| 1 | import litellm
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| 2 |
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| 3 | from minisweagent.models.litellm_model import LitellmModel, LitellmModelConfig
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| 4 | from minisweagent.models.utils.actions_text import format_observation_messages, parse_regex_actions
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| 5 |
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| 6 |
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| 7 | class LitellmTextbasedModelConfig(LitellmModelConfig):
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| 8 | action_regex: str = r"```mswea_bash_command\s*\n(.*?)\n```"
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| 9 | """Regex to extract the action from the LM's output."""
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| 10 | format_error_template: str = (
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| 11 | "Please always provide EXACTLY ONE action in triple backticks, found {{actions|length}} actions."
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| 12 | )
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| 13 | """Template used when the LM's output is not in the expected format."""
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| 14 |
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| 15 |
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| 16 | class LitellmTextbasedModel(LitellmModel):
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| 17 | def __init__(self, **kwargs):
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| 18 | super().__init__(config_class=LitellmTextbasedModelConfig, **kwargs)
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| 19 |
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| 20 | def _query(self, messages: list[dict[str, str]], **kwargs):
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| 21 | try:
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| 22 | return litellm.completion(
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| 23 | model=self.config.model_name, messages=messages, **(self.config.model_kwargs | kwargs)
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| 24 | )
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| 25 | except litellm.exceptions.AuthenticationError as e:
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| 26 | e.message += " You can permanently set your API key with `mini-extra config set KEY VALUE`."
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| 27 | raise e
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| 28 |
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| 29 | def _parse_actions(self, response: dict) -> list[dict]:
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| 30 | """Parse actions from the model response. Raises FormatError if not exactly one action."""
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| 31 | content = response.choices[0].message.content or ""
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| 32 | return parse_regex_actions(
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| 33 | content, action_regex=self.config.action_regex, format_error_template=self.config.format_error_template
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| 34 | )
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| 35 |
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| 36 | def format_observation_messages(
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| 37 | self, message: dict, outputs: list[dict], template_vars: dict | None = None
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| 38 | ) -> list[dict]:
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| 39 | """Format execution outputs into observation messages."""
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| 40 | return format_observation_messages(
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| 41 | outputs,
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| 42 | observation_template=self.config.observation_template,
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| 43 | template_vars=template_vars,
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| 44 | multimodal_regex=self.config.multimodal_regex,
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| 45 | )
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| 46 |
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