langchain/libs/community/langchain_community/llms/layerup_security.py
Bagatur a0c2281540
infra: update mypy 1.10, ruff 0.5 (#23721)
```python
"""python scripts/update_mypy_ruff.py"""
import glob
import tomllib
from pathlib import Path

import toml
import subprocess
import re

ROOT_DIR = Path(__file__).parents[1]


def main():
    for path in glob.glob(str(ROOT_DIR / "libs/**/pyproject.toml"), recursive=True):
        print(path)
        with open(path, "rb") as f:
            pyproject = tomllib.load(f)
        try:
            pyproject["tool"]["poetry"]["group"]["typing"]["dependencies"]["mypy"] = (
                "^1.10"
            )
            pyproject["tool"]["poetry"]["group"]["lint"]["dependencies"]["ruff"] = (
                "^0.5"
            )
        except KeyError:
            continue
        with open(path, "w") as f:
            toml.dump(pyproject, f)
        cwd = "/".join(path.split("/")[:-1])
        completed = subprocess.run(
            "poetry lock --no-update; poetry install --with typing; poetry run mypy . --no-color",
            cwd=cwd,
            shell=True,
            capture_output=True,
            text=True,
        )
        logs = completed.stdout.split("\n")

        to_ignore = {}
        for l in logs:
            if re.match("^(.*)\:(\d+)\: error:.*\[(.*)\]", l):
                path, line_no, error_type = re.match(
                    "^(.*)\:(\d+)\: error:.*\[(.*)\]", l
                ).groups()
                if (path, line_no) in to_ignore:
                    to_ignore[(path, line_no)].append(error_type)
                else:
                    to_ignore[(path, line_no)] = [error_type]
        print(len(to_ignore))
        for (error_path, line_no), error_types in to_ignore.items():
            all_errors = ", ".join(error_types)
            full_path = f"{cwd}/{error_path}"
            try:
                with open(full_path, "r") as f:
                    file_lines = f.readlines()
            except FileNotFoundError:
                continue
            file_lines[int(line_no) - 1] = (
                file_lines[int(line_no) - 1][:-1] + f"  # type: ignore[{all_errors}]\n"
            )
            with open(full_path, "w") as f:
                f.write("".join(file_lines))

        subprocess.run(
            "poetry run ruff format .; poetry run ruff --select I --fix .",
            cwd=cwd,
            shell=True,
            capture_output=True,
            text=True,
        )


if __name__ == "__main__":
    main()

```
2024-07-03 10:33:27 -07:00

107 lines
3.4 KiB
Python

import logging
from typing import Any, Callable, Dict, List, Optional
from langchain_core.callbacks import CallbackManagerForLLMRun
from langchain_core.language_models.llms import LLM
from langchain_core.pydantic_v1 import root_validator
logger = logging.getLogger(__name__)
def default_guardrail_violation_handler(violation: dict) -> str:
"""Default guardrail violation handler.
Args:
violation (dict): The violation dictionary.
Returns:
str: The canned response.
"""
if violation.get("canned_response"):
return violation["canned_response"]
guardrail_name = (
f"Guardrail {violation.get('offending_guardrail')}"
if violation.get("offending_guardrail")
else "A guardrail"
)
raise ValueError(
f"{guardrail_name} was violated without a proper guardrail violation handler."
)
class LayerupSecurity(LLM):
"""Layerup Security LLM service."""
llm: LLM
layerup_api_key: str
layerup_api_base_url: str = "https://api.uselayerup.com/v1"
prompt_guardrails: Optional[List[str]] = []
response_guardrails: Optional[List[str]] = []
mask: bool = False
metadata: Optional[Dict[str, Any]] = {}
handle_prompt_guardrail_violation: Callable[[dict], str] = (
default_guardrail_violation_handler
)
handle_response_guardrail_violation: Callable[[dict], str] = (
default_guardrail_violation_handler
)
client: Any #: :meta private:
@root_validator(pre=True)
def validate_layerup_sdk(cls, values: Dict[str, Any]) -> Dict[str, Any]:
try:
from layerup_security import LayerupSecurity as LayerupSecuritySDK
values["client"] = LayerupSecuritySDK(
api_key=values["layerup_api_key"],
base_url=values["layerup_api_base_url"],
)
except ImportError:
raise ImportError(
"Could not import LayerupSecurity SDK. "
"Please install it with `pip install LayerupSecurity`."
)
return values
@property
def _llm_type(self) -> str:
return "layerup_security"
def _call(
self,
prompt: str,
stop: Optional[List[str]] = None,
run_manager: Optional[CallbackManagerForLLMRun] = None,
**kwargs: Any,
) -> str:
messages = [{"role": "user", "content": prompt}]
unmask_response = None
if self.mask:
messages, unmask_response = self.client.mask_prompt(messages, self.metadata)
if self.prompt_guardrails:
security_response = self.client.execute_guardrails(
self.prompt_guardrails, messages, prompt, self.metadata
)
if not security_response["all_safe"]:
return self.handle_prompt_guardrail_violation(security_response)
result = self.llm._call(
messages[0]["content"], run_manager=run_manager, **kwargs
)
if self.mask and unmask_response:
result = unmask_response(result)
messages.append({"role": "assistant", "content": result})
if self.response_guardrails:
security_response = self.client.execute_guardrails(
self.response_guardrails, messages, result, self.metadata
)
if not security_response["all_safe"]:
return self.handle_response_guardrail_violation(security_response)
return result