Source code for graphscope.analytical.app.sssp

#!/usr/bin/env python3
# -*- coding: utf-8 -*-
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# Copyright 2020 Alibaba Group Holding Limited. All Rights Reserved.
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# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
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#     http://www.apache.org/licenses/LICENSE-2.0
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from graphscope.framework.app import AppAssets
from graphscope.framework.app import not_compatible_for
from graphscope.framework.app import project_to_simple
from graphscope.framework.graph import GraphDAGNode
from graphscope.proto import graph_def_pb2

__all__ = [
    "sssp",
]


[docs]@project_to_simple @not_compatible_for("arrow_property", "dynamic_property") def sssp(graph, src=0, weight=None): """Compute single source shortest path length on the `graph`. Note that the `sssp` algorithm requires an numerical property on the edge. Args: graph (:class:`graphscope.Graph`): A simple graph. src (optional): The source vertex. The type should be consistent with the id type of the `graph`, that is, it's `int` or `str` depending on the `oid_type` is `int64_t` or `string` of the `graph`. Defaults to 0. weight (str, optional): The edge data key corresponding to the edge weight. Note that property under multiple labels should have the consistent index. Defaults to None. Returns: :class:`graphscope.framework.context.VertexDataContextDAGNode`: A context with each vertex assigned with the shortest distance from the `src`, evaluated in eager mode. Examples: .. code:: python >>> import graphscope >>> from graphscope.dataset import load_p2p_network >>> sess = graphscope.session(cluster_type="hosts", mode="eager") >>> g = load_p2p_network(sess) >>> # project to a simple graph (if needed) >>> pg = g.project(vertices={"host": ["id"]}, edges={"connect": ["dist"]}) >>> c = graphscope.sssp(pg, src=6) >>> sess.close() """ if not isinstance(graph, GraphDAGNode): if graph.schema.edata_type == graph_def_pb2.NULLVALUE: raise ValueError( "The edge data is empty, and the edge data type should be integers or " "floating point numbers to run SSSP. Use the `bfs()` algorithm instead." ) if graph.schema.edata_type == graph_def_pb2.STRING: raise ValueError( "The edge data type is string, and the edge data type should be " "integers or floating point numbers to run SSSP." ) return AppAssets(algo="sssp", context="vertex_data")(graph, src)