/******************************************************************************* * 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 20.10.2017. // #include #include #include #include #include namespace sd { namespace graph { Nd4jStatus LogicWhile::processNode(Graph *graph, Node *node) { auto __variableSpace = graph->getVariableSpace(); nd4j_debug("Starting on WHILE loop: [%i]\n", node->id()); // total number of inputs. 2 last inputs are scopes int inputs = node->input()->size(); if (inputs < 3) { nd4j_printf("While [%i]: loop should have at least 1 external variable announced\n", node->id()); return ND4J_STATUS_BAD_INPUT; } for (int e = 0; e < inputs - 2; e++) { std::pair pair(node->id(), e); if (!__variableSpace->hasVariable(pair)) { __variableSpace->putVariable(pair, new Variable(nullptr, nullptr, node->id(), e)); } auto va = node->input()->at(e); auto inputVar = __variableSpace->getVariable(va); auto innerVar = __variableSpace->getVariable(pair); if (innerVar->hasNDArray()) { // TODO: ??? } else { // FIXME: in some cases it's possible to have no NDArray if (inputVar->hasNDArray()) innerVar->setNDArray(new NDArray(inputVar->getNDArray()->dup())); } } int scopeConditionIndex = node->input()->at(inputs - 2).first; int scopeBodyIndex = node->input()->at(inputs - 1).first; nd4j_debug("While [%i]: got [%i] inputs\n", node->id(), node->input()->size()); // we're running condition nodes now auto scope = graph->scopeById(scopeConditionIndex); int breaker = 0; while (true && breaker < 10000000) { int lastNode = 0; // we're running condition scope first nd4j_debug("While [%i]: got [%i] ops in condition scope [%i]\n", node->id(), scope->nodes()->size(), scopeConditionIndex); for (Node* v: *scope->nodes()) { //v->getBlock()->updateVariables(); if (v->opType() == OpType_LOGIC) { nd4j_debug("Falling back to logic\n",""); LogicExecutor::processNode(graph, v); } else { nd4j_debug("Op [<%s>]\n", v->getName()->c_str()); Nd4jStatus status = GraphExecutioner::executeFlatNode(graph, v, __variableSpace); if (status != ND4J_STATUS_OK) return status; } lastNode = v->id(); } if (!__variableSpace->hasVariable(lastNode)) { nd4j_printf("While [%i]: got no results out of conditional loop\n", node->id()); return ND4J_STATUS_KERNEL_FAILURE; } // now we should take result of the Scope run, and evaluate it auto result = __variableSpace->getVariable(lastNode)->getNDArray(); if (Environment::getInstance()->isDebugAndVerbose()) result->printBuffer("Result of the last node:"); // if result evaluates to 0.0 - condition returned FALSE if (result->e(0) == 0) break; else { auto scopeBody = graph->scopeById(scopeBodyIndex); int lastNode = 0; int e = 0; nd4j_debug("While [%i] got [%i] ops in body scope [%i]\n", node->id(), scopeBody->nodes()->size(), scopeBodyIndex); for (; e < scopeBody->nodes()->size() - 1; e++) { Node* v = scopeBody->nodes()->at(e); if (v->opType() == OpType_LOGIC) { nd4j_debug("Falling back to logic\n",""); LogicExecutor::processNode(graph, v); } else { nd4j_debug("Op [<%s>]\n", v->getName()->c_str()); //v->getBlock()->updateVariables(); Nd4jStatus status = GraphExecutioner::executeFlatNode(graph, v, __variableSpace); if (status != ND4J_STATUS_OK) return status; } lastNode = v->id(); } // now execute return statement Node* ret = scopeBody->nodes()->at(e); LogicReturn::processNode(graph, ret); } breaker++; } // if we've hit breaker limit - we should notify about that if (breaker >= 10000000) { nd4j_printf("While condition seems to be never ending, aborting...\n", breaker); return ND4J_STATUS_KERNEL_FAILURE; } return sd::Status::OK(); } } }