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llamafirewall.py
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343 lines (295 loc) · 13.4 KB
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# Copyright (c) Microsoft Corporation.
# Licensed under the MIT License.
"""LlamaFirewall integration adapter — chain Meta's LlamaFirewall with Agent OS for defense-in-depth."""
from __future__ import annotations
import logging
from dataclasses import dataclass, field
from enum import Enum
from typing import Any
from agent_os.prompt_injection import (
DetectionConfig,
DetectionResult,
PromptInjectionDetector,
ThreatLevel,
)
logger = logging.getLogger(__name__)
# ---------------------------------------------------------------------------
# Enums
# ---------------------------------------------------------------------------
class FirewallMode(Enum):
"""Operating mode for the combined firewall."""
LLAMAFIREWALL_ONLY = "llamafirewall_only"
AGENT_OS_ONLY = "agent_os_only"
CHAIN_BOTH = "chain_both"
VOTE_MAJORITY = "vote_majority"
class FirewallVerdict(Enum):
"""Unified verdict across scanners."""
SAFE = "safe"
SUSPICIOUS = "suspicious"
BLOCKED = "blocked"
ERROR = "error"
# ---------------------------------------------------------------------------
# Result dataclass
# ---------------------------------------------------------------------------
@dataclass
class FirewallResult:
"""Combined result from LlamaFirewall and/or Agent OS scanning."""
verdict: FirewallVerdict
source: str # "llamafirewall", "agent_os", "combined"
score: float # 0.0 (safe) to 1.0 (blocked)
details: dict[str, Any] = field(default_factory=dict)
prompt_guard_result: dict[str, Any] | None = None
alignment_check_result: dict[str, Any] | None = None
code_shield_result: dict[str, Any] | None = None
agent_os_result: DetectionResult | None = None
# ---------------------------------------------------------------------------
# LlamaFirewallAdapter
# ---------------------------------------------------------------------------
class LlamaFirewallAdapter:
"""Adapter that chains Meta's LlamaFirewall with Agent OS prompt injection detection.
Usage::
adapter = LlamaFirewallAdapter(mode=FirewallMode.CHAIN_BOTH)
result = await adapter.scan_prompt("ignore previous instructions")
if result.verdict == FirewallVerdict.BLOCKED:
print("Blocked!")
"""
def __init__(
self,
mode: FirewallMode = FirewallMode.CHAIN_BOTH,
agent_os_config: DetectionConfig | None = None,
) -> None:
self._mode = mode
self._detector = PromptInjectionDetector(config=agent_os_config)
self._llama_available = False
# Lazy import of llamafirewall
try:
import llamafirewall # noqa: F401
self._llama_available = True
except ImportError:
self._llama_available = False
# Fallback if llama is required but not installed
if mode in (FirewallMode.LLAMAFIREWALL_ONLY, FirewallMode.CHAIN_BOTH, FirewallMode.VOTE_MAJORITY):
if not self._llama_available:
logger.warning(
"llamafirewall package not installed — falling back to AGENT_OS_ONLY mode"
)
if mode == FirewallMode.LLAMAFIREWALL_ONLY:
self._mode = FirewallMode.AGENT_OS_ONLY
# -- public API ---------------------------------------------------------
async def scan_prompt(
self,
prompt: str,
context: str | None = None,
) -> FirewallResult:
"""Scan a prompt using the configured mode (async)."""
mode = self._mode
if mode == FirewallMode.AGENT_OS_ONLY:
aos_result = self._run_agent_os(prompt)
return self._combine_results(None, aos_result, mode)
if mode == FirewallMode.LLAMAFIREWALL_ONLY:
llama_result = self._run_llamafirewall(prompt, context)
return self._combine_results(llama_result, None, mode)
# CHAIN_BOTH or VOTE_MAJORITY — run both
llama_result = self._run_llamafirewall(prompt, context) if self._llama_available else None
aos_result = self._run_agent_os(prompt)
return self._combine_results(llama_result, aos_result, mode)
def scan_prompt_sync(
self,
prompt: str,
context: str | None = None,
) -> FirewallResult:
"""Scan a prompt using the configured mode (synchronous)."""
