInfo, block.getWorkspace(), shape::shapeInfoLength(rank - 1), sd::LongType); sShapeInfo[0] = rank - 1; for (int i = 1; i <= rank - 2; ++i) sShapeInfo[i] = inShapeInfo[i]; sShapeInfo[rank - 1] = diagSize; } ShapeUtils::updateStridesAndType(sShapeInfo, inShapeInfo, shape::order(inShapeInfo)); if (calcUV) { LongType *uShapeInfo(nullptr), *vShapeInfo(nullptr); COPY_SHAPE(inShapeInfo, uShapeInfo); COPY_SHAPE(inShapeInfo, vShapeInfo); if (fullUV) { uShapeInfo[rank] = uShapeInfo[rank - 1]; vShapeInfo[rank - 1] = vShapeInfo[rank]; } else { uShapeInfo[rank] = diagSize; vShapeInfo[rank - 1] = vShapeInfo[rank]; vShapeInfo[rank] = diagSize; } shape::updateStrides(uShapeInfo, shape::order(inShapeInfo), false); shape::updateStrides(vShapeInfo, shape::order(inShapeInfo), false); auto result = SHAPELIST(ConstantShapeHelper::getInstance().bufferForShapeInfo(sShapeInfo)->primary(), ConstantShapeHelper::getInstance().bufferForShapeInfo(uShapeInfo)->primary(), ConstantShapeHelper::getInstance().bufferForShapeInfo(vShapeInfo)->primary()); return result; } return SHAPELIST(ConstantShapeHelper::getInstance().createFromExisting(sShapeInfo)); } } // namespace ops } // namespace sd #endif