389 lines
12 KiB
C++
389 lines
12 KiB
C++
/**
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* Copyright (c) 2018 by Contributors
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* @file dgl/graph.h
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* @brief DGL graph index class.
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*/
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#ifndef DGL_GRAPH_H_
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#define DGL_GRAPH_H_
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#include <cstdint>
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#include <memory>
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#include <string>
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#include <tuple>
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#include <utility>
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#include <vector>
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#include "graph_interface.h"
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namespace dgl {
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class Graph;
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class GraphOp;
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typedef std::shared_ptr<Graph> MutableGraphPtr;
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/** @brief Mutable graph based on adjacency list. */
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class Graph : public GraphInterface {
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public:
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/** @brief default constructor */
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Graph() {}
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/** @brief construct a graph from the coo format. */
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Graph(IdArray src_ids, IdArray dst_ids, size_t num_nodes);
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/** @brief default copy constructor */
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Graph(const Graph& other) = default;
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#ifndef _MSC_VER
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/** @brief default move constructor */
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Graph(Graph&& other) = default;
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#else
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Graph(Graph&& other) {
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adjlist_ = other.adjlist_;
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reverse_adjlist_ = other.reverse_adjlist_;
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all_edges_src_ = other.all_edges_src_;
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all_edges_dst_ = other.all_edges_dst_;
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read_only_ = other.read_only_;
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num_edges_ = other.num_edges_;
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other.Clear();
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}
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#endif // _MSC_VER
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/** @brief default assign constructor */
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Graph& operator=(const Graph& other) = default;
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/** @brief default destructor */
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~Graph() = default;
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/**
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* @brief Add vertices to the graph.
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* @note Since vertices are integers enumerated from zero, only the number of
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* vertices to be added needs to be specified.
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* @param num_vertices The number of vertices to be added.
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*/
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void AddVertices(uint64_t num_vertices) override;
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/**
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* @brief Add one edge to the graph.
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* @param src The source vertex.
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* @param dst The destination vertex.
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*/
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void AddEdge(dgl_id_t src, dgl_id_t dst) override;
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/**
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* @brief Add edges to the graph.
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* @param src_ids The source vertex id array.
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* @param dst_ids The destination vertex id array.
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*/
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void AddEdges(IdArray src_ids, IdArray dst_ids) override;
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/**
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* @brief Clear the graph. Remove all vertices/edges.
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*/
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void Clear() override {
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adjlist_.clear();
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reverse_adjlist_.clear();
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all_edges_src_.clear();
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all_edges_dst_.clear();
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read_only_ = false;
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num_edges_ = 0;
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}
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DGLContext Context() const override { return DGLContext{kDGLCPU, 0}; }
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uint8_t NumBits() const override { return 64; }
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/**
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* @note not const since we have caches
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* @return whether the graph is a multigraph
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*/
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bool IsMultigraph() const override;
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/**
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* @return whether the graph is read-only
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*/
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bool IsReadonly() const override { return false; }
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/** @return the number of vertices in the graph.*/
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uint64_t NumVertices() const override { return adjlist_.size(); }
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/** @return the number of edges in the graph.*/
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uint64_t NumEdges() const override { return num_edges_; }
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/** @return a 0-1 array indicating whether the given vertices are in the
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* graph.
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*/
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BoolArray HasVertices(IdArray vids) const override;
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/** @return true if the given edge is in the graph.*/
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bool HasEdgeBetween(dgl_id_t src, dgl_id_t dst) const override;
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/** @return a 0-1 array indicating whether the given edges are in the graph.*/
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BoolArray HasEdgesBetween(IdArray src_ids, IdArray dst_ids) const override;
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/**
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* @brief Find the predecessors of a vertex.
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* @param vid The vertex id.
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* @param radius The radius of the neighborhood. Default is immediate neighbor
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* (radius=1).
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* @return the predecessor id array.
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*/
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IdArray Predecessors(dgl_id_t vid, uint64_t radius = 1) const override;
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/**
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* @brief Find the successors of a vertex.
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* @param vid The vertex id.
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* @param radius The radius of the neighborhood. Default is immediate neighbor
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* (radius=1).
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* @return the successor id array.