mode = self._mode
if mode == FirewallMode.AGENT_OS_ONLY:
aos_result = self._run_agent_os(prompt)
return self._combine_results(None, aos_result, mode)
if mode == FirewallMode.LLAMAFIREWALL_ONLY:
llama_result = self._run_llamafirewall(prompt, context)
return self._combine_results(llama_result, None, mode)
# CHAIN_BOTH or VOTE_MAJORITY
llama_result = self._run_llamafirewall(prompt, context) if self._llama_available else None
aos_result = self._run_agent_os(prompt)
return self._combine_results(llama_result, aos_result, mode)
async def scan_code(
self,
code: str,
language: str = "python",
) -> FirewallResult:
"""Scan code using CodeShield if available, otherwise return SAFE with warning."""
if not self._llama_available:
return FirewallResult(
verdict=FirewallVerdict.SAFE,
source="agent_os",
score=0.0,
details={"warning": "CodeShield not available — llamafirewall not installed"},
)
try:
from llamafirewall import CodeShield # type: ignore[import-untyped]
shield = CodeShield()
result = shield.scan(code, language=language)
verdict = self._map_llama_verdict(result.get("verdict", "safe"))
return FirewallResult(
verdict=verdict,
source="llamafirewall",
score=result.get("score", 0.0),
details={"language": language},
code_shield_result=result,
)
except ImportError:
return FirewallResult(
verdict=FirewallVerdict.SAFE,
source="agent_os",
score=0.0,
details={"warning": "CodeShield import failed"},
)
except Exception as exc:
logger.error("CodeShield scan error: %s", exc, exc_info=True)
return FirewallResult(
verdict=FirewallVerdict.ERROR,
source="llamafirewall",
score=0.0,
details={"error": str(exc)},
)
# -- internal scanners --------------------------------------------------
def _run_llamafirewall(
self,
prompt: str,
context: str | None = None,
) -> dict[str, Any]:
"""Call LlamaFirewall's scan API with graceful error handling."""
try:
from llamafirewall import LlamaFirewall as LF # type: ignore[import-untyped]
fw = LF()
result = fw.scan(prompt, context=context)
return {
"verdict": result.get("verdict", "safe"),
"score": result.get("score", 0.0),
"prompt_guard": result.get("prompt_guard"),
"alignment_check": result.get("alignment_check"),
}
except ImportError:
logger.warning("llamafirewall not importable — returning empty result")
return {"verdict": "error", "score": 0.0, "error": "import_failed"}
except Exception as exc:
logger.error("LlamaFirewall scan error: %s", exc, exc_info=True)
return {"verdict": "error", "score": 0.0, "error": str(exc)}
def _run_agent_os(self, prompt: str) -> DetectionResult:
"""Run Agent OS PromptInjectionDetector — always available."""
return self._detector.detect(prompt, source="llamafirewall_adapter")
# -- result combination -------------------------------------------------
def _combine_results(
self,
llama_result: dict[str, Any] | None,
aos_result: DetectionResult | None,
mode: FirewallMode,
) -> FirewallResult:
"""Merge results from both scanners based on the operating mode."""
