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from __future__ import annotations
import json
import shutil
from typing import Any
from uuid import uuid4
from openenv.core.env_server.interfaces import Environment
try:
from ..models import (
CyberSecurityOWASPAction,
CyberSecurityOWASPObservation,
CyberSecurityOWASPState,
)
from ..validators import detect_cheating
from .action_tools import ActionTools
from .curriculum import CurriculumController
from .episode_logger import EpisodeArtifactLogger
from .reward_engine import evaluate_action
from .scenario_factory import ScenarioFactory
except ImportError: # pragma: no cover
from models import CyberSecurityOWASPAction, CyberSecurityOWASPObservation, CyberSecurityOWASPState
from validators import detect_cheating
from server.action_tools import ActionTools
from server.curriculum import CurriculumController
from server.episode_logger import EpisodeArtifactLogger
from server.reward_engine import evaluate_action
from server.scenario_factory import ScenarioFactory
ALLOWED_TOOLS = {
"discover": {
"inspect_policy_graph",
"list_routes",
"read_openapi",
"read_file",
"search_code",
"send_local_request",
"compare_identities",
"submit_finding",
"noop",
},
"patch": {
"read_file",
"search_code",
"patch_file",
"run_visible_tests",
"send_local_request",
"submit_fix",
"noop",
},
"done": set(),
}
class CybersecurityOwaspEnvironment(
Environment[CyberSecurityOWASPAction, CyberSecurityOWASPObservation, CyberSecurityOWASPState]
):
"""Single-agent defensive authorization-repair environment."""
SUPPORTS_CONCURRENT_SESSIONS = True
def __init__(self):
super().__init__()
self._state = CyberSecurityOWASPState(episode_id=str(uuid4()))
self._task_brief = ""
self._visible_policy_hint: dict[str, Any] = {}
self._workspace_summary: dict[str, Any] = {}
self._last_done_observation: CyberSecurityOWASPObservation | None = None
self._curriculum = CurriculumController()
self._scenario_factory = ScenarioFactory()
self._episode_logger = EpisodeArtifactLogger()
def reset(
self,
seed: int | None = None,
episode_id: str | None = None,
split: str = "train",
difficulty: int = 0,
**_: Any,
) -> CyberSecurityOWASPObservation:
self.close()
actual_seed = int(seed if seed is not None else 0)
curriculum_profile = self._curriculum.select_profile(
seed=actual_seed,
split=split,
requested_difficulty=difficulty,
)
scenario = self._scenario_factory.compile_scenario(
actual_seed,
split=split,
difficulty=difficulty,
curriculum_profile=curriculum_profile,
)
self._state = CyberSecurityOWASPState(
episode_id=episode_id or str(uuid4()),
task_id=scenario["task_id"],
seed=actual_seed,
split=split,
difficulty=scenario["difficulty"],
difficulty_tier=scenario["difficulty_tier"],
domain=scenario["domain"],
bug_family=scenario["bug_family"],
scenario_family=scenario["scenario_family"],
template_id=scenario["template_id"],
target_weakness=scenario["target_weakness"],
phase="discover",
step_count=0,
max_steps=40,
done=False,
success=False,
visible_facts={"workspace_summary": scenario["workspace_summary"]},
hidden_facts=scenario["hidden_facts"],
curriculum_snapshot=scenario["curriculum_snapshot"],
metrics={"reset_count": 1},
)
self._task_brief = scenario["task_brief"]
self._visible_policy_hint = scenario["public_hint"]
self._workspace_summary = scenario["workspace_summary"]
self._last_done_observation = None
return self._observation("Scenario ready. Start in discover phase.", reward=0.0)
def step(
self,
action: CyberSecurityOWASPAction,
timeout_s: float | None = None,
**_: Any,
) -> CyberSecurityOWASPObservation:
if self._state.done:
return self._last_done_observation or self._observation(
"Episode is already done.", reward=0.0, done_reason=self._state.failure_reason
)
anti_cheat_flags = detect_cheating(self._state, action)
for flag in anti_cheat_flags:
if flag not in self._state.anti_cheat_flags:
self._state.anti_cheat_flags.append(flag)
self._state.step_count += 1
self._state.action_history.append(
{"tool_name": action.tool_name, "arguments": action.arguments}
)
if action.tool_name not in ALLOWED_TOOLS[self._state.phase]:
verifier, reward = evaluate_action(
self._state,
action,
anti_cheat_flags,
invalid_action=True,
)
return self._finish_step(
"Action is not allowed in the current phase.",
reward,
valid=False,
error=f"{action.tool_name} is not allowed during {self._state.phase}",
verifier=verifier,
)
try:
result, verifier, reward, visible_tests = self._execute(action, anti_cheat_flags)
return self._finish_step(
result,
reward,
valid=True,
verifier=verifier,
visible_test_result=visible_tests,
)
except Exception as exc: # keep malformed agent actions from crashing the server
verifier, reward = evaluate_action(
self._state,
action,
anti_cheat_flags,