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*/
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IdArray Successors(dgl_id_t vid, uint64_t radius = 1) const override;
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/**
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* @brief Get all edge ids between the two given endpoints
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* @note Edges are associated with an integer id start from zero.
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* The id is assigned when the edge is being added to the graph.
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* @param src The source vertex.
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* @param dst The destination vertex.
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* @return the edge id array.
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*/
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IdArray EdgeId(dgl_id_t src, dgl_id_t dst) const override;
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/**
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* @brief Get all edge ids between the given endpoint pairs.
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* @note Edges are associated with an integer id start from zero.
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* The id is assigned when the edge is being added to the graph.
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* If duplicate pairs exist, the returned edge IDs will also duplicate.
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* The order of returned edge IDs will follow the order of src-dst pairs
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* first, and ties are broken by the order of edge ID.
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* @return EdgeArray containing all edges between all pairs.
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*/
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EdgeArray EdgeIds(IdArray src, IdArray dst) const override;
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/**
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* @brief Find the edge ID and return the pair of endpoints
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* @param eid The edge ID
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* @return a pair whose first element is the source and the second the
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* destination.
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*/
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std::pair<dgl_id_t, dgl_id_t> FindEdge(dgl_id_t eid) const override {
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return std::make_pair(all_edges_src_[eid], all_edges_dst_[eid]);
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}
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/**
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* @brief Find the edge IDs and return their source and target node IDs.
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* @param eids The edge ID array.
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* @return EdgeArray containing all edges with id in eid. The order is
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* preserved.
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*/
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EdgeArray FindEdges(IdArray eids) const override;
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/**
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* @brief Get the in edges of the vertex.
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* @note The returned dst id array is filled with vid.
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* @param vid The vertex id.
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* @return the edges
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*/
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EdgeArray InEdges(dgl_id_t vid) const override;
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/**
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* @brief Get the in edges of the vertices.
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* @param vids The vertex id array.
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* @return the id arrays of the two endpoints of the edges.
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*/
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EdgeArray InEdges(IdArray vids) const override;
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/**
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* @brief Get the out edges of the vertex.
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* @note The returned src id array is filled with vid.
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* @param vid The vertex id.
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* @return the id arrays of the two endpoints of the edges.
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*/
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EdgeArray OutEdges(dgl_id_t vid) const override;
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/**
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* @brief Get the out edges of the vertices.
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* @param vids The vertex id array.
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* @return the id arrays of the two endpoints of the edges.
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*/
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EdgeArray OutEdges(IdArray vids) const override;
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/**
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* @brief Get all the edges in the graph.
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* @note If sorted is true, the returned edges list is sorted by their src and
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* dst ids. Otherwise, they are in their edge id order.
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* @param sorted Whether the returned edge list is sorted by their src and dst
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* ids.
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* @return the id arrays of the two endpoints of the edges.
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*/
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EdgeArray Edges(const std::string& order = "") const override;
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/**
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* @brief Get the in degree of the given vertex.
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* @param vid The vertex id.
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* @return the in degree
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*/
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uint64_t InDegree(dgl_id_t vid) const override {
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CHECK(HasVertex(vid)) << "invalid vertex: " << vid;
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return reverse_adjlist_[vid].succ.size();
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}
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/**
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* @brief Get the in degrees of the given vertices.
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* @param vid The vertex id array.
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* @return the in degree array
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*/
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DegreeArray InDegrees(IdArray vids) const override;
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/**
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* @brief Get the out degree of the given vertex.
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* @param vid The vertex id.
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* @return the out degree
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*/
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uint64_t OutDegree(dgl_id_t vid) const override {
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CHECK(HasVertex(vid)) << "invalid vertex: " << vid;
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return adjlist_[vid].succ.size();
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}
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/**
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* @brief Get the out degrees of the given vertices.
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* @param vid The vertex id array.
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* @return the out degree array
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*/
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DegreeArray OutDegrees(IdArray vids) const override;
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/**
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* @brief Construct the induced subgraph of the given vertices.
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*
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* The induced subgraph is a subgraph formed by specifying a set of vertices
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* V' and then selecting all of the edges from the original graph that connect
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* two vertices in V'.
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*
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* Vertices and edges in the original graph will be "reindexed" to local
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* index. The local index of the vertices preserve the order of the given id
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* array, while the local index of the edges preserve the index order in the
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* original graph. Vertices not in the original graph are ignored.
