100 lines
4.9 KiB
Python
100 lines
4.9 KiB
Python
import asyncio, warnings, copy
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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): pass
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def exec(self,prep_res): pass
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def post(self,shared,prep_res,exec_res): pass
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def _exec(self,prep_res): return self.exec(prep_res)
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def _run(self,shared): p=self.prep(shared);e=self._exec(p);return self.post(shared,p,e)
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def run(self,shared):
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if self.successors: warnings.warn("Node won't run successors. Use Flow.")
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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): super().__init__();self.max_retries=max_retries
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def exec_fallback(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 self.exec(prep_res)
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except Exception as e:
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if i==self.max_retries-1: return self.exec_fallback(prep_res,e)
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class BatchNode(Node):
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def _exec(self,items): return [super(BatchNode,self)._exec(i) for i in items]
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class Flow(BaseNode):
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def __init__(self,start): super().__init__();self.start=start
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def get_next_node(self,curr,action):
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nxt=curr.successors.get(action or "default")
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if not nxt and curr.successors: warnings.warn(f"Flow ends: '{action}' not found in {list(curr.successors)}")
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return nxt
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def _orch(self,shared,params=None):
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curr,p=copy.copy(self.start),(params or {**self.params})
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while curr: curr.set_params(p);c=curr._run(shared);curr=copy.copy(self.get_next_node(curr,c))
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def _run(self,shared): pr=self.prep(shared);self._orch(shared);return self.post(shared,pr,None)
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def exec(self,prep_res): raise RuntimeError("Flow can't exec.")
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class BatchFlow(Flow):
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def _run(self,shared):
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pr=self.prep(shared) or []
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for bp in pr: self._orch(shared,{**self.params,**bp})
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return self.post(shared,pr,None)
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class AsyncNode(Node):
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def prep(self,shared): raise RuntimeError("Use prep_async.")
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def exec(self,prep_res): raise RuntimeError("Use exec_async.")
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def post(self,shared,prep_res,exec_res): raise RuntimeError("Use post_async.")
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def exec_fallback(self,prep_res,exc): raise RuntimeError("Use exec_fallback_async.")
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def _run(self,shared): raise RuntimeError("Use run_async.")
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async def prep_async(self,shared): pass
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async def exec_async(self,prep_res): pass
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async def exec_fallback_async(self,prep_res,exc): raise exc
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async def post_async(self,shared,prep_res,exec_res): pass
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async def _exec(self,prep_res):
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for i in range(self.max_retries):
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try: return await self.exec_async(prep_res)
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except Exception as e:
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if i==self.max_retries-1: return await self.exec_fallback_async(prep_res,e)
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async def run_async(self,shared):
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if self.successors: warnings.warn("Node won't run successors. Use AsyncFlow.")
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return await self._run_async(shared)
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async def _run_async(self,shared): p=await self.prep_async(shared);e=await self._exec(p);return await self.post_async(shared,p,e)
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class AsyncBatchNode(AsyncNode):
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async def _exec(self,items): return [await super(AsyncBatchNode,self)._exec(i) for i in items]
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class AsyncParallelBatchNode(AsyncNode):
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async def _exec(self,items): return await asyncio.gather(*(super(AsyncParallelBatchNode,self)._exec(i) for i in items))
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class AsyncFlow(Flow,AsyncNode):
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async def _orch_async(self,shared,params=None):
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curr,p=copy.copy(self.start),(params or {**self.params})
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while curr:
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curr.set_params(p);c=await curr._run_async(shared) if isinstance(curr,AsyncNode) else curr._run(shared)
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curr=copy.copy(self.get_next_node(curr,c))
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async def _run_async(self,shared): p=await self.prep_async(shared);await self._orch_async(shared);return await self.post_async(shared,p,None)
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class AsyncBatchFlow(AsyncFlow):
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async def _run_async(self,shared):
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pr=await self.prep_async(shared) or []
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for bp in pr: await self._orch_async(shared,{**self.params,**bp})
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return await self.post_async(shared,pr,None)
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class AsyncParallelBatchFlow(AsyncFlow):
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async def _run_async(self,shared):
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pr=await self.prep_async(shared) or []
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await asyncio.gather(*(self._orch_async(shared,{**self.params,**bp}) for bp in pr))
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return await self.post_async(shared,pr,None) |