llama_score = llama_result.get("score", 0.0) if llama_result else 0.0
llama_verdict_str = llama_result.get("verdict", "safe") if llama_result else "safe"
llama_verdict = self._map_llama_verdict(llama_verdict_str)
aos_score = aos_result.confidence if aos_result else 0.0
aos_verdict = self._agent_os_verdict(aos_result) if aos_result else FirewallVerdict.SAFE
# Single-scanner modes
if mode == FirewallMode.AGENT_OS_ONLY:
return FirewallResult(
verdict=aos_verdict,
source="agent_os",
score=aos_score,
details={"mode": mode.value},
agent_os_result=aos_result,
)
if mode == FirewallMode.LLAMAFIREWALL_ONLY:
return FirewallResult(
verdict=llama_verdict,
source="llamafirewall",
score=llama_score,
details={"mode": mode.value},
prompt_guard_result=llama_result.get("prompt_guard") if llama_result else None,
alignment_check_result=llama_result.get("alignment_check") if llama_result else None,
)
# CHAIN_BOTH: block if either blocks, use max score (most conservative)
if mode == FirewallMode.CHAIN_BOTH:
combined_score = max(llama_score, aos_score)
if llama_verdict == FirewallVerdict.BLOCKED or aos_verdict == FirewallVerdict.BLOCKED:
combined_verdict = FirewallVerdict.BLOCKED
elif llama_verdict == FirewallVerdict.SUSPICIOUS or aos_verdict == FirewallVerdict.SUSPICIOUS:
combined_verdict = FirewallVerdict.SUSPICIOUS
elif llama_verdict == FirewallVerdict.ERROR or aos_verdict == FirewallVerdict.ERROR:
combined_verdict = FirewallVerdict.ERROR
else:
combined_verdict = FirewallVerdict.SAFE
return FirewallResult(
verdict=combined_verdict,
source="combined",
score=combined_score,
details={"mode": mode.value, "llama_verdict": llama_verdict_str, "aos_verdict": aos_verdict.value},
prompt_guard_result=llama_result.get("prompt_guard") if llama_result else None,
alignment_check_result=llama_result.get("alignment_check") if llama_result else None,
agent_os_result=aos_result,
)
# VOTE_MAJORITY: require both to agree for block, use average score
if mode == FirewallMode.VOTE_MAJORITY:
combined_score = (llama_score + aos_score) / 2.0
block_votes = sum([
llama_verdict == FirewallVerdict.BLOCKED,
aos_verdict == FirewallVerdict.BLOCKED,
])
if block_votes >= 2:
combined_verdict = FirewallVerdict.BLOCKED
elif block_votes == 1:
combined_verdict = FirewallVerdict.SUSPICIOUS
else:
combined_verdict = FirewallVerdict.SAFE
return FirewallResult(
verdict=combined_verdict,
source="combined",
score=combined_score,
details={
"mode": mode.value,
"block_votes": block_votes,
"llama_verdict": llama_verdict_str,
"aos_verdict": aos_verdict.value,
},
prompt_guard_result=llama_result.get("prompt_guard") if llama_result else None,
alignment_check_result=llama_result.get("alignment_check") if llama_result else None,
agent_os_result=aos_result,
)
# Fallback (should not reach here)
return FirewallResult(
verdict=FirewallVerdict.ERROR,
source="combined",
score=0.0,
details={"error": f"unknown mode: {mode}"},
)
# -- helpers ------------------------------------------------------------
@staticmethod
def _map_llama_verdict(verdict_str: str) -> FirewallVerdict:
"""Map LlamaFirewall string verdict to FirewallVerdict."""
mapping = {
"safe": FirewallVerdict.SAFE,
"suspicious": FirewallVerdict.SUSPICIOUS,
"blocked": FirewallVerdict.BLOCKED,
"error": FirewallVerdict.ERROR,
"malicious": FirewallVerdict.BLOCKED,
"benign": FirewallVerdict.SAFE,
}
return mapping.get(verdict_str.lower(), FirewallVerdict.SUSPICIOUS)
@staticmethod
def _agent_os_verdict(result: DetectionResult) -> FirewallVerdict:
"""Map Agent OS DetectionResult to FirewallVerdict."""
if not result.is_injection:
return FirewallVerdict.SAFE
if result.threat_level in (ThreatLevel.HIGH, ThreatLevel.CRITICAL):
return FirewallVerdict.BLOCKED
return FirewallVerdict.SUSPICIOUS
@property
def available_scanners(self) -> list[str]:
"""Return list of active scanner names."""
scanners: list[str] = []
if self._mode in (FirewallMode.AGENT_OS_ONLY, FirewallMode.CHAIN_BOTH, FirewallMode.VOTE_MAJORITY):
scanners.append("agent_os")
if self._llama_available and self._mode in (
FirewallMode.LLAMAFIREWALL_ONLY, FirewallMode.CHAIN_BOTH, FirewallMode.VOTE_MAJORITY,
):
scanners.append("llamafirewall")
return scanners