HuRuilizhen / NN-to-DAG

NN-to-DAG

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Stages of Project:

• Compute the peak memory through different algorithms
  • Normal DFS
  • Inverse DFS
  • Greedy Algorithm
  • Dynamic Progaramming
• Compute theoretical worst-case memory peak
  • Maxcut Algorithm
• Compute the shortest run time under the given constrain of memory

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Project Code Structure

|   README.md
|
|
+---CODES                           Code Repo
|       Graph.cpp
|       Graph.h                     Related to storing graph
|       GraphKit.cpp
|       GraphKit.h                  Related to compute peak memory
|       GraphKit__dfs.cpp
|       GraphKit__dp.cpp
|       GraphKit__greedy.cpp
|       GraphKit__idfs.cpp
|       GraphKit__maxcut.cpp
|       main.cpp
|       makefile
|
+---DATA                            Related to generating random digraph data
|       data_maker.py
|       Graph.in
|
\---REFERENCE                       Reference articles
        MLSys~.pdf
        Paral~.pdf

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Code Implementation

• Graph.h: The class used to store graphs, using the method of chain forward stars

class Graph
{
private:

    // Private member

public:
    /*
    Construction method to initialize the number of nodes and the number of edges
    numNodes: the number of Nodes
    numEdges: the number of Edges
    */
    Graph();
    Graph(int numNodes, int numEdges);

    /*
    Getter of numNodes and numEdges
    */
    int getNumNodes();
    int getNumEdges();

    /*
    Setter of edgeWeight
    */
    void setEdgeWeight(int edge, int newWeight);

    /*
    Used to add a directed edge to the class
    from: id of beginning node of the new edge
    to: id of ending node of the new edge
    weight: the weight of the new edge
    */
    void addEdge(int from, int to, int weight);

    /*
    The following method are used to Traverse all the contiguous edges of a node


    for loop structure will be like:
        for (int edge = getEdgeHead(node); isValid(edge); edge=getEdgeNext(edge))
        {
            int from = node;
            int to = getEdgeTo(edge);
            int weight = getEdgeWeight(edge);
        }

    NOTE that all edges and nodes are numbered from 0
    */
    int getEdgeHead(int node);
    int getEdgeNext(int edge);
    int getEdgeTo(int edge);
    int getEdgeWeight(int edge);
    bool isValid(int edge);

    /*
    Print information of all edges have been stored
    */
    void print();
};

• GraphKit.h: The class used to calculate peak memory uses a different algorithm

class GraphKit
{
private:
    
    // private members

public:
    /*
    construction method to initialize graph date of GraphKit
    */
    GraphKit();
    GraphKit(Graph graph);

    /*
    the method to solve maxcut to get the maximum peak memory
    */
    void runMaxcut();

    /*
    the method to run algorithms and recode the results of the peak memory
    */
    void runDfs();
    void runIdfs();
    void runGreedy();
    void runDp();

    /*
    the method to get or print the result
    */
    int getDfsMemory();
    double getDfsTime();
    void printDfsSequence();

    int getIdfsMemory();
    double getIdfsTime();
    void printIdfsSequence();

    int getGreedyMemory();
    double getGreedyTime();
    void printGreedySequence();

    int getDpMemory();
    double getDpTime();
    void printDpSequence();

    int getMemory();
    void printResult();
};