Skyvern/skyvern/forge/sdk/api/llm/models.py
Kerem Yilmaz cf01e81ba2
Force Claude 3 models to output JSON object and parse it more reliably (#293)
Co-authored-by: otmane <otmanebenazzou.pro@gmail.com>
2024-05-10 00:51:12 -07:00

63 lines
1.8 KiB
Python

from dataclasses import dataclass
from typing import Any, Awaitable, Literal, Protocol
from skyvern.forge.sdk.models import Step
from skyvern.forge.sdk.settings_manager import SettingsManager
@dataclass(frozen=True)
class LLMConfig:
model_name: str
required_env_vars: list[str]
supports_vision: bool
add_assistant_prefix: bool
def get_missing_env_vars(self) -> list[str]:
missing_env_vars = []
for env_var in self.required_env_vars:
env_var_value = getattr(SettingsManager.get_settings(), env_var, None)
if not env_var_value:
missing_env_vars.append(env_var)
return missing_env_vars
@dataclass(frozen=True)
class LLMRouterModelConfig:
model_name: str
# https://litellm.vercel.app/docs/routing
litellm_params: dict[str, Any]
tpm: int | None = None
rpm: int | None = None
@dataclass(frozen=True)
class LLMRouterConfig(LLMConfig):
model_list: list[LLMRouterModelConfig]
# All three redis parameters are required. Even if there isn't a password, it should be an empty string.
main_model_group: str
redis_host: str | None = None
redis_port: int | None = None
redis_password: str | None = None
fallback_model_group: str | None = None
routing_strategy: Literal[
"simple-shuffle",
"least-busy",
"usage-based-routing",
"usage-based-routing-v2",
"latency-based-routing",
] = "usage-based-routing"
num_retries: int = 1
retry_delay_seconds: int = 15
set_verbose: bool = False
class LLMAPIHandler(Protocol):
def __call__(
self,
prompt: str,
step: Step | None = None,
screenshots: list[bytes] | None = None,
parameters: dict[str, Any] | None = None,
) -> Awaitable[dict[str, Any]]:
...