2019-06-06 14:21:15 +02:00
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/*******************************************************************************
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* Copyright (c) 2015-2018 Skymind, Inc.
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*
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* This program and the accompanying materials are made available under the
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* terms of the Apache License, Version 2.0 which is available at
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* https://www.apache.org/licenses/LICENSE-2.0.
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*
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* Unless required by applicable law or agreed to in writing, software
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* distributed under the License is distributed on an "AS IS" BASIS, WITHOUT
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* WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. See the
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* License for the specific language governing permissions and limitations
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* under the License.
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*
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* SPDX-License-Identifier: Apache-2.0
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******************************************************************************/
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//
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// Created by raver119 on 20.10.2017.
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//
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#include <graph/execution/LogicWhile.h>
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#include <graph/execution/LogicReturn.h>
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2020-03-02 10:49:41 +01:00
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#include <graph/GraphExecutioner.h>
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2019-06-06 14:21:15 +02:00
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#include <graph/execution/LogicExecutor.h>
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2020-03-02 10:49:41 +01:00
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#include <graph/Status.h>
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2019-06-06 14:21:15 +02:00
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2020-03-02 10:49:41 +01:00
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namespace sd {
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2019-06-06 14:21:15 +02:00
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namespace graph {
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Nd4jStatus LogicWhile::processNode(Graph *graph, Node *node) {
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auto __variableSpace = graph->getVariableSpace();
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nd4j_debug("Starting on WHILE loop: [%i]\n", node->id());
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// total number of inputs. 2 last inputs are scopes
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int inputs = node->input()->size();
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if (inputs < 3) {
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nd4j_printf("While [%i]: loop should have at least 1 external variable announced\n", node->id());
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return ND4J_STATUS_BAD_INPUT;
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}
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for (int e = 0; e < inputs - 2; e++) {
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std::pair<int, int> pair(node->id(), e);
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if (!__variableSpace->hasVariable(pair)) {
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__variableSpace->putVariable(pair, new Variable(nullptr, nullptr, node->id(), e));
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}
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auto va = node->input()->at(e);
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auto inputVar = __variableSpace->getVariable(va);
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auto innerVar = __variableSpace->getVariable(pair);
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if (innerVar->hasNDArray()) {
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// TODO: ???
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} else {
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// FIXME: in some cases it's possible to have no NDArray
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if (inputVar->hasNDArray())
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2019-12-20 20:35:39 +01:00
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innerVar->setNDArray(new NDArray(inputVar->getNDArray()->dup()));
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2019-06-06 14:21:15 +02:00
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}
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}
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int scopeConditionIndex = node->input()->at(inputs - 2).first;
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int scopeBodyIndex = node->input()->at(inputs - 1).first;
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nd4j_debug("While [%i]: got [%i] inputs\n", node->id(), node->input()->size());
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// we're running condition nodes now
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auto scope = graph->scopeById(scopeConditionIndex);
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int breaker = 0;
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while (true && breaker < 10000000) {
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int lastNode = 0;
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// we're running condition scope first
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nd4j_debug("While [%i]: got [%i] ops in condition scope [%i]\n", node->id(), scope->nodes()->size(), scopeConditionIndex);
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for (Node* v: *scope->nodes()) {
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//v->getBlock()->updateVariables();
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if (v->opType() == OpType_LOGIC) {
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nd4j_debug("Falling back to logic\n","");
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LogicExecutor::processNode(graph, v);
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} else {
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nd4j_debug("Op [<%s>]\n", v->getName()->c_str());
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Nd4jStatus status = GraphExecutioner::executeFlatNode(graph, v, __variableSpace);
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if (status != ND4J_STATUS_OK)
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return status;
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}
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lastNode = v->id();
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}
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if (!__variableSpace->hasVariable(lastNode)) {
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nd4j_printf("While [%i]: got no results out of conditional loop\n", node->id());
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return ND4J_STATUS_KERNEL_FAILURE;
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}
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// now we should take result of the Scope run, and evaluate it
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auto result = __variableSpace->getVariable(lastNode)->getNDArray();
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if (Environment::getInstance()->isDebugAndVerbose())
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result->printBuffer("Result of the last node:");
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// if result evaluates to 0.0 - condition returned FALSE
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if (result->e<int>(0) == 0)
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break;
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else {
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auto scopeBody = graph->scopeById(scopeBodyIndex);
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int lastNode = 0;
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int e = 0;
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nd4j_debug("While [%i] got [%i] ops in body scope [%i]\n", node->id(), scopeBody->nodes()->size(), scopeBodyIndex);
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for (; e < scopeBody->nodes()->size() - 1; e++) {
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Node* v = scopeBody->nodes()->at(e);
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if (v->opType() == OpType_LOGIC) {
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nd4j_debug("Falling back to logic\n","");
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LogicExecutor::processNode(graph, v);
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} else {
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nd4j_debug("Op [<%s>]\n", v->getName()->c_str());
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//v->getBlock()->updateVariables();
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Nd4jStatus status = GraphExecutioner::executeFlatNode(graph, v, __variableSpace);
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if (status != ND4J_STATUS_OK)
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return status;
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}
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lastNode = v->id();
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}
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// now execute return statement
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Node* ret = scopeBody->nodes()->at(e);
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LogicReturn::processNode(graph, ret);
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}
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breaker++;
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}
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// if we've hit breaker limit - we should notify about that
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if (breaker >= 10000000) {
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nd4j_printf("While condition seems to be never ending, aborting...\n", breaker);
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return ND4J_STATUS_KERNEL_FAILURE;
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}
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2020-03-02 10:49:41 +01:00
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return sd::Status::OK();
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2019-06-06 14:21:15 +02:00
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}
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}
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}
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