mirror of
https://github.com/crewAIInc/crewAI.git
synced 2026-01-11 00:58:30 +00:00
Move to src dir usage (#99)
This commit is contained in:
75
src/crewai/agents/output_parser.py
Normal file
75
src/crewai/agents/output_parser.py
Normal file
@@ -0,0 +1,75 @@
|
||||
import re
|
||||
from typing import Union
|
||||
|
||||
from langchain.agents.output_parsers import ReActSingleInputOutputParser
|
||||
from langchain_core.agents import AgentAction, AgentFinish
|
||||
|
||||
from .cache import CacheHandler, CacheHit
|
||||
from .exceptions import TaskRepeatedUsageException
|
||||
from .tools_handler import ToolsHandler
|
||||
|
||||
FINAL_ANSWER_ACTION = "Final Answer:"
|
||||
FINAL_ANSWER_AND_PARSABLE_ACTION_ERROR_MESSAGE = (
|
||||
"Parsing LLM output produced both a final answer and a parse-able action:"
|
||||
)
|
||||
|
||||
|
||||
class CrewAgentOutputParser(ReActSingleInputOutputParser):
|
||||
"""Parses ReAct-style LLM calls that have a single tool input.
|
||||
|
||||
Expects output to be in one of two formats.
|
||||
|
||||
If the output signals that an action should be taken,
|
||||
should be in the below format. This will result in an AgentAction
|
||||
being returned.
|
||||
|
||||
```
|
||||
Thought: agent thought here
|
||||
Action: search
|
||||
Action Input: what is the temperature in SF?
|
||||
```
|
||||
|
||||
If the output signals that a final answer should be given,
|
||||
should be in the below format. This will result in an AgentFinish
|
||||
being returned.
|
||||
|
||||
```
|
||||
Thought: agent thought here
|
||||
Final Answer: The temperature is 100 degrees
|
||||
```
|
||||
|
||||
It also prevents tools from being reused in a roll.
|
||||
"""
|
||||
|
||||
class Config:
|
||||
arbitrary_types_allowed = True
|
||||
|
||||
tools_handler: ToolsHandler
|
||||
cache: CacheHandler
|
||||
|
||||
def parse(self, text: str) -> Union[AgentAction, AgentFinish, CacheHit]:
|
||||
FINAL_ANSWER_ACTION in text
|
||||
regex = (
|
||||
r"Action\s*\d*\s*:[\s]*(.*?)[\s]*Action\s*\d*\s*Input\s*\d*\s*:[\s]*(.*)"
|
||||
)
|
||||
if action_match := re.search(regex, text, re.DOTALL):
|
||||
action = action_match.group(1).strip()
|
||||
action_input = action_match.group(2)
|
||||
tool_input = action_input.strip(" ")
|
||||
tool_input = tool_input.strip('"')
|
||||
|
||||
if last_tool_usage := self.tools_handler.last_used_tool:
|
||||
usage = {
|
||||
"tool": action,
|
||||
"input": tool_input,
|
||||
}
|
||||
if usage == last_tool_usage:
|
||||
raise TaskRepeatedUsageException(
|
||||
tool=action, tool_input=tool_input, text=text
|
||||
)
|
||||
|
||||
if result := self.cache.read(action, tool_input):
|
||||
action = AgentAction(action, tool_input, text)
|
||||
return CacheHit(action=action, cache=self.cache)
|
||||
|
||||
return super().parse(text)
|
||||
Reference in New Issue
Block a user