/******************************************************************************* * 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 #include #include #include #include #include namespace nd4j { namespace ops { Nd4jStatus LegacyBroadcastOp::validateAndExecute(Context &block) { auto x = INPUT_VARIABLE(0); auto y = INPUT_VARIABLE(1); auto z = OUTPUT_VARIABLE(0); NDArray::prepareSpecialUse({z}, {x, y}); std::vector dims(*block.getAxis()); if (dims.size() == 0 && block.width() > 2) { auto axis = INPUT_VARIABLE(2); helpers::adjustAxis(x->rankOf(), axis, dims); //dims = ShapeUtils::convertAxisToTadTarget(z->rankOf(), dims); } if (dims.size() > 0) std::sort(dims.begin(), dims.end()); int opNum = block.opNum() < 0 ? this->_opNum : block.opNum(); auto packX = nd4j::ConstantTadHelper::getInstance()->tadForDimensions(x->getShapeInfo(), dims); auto tadLen = shape::length(packX.primaryShapeInfo()); REQUIRE_TRUE(tadLen == y->lengthOf(), 0, "Length of broadcast TAD should be equal to length of Y operand, but got [%i] vs [%i]",tadLen, (int) y->lengthOf()); PointersManager manager(block.launchContext(),"LegacyBroadcastOp"); auto pTadShape = Environment::getInstance()->isCPU() ? packX.primaryShapeInfo() : packX.specialShapeInfo(); //(Nd4jLong *) manager.replicatePointer(tad.tadOnlyShapeInfo, shape::shapeInfoByteLength(tad.tadOnlyShapeInfo)); auto pTadOffsets = Environment::getInstance()->isCPU() ? packX.primaryOffsets() : packX.specialOffsets(); //(Nd4jLong *) manager.replicatePointer(tad.tadOffsets, tad.numTads * sizeof(Nd4jLong)); if (x == z) NativeOpExecutioner::execBroadcast(block.launchContext(), opNum, x->buffer(), x->shapeInfo(), x->specialBuffer(), x->specialShapeInfo(), y->buffer(), y->shapeInfo(), y->specialBuffer(), y->specialShapeInfo(), z->buffer(), z->shapeInfo(), z->specialBuffer(), z->specialShapeInfo(), dims.data(), dims.size(), pTadShape, pTadOffsets, pTadShape, pTadOffsets); else { // this is rare, but possible use case - X and Z might have different shapes/strides/orders. In this case we prepare and pass separate TAD info auto packZ = nd4j::ConstantTadHelper::getInstance()->tadForDimensions(z->getShapeInfo(), dims); auto zTadShape = Environment::getInstance()->isCPU() ? packZ.primaryShapeInfo() : packZ.specialShapeInfo(); //(Nd4jLong *) manager.replicatePointer(tadZ.tadOnlyShapeInfo, shape::shapeInfoByteLength(tadZ.tadOnlyShapeInfo)); auto zTadOffsets = Environment::getInstance()->isCPU() ? packZ.primaryOffsets() : packZ.specialOffsets(); //(Nd4jLong *) manager.replicatePointer(tadZ.tadOffsets, tadZ.numTads * sizeof(Nd4jLong)); NativeOpExecutioner::execBroadcast(block.launchContext(), opNum, x->buffer(), x->shapeInfo(), x->specialBuffer(), x->specialShapeInfo(), y->buffer(), y->shapeInfo(), y->specialBuffer(), y->specialShapeInfo(), z->buffer(), z->shapeInfo(), z->specialBuffer(), z->specialShapeInfo(), dims.data(), dims.size(), pTadShape, pTadOffsets, zTadShape, zTadOffsets); } manager.synchronize(); STORE_RESULT(*z); return Status::OK(); } LegacyBroadcastOp::LegacyBroadcastOp() : LegacyOp::LegacyOp(2) { // } LegacyBroadcastOp::LegacyBroadcastOp(int opNum) : LegacyOp::LegacyOp(2, opNum) { // } LegacyOp* LegacyBroadcastOp::clone() { return new LegacyBroadcastOp(this->_opNum); } /** * If external NDArray wasn't specified - the same shape is returned by all broadcast ops. */ ShapeList* LegacyBroadcastOp::calculateOutputShape(ShapeList *inputShape, nd4j::graph::Context &block) { auto inShape = inputShape->at(0); // FIXME: remove memcpy Nd4jLong *newShape; ALLOCATE(newShape, block.getWorkspace(), shape::shapeInfoLength(inShape), Nd4jLong); memcpy(newShape, inShape, shape::shapeInfoByteLength(inShape)); return SHAPELIST(CONSTANT(newShape)); } } }