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"""KoboldCpp LLM wrapper for testing purposes."""
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import logging
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import time
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from typing import Any, List, Mapping, Optional
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import json
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import requests
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from langchain.llms.base import LLM
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logger = logging.getLogger(__name__)
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class KoboldCpp(LLM):
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"""KoboldCpp LLM wrapper for testing purposes."""
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endpoint_url: str = "http://172.16.85.10:5001/api/latest/generate"
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temperature: Optional[float] = 0.8
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"""The temperature to use for sampling."""
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max_tokens: Optional[int] = 256
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"""The maximum number of tokens to generate."""
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top_p: Optional[float] = 0.90
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"""The top-p value to use for sampling."""
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repeat_penalty: Optional[float] = 1.1
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"""The penalty to apply to repeated tokens."""
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top_k: Optional[int] = 40
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"""The top-k value to use for sampling."""
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stop: Optional[List[str]] = []
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"""A list of strings to stop generation when encountered."""
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# model_kwargs: Dict[str, Any] = Field(default_factory=dict)
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@property
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def _llm_type(self) -> str:
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"""Return type of llm."""
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return "KoboldCpp"
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def _call(self, prompt: str, stop: Optional[List[str]] = None) -> str:
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"""First try to lookup in queries, else return 'foo' or 'bar'."""
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#params = self.model_kwargs or {}
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input_data = {
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"prompt": prompt,
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"max_context_length": 2048,
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"max_length": self.max_tokens,
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"temperature": self.temperature,
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"top_k": self.top_k,
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"top_p": self.top_p,
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"rep_pen": self.repeat_penalty,
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"rep_pen_range": 256,
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"stop_sequence": self.stop,
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}
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if stop:
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input_data["stop_sequence"] = stop
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headers = {
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"Content-Type": "application/json",
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}
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logger.info(f"sending request to koboldcpp.")
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TRIES = 30
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for i in range(TRIES):
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try:
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r = requests.post(self.endpoint_url, json=input_data, headers=headers, timeout=600)
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r_json = r.json()
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except requests.exceptions.RequestException as e:
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raise ValueError(f"http connection error.")
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logger.info(r_json)
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if r.status_code == 200:
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try:
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response = r_json["results"][0]["text"]
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except KeyError:
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raise ValueError(f"LangChain requires 'results' key in response.")
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break
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elif r.status_code == 503:
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logger.info(f"api is busy. waiting...")
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time.sleep(5)
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else:
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raise ValueError(f"http error. unknown response code")
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for s in input_data["stop_sequence"]:
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response = response.removesuffix(s).rstrip()
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return response.lstrip()
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@property
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def _identifying_params(self) -> Mapping[str, Any]:
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return {}
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