MetaGPT/metagpt/context.py
2024-01-09 14:16:40 +08:00

93 lines
2.7 KiB
Python

#!/usr/bin/env python
# -*- coding: utf-8 -*-
"""
@Time : 2024/1/4 16:32
@Author : alexanderwu
@File : context.py
"""
import os
from pathlib import Path
from typing import Optional
from pydantic import BaseModel, ConfigDict
from metagpt.config2 import Config
from metagpt.configs.llm_config import LLMType
from metagpt.const import OPTIONS
from metagpt.provider.base_llm import BaseLLM
from metagpt.provider.llm_provider_registry import get_llm
from metagpt.utils.cost_manager import CostManager
from metagpt.utils.git_repository import GitRepository
class AttrDict(BaseModel):
"""A dict-like object that allows access to keys as attributes, compatible with Pydantic."""
model_config = ConfigDict(extra="allow")
def __init__(self, **kwargs):
super().__init__(**kwargs)
self.__dict__.update(kwargs)
def __getattr__(self, key):
return self.__dict__.get(key, None)
def __setattr__(self, key, value):
self.__dict__[key] = value
def __delattr__(self, key):
if key in self.__dict__:
del self.__dict__[key]
else:
raise AttributeError(f"No such attribute: {key}")
class Context(BaseModel):
"""Env context for MetaGPT"""
model_config = ConfigDict(arbitrary_types_allowed=True)
kwargs: AttrDict = AttrDict()
config: Config = Config.default()
git_repo: Optional[GitRepository] = None
src_workspace: Optional[Path] = None
cost_manager: CostManager = CostManager()
@property
def file_repo(self):
return self.git_repo.new_file_repository()
@property
def options(self):
"""Return all key-values"""
return OPTIONS.get()
def new_environ(self):
"""Return a new os.environ object"""
env = os.environ.copy()
i = self.options
env.update({k: v for k, v in i.items() if isinstance(v, str)})
return env
def llm(self, name: Optional[str] = None, provider: LLMType = LLMType.OPENAI) -> BaseLLM:
"""Return a LLM instance"""
if provider:
llm_configs = self.config.get_llm_configs_by_type(provider)
if name:
llm_configs = [c for c in llm_configs if c.name == name]
if len(llm_configs) == 0:
raise ValueError(f"Cannot find llm config with name {name} and provider {provider}")
# return the first one if name is None, or return the only one
llm_config = llm_configs[0]
else:
llm_config = self.config.get_llm_config(name)
llm = get_llm(llm_config)
if llm.cost_manager is None:
llm.cost_manager = self.cost_manager
return llm
# Global context, not in Env
context = Context()