Source code for langchain_community.llms.fake

import asyncio
import time
from typing import Any, AsyncIterator, Iterator, List, Mapping, Optional

from langchain_core.callbacks import (
    AsyncCallbackManagerForLLMRun,
    CallbackManagerForLLMRun,
)
from langchain_core.language_models import LanguageModelInput
from langchain_core.language_models.llms import LLM
from langchain_core.runnables import RunnableConfig


[docs]class FakeListLLM(LLM):
    """Fake LLM for testing purposes."""

    responses: List[str]
    sleep: Optional[float] = None
    i: int = 0

    @property
    def _llm_type(self) -> str:
        """Return type of llm."""
        return "fake-list"

    def _call(
        self,
        prompt: str,
        stop: Optional[List[str]] = None,
        run_manager: Optional[CallbackManagerForLLMRun] = None,
        **kwargs: Any,
    ) -> str:
        """Return next response"""
        response = self.responses[self.i]
        if self.i < len(self.responses) - 1:
            self.i += 1
        else:
            self.i = 0
        return response

    async def _acall(
        self,
        prompt: str,
        stop: Optional[List[str]] = None,
        run_manager: Optional[AsyncCallbackManagerForLLMRun] = None,
        **kwargs: Any,
    ) -> str:
        """Return next response"""
        response = self.responses[self.i]
        if self.i < len(self.responses) - 1:
            self.i += 1
        else:
            self.i = 0
        return response

    @property
    def _identifying_params(self) -> Mapping[str, Any]:
        return {"responses": self.responses}


[docs]class FakeStreamingListLLM(FakeListLLM):
    """Fake streaming list LLM for testing purposes."""

[docs]    def stream(
        self,
        input: LanguageModelInput,
        config: Optional[RunnableConfig] = None,
        *,
        stop: Optional[List[str]] = None,
        **kwargs: Any,
    ) -> Iterator[str]:
        result = self.invoke(input, config)
        for c in result:
            if self.sleep is not None:
                time.sleep(self.sleep)
            yield c

[docs]    async def astream(
        self,
        input: LanguageModelInput,
        config: Optional[RunnableConfig] = None,
        *,
        stop: Optional[List[str]] = None,
        **kwargs: Any,
    ) -> AsyncIterator[str]:
        result = await self.ainvoke(input, config)
        for c in result:
            if self.sleep is not None:
                await asyncio.sleep(self.sleep)
            yield c