/*! * 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 #include #include #include #include #include "./runtime/object.h" #include "aten/spmat.h" #include "aten/types.h" #include "graph_interface.h" #include "array.h" namespace dgl { // Forward declaration class BaseHeteroGraph; typedef std::shared_ptr HeteroGraphPtr; struct FlattenedHeteroGraph; typedef std::shared_ptr FlattenedHeteroGraphPtr; struct HeteroSubgraph; /*! \brief Enum class for edge direction */ enum class EdgeDir { kIn, // in edge direction kOut // out edge direction }; /*! * \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 { return meta_graph_->NumVertices(); } /*! \return the number of edge types */ virtual uint64_t NumEdgeTypes() const { return meta_graph_->NumEdges(); } /*! \return given the edge type, find the source type */ virtual std::pair GetEndpointTypes(dgl_type_t etype) const { return meta_graph_->FindEdge(etype); } /*! \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 data type of node and edge IDs of this graph. */ virtual DLDataType DataType() const = 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). */ // TODO(BarclayII) replace NumBits() calls to DataType() calls 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 vertices for each type in the graph as a vector */ inline virtual std::vector NumVerticesPerType() const { LOG(FATAL) << "[BUG] NumVerticesPerType() not supported on this object."; return {}; } /*! \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. * * \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 EdgeIdsAll(dgl_type_t etype, IdArray src, IdArray dst) const = 0; /*! * \brief Get edge ids between the given endpoint pairs. * * Only find one matched edge Ids even if there are multiple matches due to parallel * edges. The i^th Id in the returned array is for edge (src[i], dst[i]). * * \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 IdArray EdgeIdsOne(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 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. * * TODO(minjie): deprecate this interface; replace it with GetXXXMatrix. * * 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 GetAdj( dgl_type_t etype, bool transpose, const std::string &fmt) const = 0; /*! * \brief Determine which format to use with a preference. * * Otherwise, it will return whatever DGL thinks is the most appropriate given * the arguments. * * \param etype Edge type. * \param preferred_formats Preferred sparse formats. * \return Available sparse format. */ virtual SparseFormat SelectFormat( dgl_type_t etype, dgl_format_code_t preferred_formats) const = 0; /*! * \brief Return sparse formats already created for the graph. * * \return a number of type dgl_format_code_t. */ virtual dgl_format_code_t GetCreatedFormats() const = 0; /*! * \brief Return allowed sparse formats for the graph. * * \return a number of type dgl_format_code_t. */ virtual dgl_format_code_t GetAllowedFormats() const = 0; /*! * \brief Return the graph in specified available formats. * * \return The new graph. */ virtual HeteroGraphPtr GetGraphInFormat(dgl_format_code_t formats) const = 0; /*! * \brief Get adjacency matrix in COO format. * \param etype Edge type. * \return COO matrix. */ virtual aten::COOMatrix GetCOOMatrix(dgl_type_t etype) const = 0; /*! * \brief Get adjacency matrix in CSR format. * * The row and column sizes are equal to the number of dsttype and srctype * nodes, respectively. * * \param etype Edge type. * \return CSR matrix. */ virtual aten::CSRMatrix GetCSRMatrix(dgl_type_t etype) const = 0; /*! * \brief Get adjacency matrix in CSC format. * * A CSC matrix is equivalent to the transpose of a CSR matrix. * We reuse the CSRMatrix data structure as return value. The row and column * sizes are equal to the number of dsttype and srctype nodes, respectively. * * \param etype Edge type. * \return A CSR matrix. */ virtual aten::CSRMatrix GetCSCMatrix(dgl_type_t etype) 