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Minjie Wang 7ad663c3a9 [Hetero] Heterograph C++ implementation; Bipartite and Python wrapper (#725)
* finish bipartite graph implementation; compiled

* finished heterograph implementation; compiled

* WIP: apis

* C API codes

* compiled

* WIP: python

* HeteroGraphIndex

* WIP: test

* add DGLContext support in ffi

* fix bug in has edge

* unittests except edge subgraph

* edge subgraph

* fix lint

* address comments

* poke ci

* try fix

* fix msvc
2019-07-27 15:22:56 -04:00

405 行
14 KiB
C++

/*!
* Copyright (c) 2019 by Contributors
* \file dgl/heterograph_interface.h
* \brief DGL heterogeneous graph index class.
*/
#ifndef DGL_BASE_HETEROGRAPH_H_
#define DGL_BASE_HETEROGRAPH_H_
#include <string>
#include <vector>
#include <utility>
#include <algorithm>
#include <memory>
#include "./runtime/object.h"
#include "graph_interface.h"
#include "array.h"
namespace dgl {
// Forward declaration
class BaseHeteroGraph;
typedef std::shared_ptr<BaseHeteroGraph> HeteroGraphPtr;
struct HeteroSubgraph;
/*!
* \brief Base heterogenous graph.
*
* In heterograph, nodes represent entities and edges represent relations.
* Nodes and edges are associated with types. The same pair of entity types
* can have multiple relation types between them, but relation type **uniquely**
* identifies the source and destination entity types.
*
* In a high-level, a heterograph is a data structure composed of:
* - A meta-graph that stores the entity-entity relation graph.
* - A dictionary of relation type to the bipartite graph representing the
* actual connections among entity nodes.
*/
class BaseHeteroGraph : public runtime::Object {
public:
explicit BaseHeteroGraph(GraphPtr meta_graph): meta_graph_(meta_graph) {}
virtual ~BaseHeteroGraph() = default;
////////////////////////// query/operations on meta graph ////////////////////////
/*! \return the number of vertex types */
virtual uint64_t NumVertexTypes() const = 0;
/*! \return the number of edge types */
virtual uint64_t NumEdgeTypes() const = 0;
/*! \return the meta graph */
virtual GraphPtr meta_graph() const {
return meta_graph_;
}
/*!
* \brief Return the bipartite graph of the given edge type.
* \param etype The edge type.
* \return The bipartite graph.
*/
virtual HeteroGraphPtr GetRelationGraph(dgl_type_t etype) const = 0;
////////////////////////// query/operations on realized graph ////////////////////////
/*! \brief Add vertices to the given vertex type */
virtual void AddVertices(dgl_type_t vtype, uint64_t num_vertices) = 0;
/*! \brief Add one edge to the given edge type */
virtual void AddEdge(dgl_type_t etype, dgl_id_t src, dgl_id_t dst) = 0;
/*! \brief Add edges to the given edge type */
virtual void AddEdges(dgl_type_t etype, IdArray src_ids, IdArray dst_ids) = 0;
/*!
* \brief Clear the graph. Remove all vertices/edges.
*/
virtual void Clear() = 0;
/*!
* \brief Get the device context of this graph.
*/
virtual DLContext Context() const = 0;
/*!
* \brief Get the number of integer bits used to store node/edge ids (32 or 64).
*/
virtual uint8_t NumBits() const = 0;
/*!
* \return whether the graph is a multigraph
*/
virtual bool IsMultigraph() const = 0;
/*! \return whether the graph is read-only */
virtual bool IsReadonly() const = 0;
/*! \return the number of vertices in the graph.*/
virtual uint64_t NumVertices(dgl_type_t vtype) const = 0;
/*! \return the number of edges in the graph.*/
virtual uint64_t NumEdges(dgl_type_t etype) const = 0;
/*! \return true if the given vertex is in the graph.*/
virtual bool HasVertex(dgl_type_t vtype, dgl_id_t vid) const = 0;
/*! \return a 0-1 array indicating whether the given vertices are in the graph.*/
virtual BoolArray HasVertices(dgl_type_t vtype, IdArray vids) const = 0;
/*! \return true if the given edge is in the graph.*/
virtual bool HasEdgeBetween(dgl_type_t etype, dgl_id_t src, dgl_id_t dst) const = 0;
/*! \return a 0-1 array indicating whether the given edges are in the graph.*/
virtual BoolArray HasEdgesBetween(dgl_type_t etype, IdArray src_ids, IdArray dst_ids) const = 0;
/*!
* \brief Find the predecessors of a vertex.
* \note The given vertex should belong to the source vertex type
* of the given edge type.
* \param etype The edge type
* \param vid The vertex id.
* \return the predecessor id array.
*/
virtual IdArray Predecessors(dgl_type_t etype, dgl_id_t dst) const = 0;
/*!
* \brief Find the successors of a vertex.
