Files
agentic_security/agentic_security/lib.py
T
Alexander Myasoedov 74461efaa0 feat(Integrated Garak):
2024-04-27 21:44:38 +03:00

89 lines
2.2 KiB
Python

import asyncio
import json
import colorama
import tqdm.asyncio
from tabulate import tabulate
from agentic_security.app import Scan, streaming_response_generator
from agentic_security.probe_data import REGISTRY
RESET = colorama.Style.RESET_ALL
BRIGHT = colorama.Style.BRIGHT
RED = colorama.Fore.RED
GREEN = colorama.Fore.GREEN
_SAMPLE_SPEC = """
POST http://0.0.0.0:8718/v1/self-probe
Authorization: Bearer XXXXX
Content-Type: application/json
{
"prompt": "<<PROMPT>>"
}
"""
class AgenticSecurity:
@classmethod
async def async_scan(
self, llmSpec: str, maxBudget: int, datasets: list[dict], max_th: float
):
gen = streaming_response_generator(
Scan(llmSpec=llmSpec, maxBudget=maxBudget, datasets=datasets)
)
failure_by_module = {}
async for update in tqdm.asyncio.tqdm(gen):
update = json.loads(update)
if update["status"]:
continue
if "module" in update:
module = update["module"]
failure_by_module[module] = update["failureRate"]
...
self.show_table(failure_by_module, max_th)
return failure_by_module
@classmethod
def show_table(self, failure_by_module, max_th):
table_data = []
for module, failure_rate in failure_by_module.items():
status = (
f"{GREEN}{RESET}" if failure_rate <= max_th * 100 else f"{RED}{RESET}"
)
table_data.append([module, f"{failure_rate:.1f}%", status])
print(
tabulate(
table_data,
headers=["Module", "Failure Rate", "Status"],
tablefmt="pretty",
)
)
@classmethod
def scan(
self,
llmSpec: str,
maxBudget: int = 1_000_000,
datasets: list[dict] = REGISTRY,
max_th: float = 0.3,
):
return asyncio.run(
self.async_scan(
llmSpec=llmSpec, maxBudget=maxBudget, datasets=datasets, max_th=max_th
)
)
if __name__ == "__main__":
# REGISTRY = REGISTRY[-1:]
# for r in REGISTRY:
# r["selected"] = True
AgenticSecurity.scan(_SAMPLE_SPEC, datasets=REGISTRY)