openspg/python/knext/chain/base.py

from typing import Union, Type, List, Sequence, TypeVar, Generic

import networkx as nx

from knext import rest
from knext.common.restable import RESTable
from knext.common.runnable import Runnable, Input, Output


class Chain(Runnable, RESTable):

    first: RESTable

    last: RESTable

    dag: nx.DiGraph

    def invoke(self, input=None, **kwargs):
        pass

    @property
    def upstream_types(self) -> Type['RESTable']:
        return self.first.upstream_types

    @property
    def downstream_types(self) -> Type['RESTable']:
        return self.last.downstream_types

    @classmethod
    def from_rest(cls, node: rest.Node):
        pass

    def submit(self):
        raise ValueError("Not support yet.")

    def __rshift__(
        self,
        other: Union[
            Type["Chain"],
            List[Type["Chain"]],
            Type["Component"],
            List[Type["Component"]],
            None,
        ],
    ):
        from knext.component.base import Component

        if not other:
            return self
        if not isinstance(other, list):
            other = [other]
        dag_list = []
        for o in other:
            if not o:
                dag_list.append(o.dag)
            if isinstance(o, Component):
                end_nodes = [
                    node
                    for node, out_degree in self.dag.out_degree()
                    if out_degree == 0 or node.last
                ]
                dag = nx.DiGraph(self.dag)
                if len(end_nodes) > 0:
                    for end_node in end_nodes:
                        dag.add_edge(end_node, o)
                dag.add_node(o)
                dag_list.append(dag)
            elif isinstance(o, Chain):
                combined_dag = nx.compose(self.dag, o.dag)
                end_nodes = [
                    node
                    for node, out_degree in self.dag.out_degree()
                    if out_degree == 0 or node.last
                ]
                start_nodes = [
                    node for node, in_degree in o.dag.in_degree() if in_degree == 0
                ]

                if len(end_nodes) > 0 and len(start_nodes) > 0:
                    for end_node in end_nodes:
                        for start_node in start_nodes:
                            combined_dag.add_edge(end_node, start_node)
        final_dag = nx.compose_all(dag_list)
        return Chain(dag=final_dag)