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& 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& eids, bool preserve_nodes = false) const = 0; /*! * \brief Convert the list of requested unitgraph graphs into a single unitgraph graph. * * \param etypes The list of edge type IDs. * \return The flattened graph, with induced source/edge/destination types/IDs. */ virtual FlattenedHeteroGraphPtr Flatten(const std::vector& etypes) const { LOG(FATAL) << "Flatten operation unsupported"; return nullptr; } /*! \brief Cast this graph to immutable graph */ virtual GraphPtr AsImmutableGraph() const { LOG(FATAL) << "AsImmutableGraph not supported."; return nullptr; } static constexpr const char* _type_key = "graph.HeteroGraph"; DGL_DECLARE_OBJECT_TYPE_INFO(BaseHeteroGraph, runtime::Object); protected: /*! \brief meta graph */ GraphPtr meta_graph_; // empty constructor BaseHeteroGraph(){} }; // Define HeteroGraphRef DGL_DEFINE_OBJECT_REF(HeteroGraphRef, BaseHeteroGraph); /*! * \brief Hetero-subgraph data structure. * * This class can be used as arguments and return values of a C API. * * * DGL_REGISTER_GLOBAL("some_c_api") * .set_body([] (DGLArgs args, DGLRetValue* rv) { * HeteroSubgraphRef subg = args[0]; * std::shared_ptr ret = do_something( ... ); * *rv = HeteroSubgraphRef(ret); * }); * */ 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. * Each array i has the same length as the number of vertices in type i. * Empty array is allowed if the mapping is identity. */ std::vector induced_vertices; /*! * \brief The induced edge ids of each relation type. * The vector length is equal to the number of edge types in the parent graph. * Each array i has the same length as the number of edges in type i. * Empty array is allowed if the mapping is identity. */ std::vector 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); /*! \brief The flattened heterograph */ struct FlattenedHeteroGraph : public runtime::Object { /*! \brief The graph */ HeteroGraphRef graph; /*! * \brief Mapping from source node ID to node type in parent graph * \note The induced type array guarantees that the same type always appear contiguously. */ IdArray induced_srctype; /*! * \brief The set of node types in parent graph appearing in source nodes. */ IdArray induced_srctype_set; /*! \brief Mapping from source node ID to local node ID in parent graph */ IdArray induced_srcid; /*! * \brief Mapping from edge ID to edge type in parent graph * \note The induced type array guarantees that the same type always appear contiguously. */ IdArray induced_etype; /*! * \brief The set of edge types in parent graph appearing in edges. */ IdArray induced_etype_set; /*! \brief Mapping from edge ID to local edge ID in parent graph */ IdArray induced_eid; /*! * \brief Mapping from destination node ID to node type in parent graph * \note The induced type array guarantees that the same type always appear contiguously. */ IdArray induced_dsttype; /*! * \brief The set of node types in parent graph appearing in destination nodes. */ IdArray induced_dsttype_set; /*! \brief Mapping from destination node ID to local node ID in parent graph */ IdArray induced_dstid; void VisitAttrs(runtime::AttrVisitor *v) final { v->Visit("graph", &graph); v->Visit("induced_srctype", &induced_srctype); v->Visit("induced_srctype_set", &induced_srctype_set); v->Visit("induced_srcid", &induced_srcid); v->Visit("induced_etype", &induced_etype); v->Visit("induced_etype_set", &induced_etype_set); v->Visit("induced_eid", &induced_eid); v->Visit("induced_dsttype", &induced_dsttype); v->Visit("induced_dsttype_set", &induced_dsttype_set); v->Visit("induced_dstid", &induced_dstid); } static constexpr const char* _type_key = "graph.FlattenedHeteroGraph"; DGL_DECLARE_OBJECT_TYPE_INFO(FlattenedHeteroGraph, runtime::Object); }; DGL_DEFINE_OBJECT_REF(FlattenedHeteroGraphRef, FlattenedHeteroGraph); // Declarations of functions and algorithms /*! * \brief Create a