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import random |
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from abc import ABC |
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from functools import partial |
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from typing import Tuple, Union |
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import pandas as pd |
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from agent.component.base import ComponentBase, ComponentParamBase |
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class AnswerParam(ComponentParamBase): |
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""" |
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Define the Answer component parameters. |
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""" |
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def __init__(self): |
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super().__init__() |
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self.post_answers = [] |
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def check(self): |
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return True |
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class Answer(ComponentBase, ABC): |
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component_name = "Answer" |
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def _run(self, history, **kwargs): |
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if kwargs.get("stream"): |
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return partial(self.stream_output) |
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ans = self.get_input() |
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if self._param.post_answers: |
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ans = pd.concat([ans, pd.DataFrame([{"content": random.choice(self._param.post_answers)}])], ignore_index=False) |
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return ans |
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def stream_output(self): |
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res = None |
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if hasattr(self, "exception") and self.exception: |
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res = {"content": str(self.exception)} |
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self.exception = None |
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yield res |
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self.set_output(res) |
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return |
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stream = self.get_stream_input() |
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if isinstance(stream, pd.DataFrame): |
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res = stream |
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answer = "" |
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for ii, row in stream.iterrows(): |
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answer += row.to_dict()["content"] |
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yield {"content": answer} |
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else: |
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for st in stream(): |
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res = st |
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yield st |
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if self._param.post_answers: |
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res["content"] += random.choice(self._param.post_answers) |
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yield res |
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self.set_output(res) |
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def set_exception(self, e): |
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self.exception = e |
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def output(self, allow_partial=True) -> Tuple[str, Union[pd.DataFrame, partial]]: |
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if allow_partial: |
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return super.output() |
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for r, c in self._canvas.history[::-1]: |
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if r == "user": |
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return self._param.output_var_name, pd.DataFrame([{"content": c}]) |
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self._param.output_var_name, pd.DataFrame([]) |
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