* \note The given vertex should belong to the dest vertex type
* of the given edge type.
* \param etype The edge type
* \param vid The vertex id.
* \return the successor id array.
*/
virtual IdArray Successors(dgl_type_t etype, dgl_id_t src) const = 0;
/*!
* \brief Get all edge ids between the two given endpoints
* \note The given src and dst vertices should belong to the source vertex type
* and the dest vertex type of the given edge type, respectively.
* \param etype The edge type
* \param src The source vertex.
* \param dst The destination vertex.
* \return the edge id array.
*/
virtual IdArray EdgeId(dgl_type_t etype, dgl_id_t src, dgl_id_t dst) const = 0;
/*!
* \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.
* \param etype The edge type
* \param src The src vertex ids.
* \param dst The dst vertex ids.
* \return EdgeArray containing all edges between all pairs.
*/
virtual EdgeArray EdgeIds(dgl_type_t etype, IdArray src, IdArray dst) const = 0;
/*!
* \brief Find the edge ID and return the pair of endpoints
* \param etype The edge type
* \param eid The edge ID
* \return a pair whose first element is the source and the second the destination.
*/
virtual std::pair<dgl_id_t, dgl_id_t> FindEdge(dgl_type_t etype, dgl_id_t eid) const = 0;
/*!
* \brief Find the edge IDs and return their source and target node IDs.
* \param etype The edge type
* \param eids The edge ID array.
* \return EdgeArray containing all edges with id in eid. The order is preserved.
*/
virtual EdgeArray FindEdges(dgl_type_t etype, IdArray eids) const = 0;
/*!
* \brief Get the in edges of the vertex.
* \note The given vertex should belong to the dest vertex type
* of the given edge type.
* \param etype The edge type
* \param vid The vertex id.
* \return the edges
*/
virtual EdgeArray InEdges(dgl_type_t etype, dgl_id_t vid) const = 0;
/*!
* \brief Get the in edges of the vertices.
* \note The given vertex should belong to the dest vertex type
* of the given edge type.
* \param etype The edge type
* \param vids The vertex id array.
* \return the id arrays of the two endpoints of the edges.
*/
virtual EdgeArray InEdges(dgl_type_t etype, IdArray vids) const = 0;
/*!
* \brief Get the out edges of the vertex.
* \note The given vertex should belong to the source vertex type
* of the given edge type.
* \param etype The edge type
* \param vid The vertex id.
* \return the id arrays of the two endpoints of the edges.
*/
virtual EdgeArray OutEdges(dgl_type_t etype, dgl_id_t vid) const = 0;
/*!
* \brief Get the out edges of the vertices.
* \note The given vertex should belong to the source vertex type
* of the given edge type.
* \param etype The edge type
* \param vids The vertex id array.
* \return the id arrays of the two endpoints of the edges.
*/
virtual EdgeArray OutEdges(dgl_type_t etype, IdArray vids) const = 0;
/*!
* \brief Get all the edges in the graph.
* \note If order is "srcdst", the returned edges list is sorted by their src and
* dst ids. If order is "eid", they are in their edge id order.
* Otherwise, in the arbitrary order.
* \param etype The edge type
* \param order The order of the returned edge list.
* \return the id arrays of the two endpoints of the edges.
*/
virtual EdgeArray Edges(dgl_type_t etype, const std::string &order = "") const = 0;
/*!
* \brief Get the in degree of the given vertex.
* \note The given vertex should belong to the dest vertex type
* of the given edge type.
* \param etype The edge type
* \param vid The vertex id.
* \return the in degree
*/
virtual uint64_t InDegree(dgl_type_t etype, dgl_id_t vid) const = 0;
/*!
* \brief Get the in degrees of the given vertices.
* \note The given vertex should belong to the dest vertex type
* of the given edge type.
* \param etype The edge type
* \param vid The vertex id array.
* \return the in degree array
*/
virtual DegreeArray InDegrees(dgl_type_t etype, IdArray vids) const = 0;
/*!
* \brief Get the out degree of the given vertex.
* \note The given vertex should belong to the source vertex type
* of the given edge type.
* \param etype The edge type
* \param vid The vertex id.
* \return the out degree
*/
virtual uint64_t OutDegree(dgl_type_t etype, dgl_id_t vid) const = 0;
/*!
* \brief Get the out degrees of the given vertices.
* \note The given vertex should belong to the source vertex type
* of the given edge type.
* \param etype The edge type
* \param vid The vertex id array.
* \return the out degree array
*/
