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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// @author raver119@gmail.com
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//
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#ifndef LIBND4J_GNODE_H
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#define LIBND4J_GNODE_H
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#include <atomic>
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#include <pointercast.h>
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#include <string>
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#include <NDArray.h>
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#include "Context.h"
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#include <ops/declarable/DeclarableOp.h>
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#include <graph/generated/node_generated.h>
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namespace nd4j {
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namespace graph {
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class Graph;
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class ND4J_EXPORT Node {
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protected:
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// TODO: this field must be removed
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nd4j::DataType _dataType;
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OpType _opType;
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ContextPrototype* _protoContext = nullptr;
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Nd4jLong _opNum;
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int _id;
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std::vector<std::pair<int, int>> _input;
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std::vector<std::pair<int, int>> _output;
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std::vector<int> _dimensions;
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std::vector<int> _referencedBy;
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int * _dim = nullptr;
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std::string _name;
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// this variable points to onion layer within graph
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int _layer = -1;
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// many ops require extra parameters to run
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double *_extraParams = nullptr;
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// optional scalar. used in scalar ops and in summary stats
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// TODO: this field must be removed
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NDArray _scalar;
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bool _hasExternalOutputs;
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bool _hasExternalInputs;
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bool _hasInternalOutputs;
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bool _hasInternalInputs;
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// this field is used to check, if op should be used in-place (so it can/will modify its inputs)
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bool _isInplace = false;
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// this field is used to delete attached customOp
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bool _isDeductable = false;
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OpClass _opClass;
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// these fields are used to store embedded CustomOps and Graph in case of Graph-in-Graph scenario
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nd4j::graph::Graph * _graph= nullptr;
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nd4j::ops::DeclarableOp *_customOp = nullptr;
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// each node can be active or inactive, if used with divergents, like IF statements
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bool _active = true;
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// these fields contain information about Scope these ops are related to
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int _scope_id = 0;
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std::string _scope_name;
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// TODO: these 3 fields should be removed
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int _rewindNode = -1;
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std::pair<int, int> _rewindLayer = {-1, -1};
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Nd4jLong _frameId = -1;
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public:
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explicit Node(nd4j::ops::DeclarableOp *customOp, int id = 0, std::initializer_list<int> input = {}, std::initializer_list<int> output = {}, std::initializer_list<int> dimensions = {}, float scalar = 0.0f, std::initializer_list<double> tArgs = {}, std::initializer_list<int> iArgs = {});
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explicit Node(OpType opType = OpType_TRANSFORM_SAME, int opNum = 0, int id = 0, std::initializer_list<int> input = {}, std::initializer_list<int> output = {}, std::initializer_list<int> dimensions = {}, float scalar = 0.0f, std::initializer_list<double> tArgs = {}, std::initializer_list<int> iArgs = {});
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explicit Node(const nd4j::graph::FlatNode *node);
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~Node();
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bool equals(Node *other);
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nd4j::DataType dataType();
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ContextPrototype *protoContext();
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OpType opType();
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Nd4jLong opNum();
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int id();
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std::vector<std::pair<int,int>> *input();
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std::vector<std::pair<int, int>> *output();
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Nd4jLong getFrameId();
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void setFrameId(Nd4jLong frameId);
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int getRewindNode();
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void setRewindNode(int nodeId);
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std::pair<int, int>& getRewindLayer();
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void setRewindLayer(int layerId, int stepId = 0);
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void setId(int id);
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double *extraParams();
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bool isMultiInput();
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bool isMultiOutput();
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int getLayer();
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void setLayer(int layer);
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bool isDivergencePoint();
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void setActive(bool reallyActive);
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bool isActive();
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bool hasExternalOutputs();
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bool hasExternalInputs();
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bool hasInternalOutputs();
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bool hasInternalInputs();
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double scalar();
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std::vector<int> * getDimensions();
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int * getDimensionsPtr();
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void pickOutputOnce(int outputId);
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void pickOutput(int outputId);
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void pickOutput(int nodeId, int outputId);
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void pickExternalOutput(int outputId);
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void pickInput(int inputId);
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void pickInput(int nodeId, int outputId);
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void pickInput(std::pair<int,int>& id);
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bool isDeductable();
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void setDeductable(bool reallyDeductable);
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void setName(std::string *name);
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void setName(const std::string& name);
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std::string * getName();
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std::string * name();
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int totalReferences();
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void addReference(int nodeId);
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void setContextPrototype(ContextPrototype *block);
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ContextPrototype* getContextPrototype();
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bool hasBlockAttached();
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void setCustomOp(nd4j::ops::DeclarableOp *customOp = nullptr);
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nd4j::ops::DeclarableOp* getCustomOp();
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bool hasCustomOp();
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void setGraph(nd4j::graph::Graph* graph = nullptr);
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nd4j::graph::Graph* getGraph();
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bool hasGraphEmbedded();
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bool isInplace();
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void markInplace(bool reallyInplace);
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OpClass getOpClass();
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// these methods are used for internal profiling
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void setOuterTime(Nd4jLong time);
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void setInnerTime(Nd4jLong time);
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// methods related to scopes
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bool isScoped();
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void setScopeInfo(int id, const char* name = nullptr);
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int scopeId();
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std::string* scopeName();
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void setOpType(OpType opType);
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// clone Node
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Node* clone();
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template <typename T>
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Node* asT();
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FORCEINLINE void pullValues(Node *other) {
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if (this->_protoContext != nullptr)
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delete _protoContext;
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this->_dataType = other->dataType();
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this->_protoContext = other->protoContext()->clone();
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this->_scalar = other->scalar();
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this->_hasExternalInputs = other->hasExternalInputs();
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this->_hasExternalOutputs = other->hasExternalOutputs();
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this->_hasInternalInputs = other->hasInternalInputs();
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this->_hasInternalOutputs = other->hasInternalOutputs();
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this->markInplace(other->isInplace());
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this->setActive(other->isActive());
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this->setScopeInfo(other->scopeId(), other->scopeName()->c_str());
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this->setLayer(other->getLayer());
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this->setDeductable(other->isDeductable());
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if (this->_customOp != nullptr && _isDeductable)
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delete this->_customOp;
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for (auto v: *other->input())
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this->_input.emplace_back(v);
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for (auto v: *other->output())
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this->_output.emplace_back(v);
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for (auto v: *other->getDimensions())
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this->_dimensions.emplace_back(v);
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}
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static nd4j::ops::DeclarableOp* buildOpByType(OpType opType, int numInputs, int numIArgs, int numTArgs, int opNum, NDArray *scalar);
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static void deleteOpByType(OpType opType, void *op);
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};
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}
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}
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#endif //LIBND4J_GNODE_H
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