invalid_action=True,
)
return self._finish_step(
"Tool execution failed.",
reward,
valid=False,
error=str(exc),
verifier=verifier,
)
@property
def state(self) -> CyberSecurityOWASPState:
return self._state
def close(self) -> None:
workspace = self._state.hidden_facts.get("workspace")
if workspace:
shutil.rmtree(workspace, ignore_errors=True)
def _execute(
self, action: CyberSecurityOWASPAction, anti_cheat_flags: list[str]
) -> tuple[str, dict, dict[str, float], str | None]:
verifier, reward = evaluate_action(self._state, action, anti_cheat_flags)
if action.tool_name in {
"noop",
"inspect_policy_graph",
"list_routes",
"read_openapi",
"read_file",
"search_code",
"send_local_request",
"compare_identities",
"patch_file",
}:
result = ActionTools(
self._state,
self._visible_policy_hint,
self._workspace_summary,
).execute(action)
return result.message, verifier, reward, result.visible_test_result
if action.tool_name == "submit_finding":
verifier, reward = evaluate_action(self._state, action, anti_cheat_flags)
self._state.verification_summary = verifier
if verifier.get("finding", {}).get("valid"):
self._state.finding_submitted = True
self._state.phase = "patch"
return "Finding accepted. Patch phase unlocked.", verifier, reward, None
return "Finding was not specific enough to unlock patching.", verifier, reward, None
if action.tool_name == "run_visible_tests":
verifier, reward = evaluate_action(self._state, action, anti_cheat_flags)
self._state.verification_summary = verifier
visible_tests = json.dumps(verifier.get("visible", {}), indent=2, sort_keys=True)
return visible_tests, verifier, reward, visible_tests
if action.tool_name == "submit_fix":
verifier, reward = evaluate_action(self._state, action, anti_cheat_flags)
self._state.verification_summary = verifier
self._state.patch_submitted = True
security = verifier.get("security", {}).get("passed", False)
oracle = verifier.get("oracle_matrix", {}).get("passed", False)
regression = verifier.get("regression", {}).get("passed", False)
public = verifier.get("public_routes", {}).get("passed", False)
quality = verifier.get("patch_quality", {}).get("passed", False)
self._state.success = bool(security and oracle and regression and public and quality)
self._state.done = True
self._state.phase = "done"
self._state.failure_reason = None if self._state.success else "hidden_verifier_failed"
return json.dumps(verifier, indent=2, sort_keys=True), verifier, reward, None
raise ValueError(f"Unhandled tool {action.tool_name}")
def _finish_step(
self,
message: str,
reward: dict[str, float],
*,
valid: bool,
error: str | None = None,
verifier: dict | None = None,
visible_test_result: str | None = None,
) -> CyberSecurityOWASPObservation:
self._state.last_reward = float(reward.get("total", 0.0))
self._state.accumulated_reward += self._state.last_reward
self._state.reward_history.append(reward)
if self._state.step_count >= self._state.max_steps and not self._state.done:
self._state.done = True
self._state.phase = "done"
self._state.failure_reason = "max_steps_exceeded"
obs = self._observation(
message,
reward=self._state.last_reward,
valid=valid,
error=error,
reward_breakdown=reward,
visible_test_result=visible_test_result,
done_reason=self._state.failure_reason,
)
observation_record = obs.model_dump()
self._state.observation_history.append(observation_record)
if self._state.done:
self._finalize_terminal_episode(observation_record)
self._last_done_observation = obs
return obs
def _observation(
self,
message: str,
*,
reward: float,
valid: bool = True,
error: str | None = None,
reward_breakdown: dict[str, float] | None = None,
visible_test_result: str | None = None,
done_reason: str | None = None,
) -> CyberSecurityOWASPObservation:
return CyberSecurityOWASPObservation(
phase=self._state.phase,
message=message,
task_brief=self._task_brief,
visible_policy_hint=self._visible_policy_hint,
workspace_summary=self._workspace_summary,
available_actions=sorted(ALLOWED_TOOLS[self._state.phase]),
last_tool_result=message,
last_action_valid=valid,
last_action_error=error,
visible_test_result=visible_test_result,
reward_breakdown=reward_breakdown or {},
done_reason=done_reason,
done=self._state.done,
reward=reward,
metadata={"episode_id": self._state.episode_id, "step_count": self._state.step_count},
)
def _finalize_terminal_episode(self, observation_record: dict[str, Any]) -> None:
if self._state.episode_artifact_path:
return
mastery = self._curriculum.record_episode(self._state)
self._state.curriculum_snapshot = {
**self._state.curriculum_snapshot,
"post_episode_mastery": mastery,
}
self._episode_logger.log_episode(
self._state,
final_observation=observation_record,
)
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