litellm/litellm/llms/base.py
mateo-berri b74e696615 refactor(types): replace Any with real types across 178 backend files
Types provider request and response bodies at their boundaries with
TypedDicts and Protocols instead of dict[str, Any], so the untyped-to-typed
crossing is paid once per boundary rather than once per field read.

Removes 1,700 reportAny/reportExplicitAny errors and 1,953 basedpyright
errors overall, plus 310 ruff strict-rule and 106 LIT-rule violations.
No cast, type: ignore, noqa, or new Any annotations anywhere in the diff.

Ratchets the basedpyright, ruff-strict, and type-discipline budgets to the
new counts so the cleared headroom cannot silently grow back.
2026-08-27 10:14:58 +00:00

86 lines
2.7 KiB
Python

## This is a template base class to be used for adding new LLM providers via API calls
from typing import TYPE_CHECKING, Any, Union
import httpx
import litellm
if TYPE_CHECKING:
from litellm.litellm_core_utils.litellm_logging import Logging as LiteLLMLoggingObj
from litellm.litellm_core_utils.streaming_handler import CustomStreamWrapper
from litellm.types.utils import ModelResponse, TextCompletionResponse
class BaseLLM:
_client_session: httpx.Client | None = None
def process_response(
self,
model: str,
response: httpx.Response,
model_response: "ModelResponse",
stream: bool,
logging_obj: "LiteLLMLoggingObj",
optional_params: dict,
api_key: str,
data: dict | str,
messages: list,
print_verbose,
encoding,
) -> Union["ModelResponse", "CustomStreamWrapper"]:
"""
Helper function to process the response across sync + async completion calls
"""
return model_response
def process_text_completion_response(
self,
model: str,
response: httpx.Response,
model_response: "TextCompletionResponse",
stream: bool,
logging_obj: "LiteLLMLoggingObj",
optional_params: dict,
api_key: str,
data: dict | str,
messages: list,
print_verbose,
encoding,
) -> Union["TextCompletionResponse", "CustomStreamWrapper"]:
"""
Helper function to process the response across sync + async completion calls
"""
return model_response
def create_client_session(self):
if litellm.client_session:
_client_session = litellm.client_session
else:
_client_session = httpx.Client()
return _client_session
def create_aclient_session(self):
if litellm.aclient_session:
_aclient_session = litellm.aclient_session
else:
_aclient_session = httpx.AsyncClient()
return _aclient_session
def __exit__(self):
if hasattr(self, "_client_session") and self._client_session is not None:
self._client_session.close()
async def __aexit__(self, exc_type, exc_val, exc_tb):
if hasattr(self, "_aclient_session"):
await self._aclient_session.aclose()
def validate_environment(self, *args, **kwargs) -> Any | None: # set up the environment required to run the model
return None
def completion(self, *args, **kwargs) -> Any: # logic for parsing in - calling - parsing out model completion calls
return None
def embedding(self, *args, **kwargs) -> Any: # logic for parsing in - calling - parsing out model embedding calls
return None