heterograph from meta graph and a list of bipartite graph, * additionally specifying number of nodes per type. */ HeteroGraphPtr CreateHeteroGraph( GraphPtr meta_graph, const std::vector &rel_graphs, const std::vector &num_nodes_per_type = {}); /*! * \brief Create a heterograph from COO input. * \param num_vtypes Number of vertex types. Must be 1 or 2. * \param num_src Number of nodes in the source type. * \param num_dst Number of nodes in the destination type. * \param row Src node ids of the edges. * \param col Dst node ids of the edges. * \param formats Sparse formats used for storing this graph. * \return A heterograph pointer. */ HeteroGraphPtr CreateFromCOO( int64_t num_vtypes, int64_t num_src, int64_t num_dst, IdArray row, IdArray col, dgl_format_code_t formats = all_code); /*! * \brief Create a heterograph from COO input. * \param num_vtypes Number of vertex types. Must be 1 or 2. * \param mat The COO matrix * \param formats Sparse formats used for storing this graph. * \return A heterograph pointer. */ HeteroGraphPtr CreateFromCOO( int64_t num_vtypes, const aten::COOMatrix& mat, dgl_format_code_t formats = all_code); /*! * \brief Create a heterograph from CSR input. * \param num_vtypes Number of vertex types. Must be 1 or 2. * \param num_src Number of nodes in the source type. * \param num_dst Number of nodes in the destination type. * \param indptr Indptr array * \param indices Indices array * \param edge_ids Edge ids * \param formats Sparse formats for storing this graph. * \return A heterograph pointer. */ HeteroGraphPtr CreateFromCSR( int64_t num_vtypes, int64_t num_src, int64_t num_dst, IdArray indptr, IdArray indices, IdArray edge_ids, dgl_format_code_t formats = all_code); /*! * \brief Create a heterograph from CSR input. * \param num_vtypes Number of vertex types. Must be 1 or 2. * \param mat The CSR matrix * \param formats Sparse formats for storing this graph. * \return A heterograph pointer. */ HeteroGraphPtr CreateFromCSR( int64_t num_vtypes, const aten::CSRMatrix& mat, dgl_format_code_t formats = all_code); /*! * \brief Create a heterograph from CSC input. * \param num_vtypes Number of vertex types. Must be 1 or 2. * \param num_src Number of nodes in the source type. * \param num_dst Number of nodes in the destination type. * \param indptr Indptr array * \param indices Indices array * \param edge_ids Edge ids * \param formats Sparse formats used for storing this graph. * \return A heterograph pointer. */ HeteroGraphPtr CreateFromCSC( int64_t num_vtypes, int64_t num_src, int64_t num_dst, IdArray indptr, IdArray indices, IdArray edge_ids, dgl_format_code_t formats = all_code); /*! * \brief Create a heterograph from CSC input. * \param num_vtypes Number of vertex types. Must be 1 or 2. * \param mat The CSC matrix * \param formats Sparse formats available for storing this graph. * \return A heterograph pointer. */ HeteroGraphPtr CreateFromCSC( int64_t num_vtypes, const aten::CSRMatrix& mat, dgl_format_code_t formats = all_code); /*! * \brief Extract the subgraph of the in edges of the given nodes. * \param graph Graph * \param nodes Node IDs of each type * \return Subgraph containing only the in edges. The returned graph has the same * schema as the original one. */ HeteroSubgraph InEdgeGraph(const HeteroGraphPtr graph, const std::vector& nodes); /*! * \brief Extract the subgraph of the out edges of the given nodes. * \param graph Graph * \param nodes Node IDs of each type * \return Subgraph containing only the out edges. The returned graph has the same * schema as the original one. */ HeteroSubgraph OutEdgeGraph(const HeteroGraphPtr graph, const std::vector& nodes); /*! * \brief Joint union multiple graphs into one graph. * * All input graphs should have the same metagraph. * * TODO(xiangsx): remove the meta_graph argument * * \param meta_graph Metagraph of the inputs and result. * \param component_graphs Input graphs * \return One graph that unions