2023-12-15 17:33:54 +08:00

83 lines
2.4 KiB
Python

from typing import Union, Type, List
import networkx as nx
from knext import rest
from knext.common.restable import RESTable
from knext.common.runnable import Runnable
class Chain(Runnable, RESTable):
dag: nx.DiGraph
def invoke(self, input=None, **kwargs):
from knext.chain.builder_chain import BuilderChain
return BuilderChain.from_chain(self).invoke(**kwargs)
@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)