100 lines
4.3 KiB
Python
100 lines
4.3 KiB
Python
import asyncio, warnings
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class BaseNode:
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def __init__(self): self.params,self.successors={},{}
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def set_params(self,params): self.params=params
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def add_successor(self,node,action="default"):
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if action in self.successors: warnings.warn(f"Overwriting successor for action '{action}'")
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self.successors[action]=node;return node
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def prep(self,shared): return None
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def exec(self,prep_res): return None
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def _exec(self,prep_res): return self.exec(prep_res)
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def post(self,shared,prep_res,exec_res): return "default"
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def _run(self,shared):
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prep_res=self.prep(shared)
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exec_res=self._exec(prep_res)
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return self.post(shared,prep_res,exec_res)
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def run(self,shared):
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if self.successors: warnings.warn("Node won't run successors. Use a parent Flow instead.")
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return self._run(shared)
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def __rshift__(self,other): return self.add_successor(other)
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def __sub__(self,action):
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if isinstance(action,str): return _ConditionalTransition(self,action)
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raise TypeError("Action must be a string")
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class _ConditionalTransition:
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def __init__(self,src,action): self.src,self.action=src,action
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def __rshift__(self,tgt): return self.src.add_successor(tgt,self.action)
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class Node(BaseNode):
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def __init__(self,max_retries=1):
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super().__init__()
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self.max_retries=max_retries
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def process_after_fail(self,prep_res,exc): raise exc
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def _exec(self,prep_res):
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for i in range(self.max_retries):
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try:return super()._exec(prep_res)
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except Exception as e:
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if i==self.max_retries-1:return self.process_after_fail(prep_res,e)
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class BatchNode(Node):
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def prep(self,shared): return []
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def _exec(self,items): return [super(Node,self)._exec(i) for i in items]
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class Flow(BaseNode):
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def __init__(self,start):
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super().__init__()
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self.start=start
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def get_next_node(self,curr,action):
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nxt=curr.successors.get(action if action is not None else "default")
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if not nxt and curr.successors: warnings.warn(f"Flow ends: action '{action}' not found in {list(curr.successors)}")
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return nxt
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def _orchestrate(self,shared,params=None):
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curr,p=self.start,(params if params else {**self.params})
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while curr:
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curr.set_params(p)
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curr=self.get_next_node(curr,curr._run(shared))
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def _run(self,shared):
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self._orchestrate(shared)
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return self.post(shared,self.prep(shared),None)
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def exec(self,prep_res):
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raise RuntimeError("Flow should not exec directly. Create a child Node instead.")
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class BatchFlow(Flow):
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def prep(self,shared): return []
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def _run(self,shared):
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prep_res=self.prep(shared)
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for batch_params in prep_res:self._orchestrate(shared,{**self.params,**batch_params})
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return self.post(shared,prep_res,None)
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class AsyncNode(Node):
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def post(self,shared,prep_res,exec_res):
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raise RuntimeError("AsyncNode should post using post_async instead.")
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async def post_async(self,shared,prep_res,exec_res):
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await asyncio.sleep(0);return "default"
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async def run_async(self,shared):
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if self.successors:
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warnings.warn("Node won't run successors. Use a parent AsyncFlow instead.")
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return await self._run_async(shared)
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async def _run_async(self,shared):
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prep_res=self.prep(shared)
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exec_res=self._exec(prep_res)
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return await self.post_async(shared,prep_res,exec_res)
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def _run(self,shared): raise RuntimeError("AsyncNode should run using run_async instead.")
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class AsyncFlow(Flow,AsyncNode):
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async def _orchestrate_async(self,shared,params=None):
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curr,p=self.start,(params if params else {**self.params})
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while curr:
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curr.set_params(p)
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c=await curr._run_async(shared) if hasattr(curr,"run_async") else curr._run(shared)
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curr=self.get_next_node(curr,c)
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async def _run_async(self,shared):
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await self._orchestrate_async(shared)
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return await self.post_async(shared,self.prep(shared),None)
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class BatchAsyncFlow(BatchFlow,AsyncFlow):
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async def _run_async(self,shared):
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prep_res=self.prep(shared)
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for batch_params in prep_res:await self._orchestrate_async(shared,{**self.params,**batch_params})
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return await self.post_async(shared,prep_res,None) |