all the components */ HeteroGraphPtr JointUnionHeteroGraph( GraphPtr meta_graph, const std::vector& component_graphs); /*! * \brief Union multiple graphs into one with each input graph as one disjoint component. * * All input graphs should have the same metagraph. * * TODO(minjie): remove the meta_graph argument * * \tparam IdType Graph's index data type, can be int32_t or int64_t * \param meta_graph Metagraph of the inputs and result. * \param component_graphs Input graphs * \return One graph that unions all the components */ template HeteroGraphPtr DisjointUnionHeteroGraph( GraphPtr meta_graph, const std::vector& component_graphs); HeteroGraphPtr DisjointUnionHeteroGraph2( GraphPtr meta_graph, const std::vector& component_graphs); /*! * \brief Split a graph into multiple disjoin components. * * Edges across different components are ignored. All the result graphs have the same * metagraph as the input one. * * The `vertex_sizes` and `edge_sizes` arrays the concatenation of arrays of each * node/edge type. Suppose there are N vertex types, then the array length should * be B*N, where B is the number of components to split. * * TODO(minjie): remove the meta_graph argument; use vector for vertex_sizes * and edge_sizes. * * \tparam IdType Graph's index data type, can be int32_t or int64_t * \param meta_graph Metagraph. * \param batched_graph Input graph. * \param vertex_sizes Number of vertices of each component. * \param edge_sizes Number of vertices of each component. * \return A list of graphs representing each disjoint components. */ template std::vector DisjointPartitionHeteroBySizes( GraphPtr meta_graph, HeteroGraphPtr batched_graph, IdArray vertex_sizes, IdArray edge_sizes); std::vector DisjointPartitionHeteroBySizes2( GraphPtr meta_graph, HeteroGraphPtr batched_graph, IdArray vertex_sizes, IdArray edge_sizes); /*! * \brief Structure for pickle/unpickle. * * The design principle is to leverage the NDArray class as much as possible so * that when they are converted to backend-specific tensors, we could leverage * the efficient pickle/unpickle solutions from the backend framework. * * NOTE(minjie): This is a temporary solution before we support shared memory * storage ourselves. * * This class can be used as arguments and return values of a C API. */ struct HeteroPickleStates : public runtime::Object { /*! \brief version number */ int64_t version = 0; /*! \brief Metainformation * * metagraph, number of nodes per type, format, flags */ std::string meta; /*! \brief Arrays representing graph structure (coo or csr) */ std::vector arrays; /* To support backward compatibility, we have to retain fields in the old * version of HeteroPickleStates */ /*! \brief Metagraph(64bits ImmutableGraph) */ GraphPtr metagraph; /*! \brief Number of nodes per type */ std::vector num_nodes_per_type; /*! \brief adjacency matrices of each relation graph */ std::vector > adjs; static constexpr const char* _type_key = "graph.HeteroPickleStates"; DGL_DECLARE_OBJECT_TYPE_INFO(HeteroPickleStates, runtime::Object); }; // Define HeteroPickleStatesRef DGL_DEFINE_OBJECT_REF(HeteroPickleStatesRef, HeteroPickleStates); /*! * \brief Create a heterograph from pickling states. * * \param states Pickle states * \return A heterograph pointer */ HeteroGraphPtr HeteroUnpickle(const HeteroPickleStates& states); /*! * \brief Get the pickling state of the relation graph structure in backend tensors. * * \return a HeteroPickleStates object */ HeteroPickleStates HeteroPickle(HeteroGraphPtr graph); /*! * \brief Old version of HeteroUnpickle, for backward compatibility * * \param states Pickle states * \return A heterograph pointer */ HeteroGraphPtr HeteroUnpickleOld(const HeteroPickleStates& states); #define FORMAT_HAS_CSC(format) \ ((format) & csc_code) #define FORMAT_HAS_CSR(format) \ ((format) & csr_code) #define FORMAT_HAS_COO(format) \ ((format) & coo_code) } // namespace dgl #endif // DGL_BASE_HETEROGRAPH_H_