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