/******************************************************************************* * 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 ******************************************************************************/ // // @author Adam Gibson // #include #include #if NOT_EXCLUDED(OP_where_np) #include #include namespace sd { namespace ops { CUSTOM_OP_IMPL(where_np, -1, 1, false, 0, 0) { auto condition = INPUT_VARIABLE(0); if (block.width() == 3) { auto x = INPUT_VARIABLE(1); auto y = INPUT_VARIABLE(2); auto z = OUTPUT_VARIABLE(0); int numMatches = 0; // if cond matches x/y shape - we have per-element mask if (condition->isSameShape(x)) { // FIXME: for perf it might be better to issue memcpy here, and fill only mismatched values from either X or Y if(y->isScalar()) { if (y->isR()) { for (int e = 0; e < condition->lengthOf(); e++) { auto r = condition->e(e) ? y->e(0) : x->e(e); z->p(e, r); } } else { for (int e = 0; e < condition->lengthOf(); e++) { auto r = condition->e(e) ? y->e(0) : x->e(e); z->p(e, r); } } } else { if (y->isR()) { for (int e = 0; e < condition->lengthOf(); e++) { if (condition->e(e)) { auto r = y->e(numMatches); z->p(e, r); numMatches++; } else { auto r = x->e(e); z->p(e, r); } } } else { for (int e = 0; e < condition->lengthOf(); e++) { if (condition->e(e)) { auto r = y->e(numMatches); z->p(e, r); numMatches++; } else { auto r = x->e(e); z->p(e, r); } } } } } else { REQUIRE_TRUE(condition->lengthOf() == x->sizeAt(0), 0, "Condition length should be equal to the dim0 of x/y to act as TAD-mask, but got %d instead", condition->lengthOf()); auto dims = ShapeUtils::evalDimsToExclude(x->rankOf(), {0}); auto tadsX = x->allTensorsAlongDimension(dims); auto tadsY = y->allTensorsAlongDimension(dims); auto tadsZ = z->allTensorsAlongDimension(dims); for (int e = 0; e < tadsX.size(); e++) { if (!condition->e(e)) tadsZ.at(e)->assign(tadsY.at(e)); else tadsZ.at(e)->assign(tadsX.at(e)); } } } else { // in this case we return 2D matrix, which basically contains coordinates fo true REQUIRE_TRUE(block.width() == 1, 0, "Where op takes either 1 or 3 operands, But got %d operands instead", block.width()); // if (output->isEmpty()) Nd4jLong width = condition->rankOf(); sd::ops::Where op; auto res(op.evaluate({condition})); REQUIRE_OK(res.status()); NDArray* whereTrue = res.at(0); if (whereTrue->isEmpty()) return ND4J_STATUS_OK; for (Nd4jLong outNext = 0; outNext < width; ++outNext) { auto output = OUTPUT_VARIABLE(outNext); for (Nd4jLong e = 0; e < output->lengthOf(); ++e) { output->p(e, whereTrue->e(e, outNext)); } } } return Status::OK(); } DECLARE_SHAPE_FN(where_np) { auto shapes = SHAPELIST(); Nd4jLong *newShape; if (block.width() == 3) { auto inShape = inputShape->at(1); COPY_SHAPE(inShape, newShape); shapes->push_back(CONSTANT(newShape)); } else { auto condition = INPUT_VARIABLE(0); Nd4jLong numOfTrue = 0LL; //condition->reduceNumber(reduce::CountNonZero).e(0); for (Nd4jLong i = 0; i < condition->lengthOf(); ++i) if (condition->e(i)) numOfTrue++; // output shape - a tuple of rank(inShape) 1D tensors with numOfTrue len if (numOfTrue) { for (Nd4jLong e = 0; e < condition->rankOf(); ++e) { shapes->push_back(ConstantShapeHelper::getInstance().vectorShapeInfo(numOfTrue, sd::DataType::INT64)); } } else { shapes->push_back(ConstantShapeHelper::getInstance().emptyShapeInfo(sd::DataType::INT64)); } } return shapes; } DECLARE_TYPES(where_np) { getOpDescriptor() ->setAllowedInputTypes(0, sd::DataType::BOOL) ->setAllowedInputTypes(1, sd::DataType::ANY) ->setAllowedInputTypes(2, sd::DataType::ANY) ->setAllowedOutputTypes( {ALL_FLOATS, ALL_INTS}); } } } #endif