virtual DegreeArray OutDegrees(dgl_type_t etype, IdArray vids) const = 0;
/*!
* \brief Return the successor vector
* \note The given vertex should belong to the source vertex type
* of the given edge type.
* \param vid The vertex id.
* \return the successor vector iterator pair.
*/
virtual DGLIdIters SuccVec(dgl_type_t etype, dgl_id_t vid) const = 0;
/*!
* \brief Return the out edge id vector
* \note The given vertex should belong to the source vertex type
* of the given edge type.
* \param vid The vertex id.
* \return the out edge id vector iterator pair.
*/
virtual DGLIdIters OutEdgeVec(dgl_type_t etype, dgl_id_t vid) const = 0;
/*!
* \brief Return the predecessor vector
* \note The given vertex should belong to the dest vertex type
* of the given edge type.
* \param vid The vertex id.
* \return the predecessor vector iterator pair.
*/
virtual DGLIdIters PredVec(dgl_type_t etype, dgl_id_t vid) const = 0;
/*!
* \brief Return the in edge id vector
* \note The given vertex should belong to the dest vertex type
* of the given edge type.
* \param vid The vertex id.
* \return the in edge id vector iterator pair.
*/
virtual DGLIdIters InEdgeVec(dgl_type_t etype, dgl_id_t vid) const = 0;
/*!
* \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.
*
* If the fmt is 'csr', the function should return three arrays, representing
* indptr, indices and edge ids
*
* If the fmt is 'coo', the function should return one array of shape (2, nnz),
* representing a horitonzal stack of row and col indices.
*
* \param transpose A flag to transpose the returned adjacency matrix.
* \param fmt the format of the returned adjacency matrix.
* \return a vector of IdArrays.
*/
virtual std::vector<IdArray> GetAdj(
dgl_type_t etype, bool transpose, const std::string &fmt) const = 0;
/*!
* \brief Extract the induced subgraph by the given vertices.
*
* The length of the given vector should be equal to the number of vertex types.
* Empty arrays can be provided if no vertex is needed for the type. The result
* subgraph has the same meta graph with the parent, but some types can have no
* node/edge.
*
* \param vids the induced vertices per type.
* \return the subgraph.
*/
virtual HeteroSubgraph VertexSubgraph(const std::vector<IdArray>& vids) const = 0;
/*!
* \brief Extract the induced subgraph by the given edges.
*
* The length of the given vector should be equal to the number of edge types.
* Empty arrays can be provided if no edge is needed for the type. The result
* subgraph has the same meta graph with the parent, but some types can have no
* node/edge.
*
* \param eids The edges in the subgraph.
* \param preserve_nodes If true, the vertices will not be relabeled, so some vertices
* may have no incident edges.
* \return the subgraph.
*/
virtual HeteroSubgraph EdgeSubgraph(
const std::vector<IdArray>& eids, bool preserve_nodes = false) const = 0;
static constexpr const char* _type_key = "graph.HeteroGraph";
DGL_DECLARE_OBJECT_TYPE_INFO(BaseHeteroGraph, runtime::Object);
protected:
/*! \brief meta graph */
GraphPtr meta_graph_;
};
// Define HeteroGraphRef
DGL_DEFINE_OBJECT_REF(HeteroGraphRef, BaseHeteroGraph);
/*! \brief Heter-subgraph data structure */
struct HeteroSubgraph : public runtime::Object {
/*! \brief The heterograph. */
HeteroGraphPtr graph;
/*!
* \brief The induced vertex ids of each entity type.
* The vector length is equal to the number of vertex types in the parent graph.
*/
std::vector<IdArray> induced_vertices;
/*!
* \brief The induced vertex ids of each entity type.
* The vector length is equal to the number of vertex types in the parent graph.
*/
std::vector<IdArray> induced_edges;
static constexpr const char* _type_key = "graph.HeteroSubgraph";
DGL_DECLARE_OBJECT_TYPE_INFO(HeteroSubgraph, runtime::Object);
};
// Define HeteroSubgraphRef
DGL_DEFINE_OBJECT_REF(HeteroSubgraphRef, HeteroSubgraph);
// creators
/*! \brief Create a bipartite graph from COO arrays */
HeteroGraphPtr CreateBipartiteFromCOO(
int64_t num_src, int64_t num_dst, IdArray row, IdArray col);
/*! \brief Create a bipartite graph from (out) CSR arrays */
HeteroGraphPtr CreateBipartiteFromCSR(
int64_t num_src, int64_t num_dst,
IdArray indptr, IdArray indices, IdArray edge_ids);
/*! \brief Create a heterograph from meta graph and a list of bipartite graph */
HeteroGraphPtr CreateHeteroGraph(
GraphPtr meta_graph, const std::vector<HeteroGraphPtr>& rel_graphs);
}; // namespace dgl
#endif // DGL_BASE_HETEROGRAPH_H_