Files
t6_mem0/mem0/configs/llms/base.py
2024-08-15 11:58:07 +05:30

74 lines
2.9 KiB
Python

from abc import ABC
from typing import Optional
class BaseLlmConfig(ABC):
"""
Config for LLMs.
"""
def __init__(
self,
model: Optional[str] = None,
temperature: float = 0,
api_key: Optional[str] = None,
max_tokens: int = 3000,
top_p: float = 0,
top_k: int = 1,
# Openrouter specific
models: Optional[list[str]] = None,
route: Optional[str] = "fallback",
openrouter_base_url: Optional[str] = "https://openrouter.ai/api/v1",
site_url: Optional[str] = None,
app_name: Optional[str] = None,
# Ollama specific
ollama_base_url: Optional[str] = None,
):
"""
Initializes a configuration class instance for the LLM.
:param model: Controls the OpenAI model used, defaults to None
:type model: Optional[str], optional
:param temperature: Controls the randomness of the model's output.
Higher values (closer to 1) make output more random, lower values make it more deterministic, defaults to 0
:type temperature: float, optional
:param api_key: OpenAI API key to be use, defaults to None
:type api_key: Optional[str], optional
:param max_tokens: Controls how many tokens are generated, defaults to 3000
:type max_tokens: int, optional
:param top_p: Controls the diversity of words. Higher values (closer to 1) make word selection more diverse,
defaults to 1
:type top_p: float, optional
:param top_k: Controls the diversity of words. Higher values make word selection more diverse, defaults to 0
:type top_k: int, optional
:param models: Openrouter models to use, defaults to None
:type models: Optional[list[str]], optional
:param route: Openrouter route to be used, defaults to "fallback"
:type route: Optional[str], optional
:param openrouter_base_url: Openrouter base URL to be use, defaults to "https://openrouter.ai/api/v1"
:type openrouter_base_url: Optional[str], optional
:param site_url: Openrouter site URL to use, defaults to None
:type site_url: Optional[str], optional
:param app_name: Openrouter app name to use, defaults to None
:type app_name: Optional[str], optional
:param ollama_base_url: The base URL of the LLM, defaults to None
:type ollama_base_url: Optional[str], optional
"""
self.model = model
self.temperature = temperature
self.api_key = api_key
self.max_tokens = max_tokens
self.top_p = top_p
self.top_k = top_k
# Openrouter specific
self.models = models
self.route = route
self.openrouter_base_url = openrouter_base_url
self.site_url = site_url
self.app_name = app_name
# Ollama specific
self.ollama_base_url = ollama_base_url