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*
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* The result subgraph is read-only.
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*
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* @param vids The vertices in the subgraph.
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* @return the induced subgraph
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*/
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Subgraph VertexSubgraph(IdArray vids) const override;
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/**
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* @brief Construct the induced edge subgraph of the given edges.
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*
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* The induced edges subgraph is a subgraph formed by specifying a set of
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* edges E' and then selecting all of the nodes from the original graph that
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* are endpoints in E'.
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*
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* Vertices and edges in the original graph will be "reindexed" to local
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* index. The local index of the edges preserve the order of the given id
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* array, while the local index of the vertices preserve the index order in
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* the original graph. Edges not in the original graph are ignored.
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*
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* The result subgraph is read-only.
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*
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* @param eids The edges in the subgraph.
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* @return the induced edge subgraph
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*/
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Subgraph EdgeSubgraph(
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IdArray eids, bool preserve_nodes = false) const override;
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/**
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* @brief Return the successor vector
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* @param vid The vertex id.
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* @return the successor vector
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*/
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DGLIdIters SuccVec(dgl_id_t vid) const override {
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auto data = adjlist_[vid].succ.data();
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auto size = adjlist_[vid].succ.size();
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return DGLIdIters(data, data + size);
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}
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/**
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* @brief Return the out edge id vector
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* @param vid The vertex id.
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* @return the out edge id vector
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*/
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DGLIdIters OutEdgeVec(dgl_id_t vid) const override {
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auto data = adjlist_[vid].edge_id.data();
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auto size = adjlist_[vid].edge_id.size();
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return DGLIdIters(data, data + size);
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}
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/**
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* @brief Return the predecessor vector
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* @param vid The vertex id.
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* @return the predecessor vector
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*/
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DGLIdIters PredVec(dgl_id_t vid) const override {
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auto data = reverse_adjlist_[vid].succ.data();
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auto size = reverse_adjlist_[vid].succ.size();
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return DGLIdIters(data, data + size);
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}
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/**
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* @brief Return the in edge id vector
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* @param vid The vertex id.
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* @return the in edge id vector
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*/
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DGLIdIters InEdgeVec(dgl_id_t vid) const override {
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auto data = reverse_adjlist_[vid].edge_id.data();
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auto size = reverse_adjlist_[vid].edge_id.size();
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return DGLIdIters(data, data + size);
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}
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/**
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* @brief Get the adjacency matrix of the graph.
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*
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* By default, a row of returned adjacency matrix represents the destination
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* of an edge and the column represents the source.
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* @param transpose A flag to transpose the returned adjacency matrix.
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* @param fmt the format of the returned adjacency matrix.
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* @return a vector of three IdArray.
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*/
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std::vector<IdArray> GetAdj(
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bool transpose, const std::string& fmt) const override;
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/** @brief Create an empty graph */
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static MutableGraphPtr Create() { return std::make_shared<Graph>(); }
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/** @brief Create from coo */
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static MutableGraphPtr CreateFromCOO(
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int64_t num_nodes, IdArray src_ids, IdArray dst_ids) {
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return std::make_shared<Graph>(src_ids, dst_ids, num_nodes);
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}
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protected:
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friend class GraphOp;
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/** @brief Internal edge list type */
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struct EdgeList {
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/** @brief successor vertex list */
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std::vector<dgl_id_t> succ;
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/** @brief out edge list */
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std::vector<dgl_id_t> edge_id;
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};
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typedef std::vector<EdgeList> AdjacencyList;
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/** @brief adjacency list using vector storage */
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AdjacencyList adjlist_;
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/** @brief reverse adjacency list using vector storage */
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AdjacencyList reverse_adjlist_;
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/** @brief all edges' src endpoints in their edge id order */
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std::vector<dgl_id_t> all_edges_src_;
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/** @brief all edges' dst endpoints in their edge id order */
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std::vector<dgl_id_t> all_edges_dst_;
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/** @brief read only flag */
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bool read_only_ = false;
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/** @brief number of edges */
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uint64_t num_edges_ = 0;
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};
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} // namespace dgl
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#endif // DGL_GRAPH_H_
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