Spaces:
Running
Running
| # Copyright (c) Meta Platforms, Inc. and affiliates. | |
| # All rights reserved. | |
| # | |
| # This source code is licensed under the BSD-style license found in the | |
| # LICENSE file in the root directory of this source tree. | |
| """AdaptShield environment client.""" | |
| from typing import Any, Dict | |
| from openenv.core import EnvClient | |
| from openenv.core.client_types import StepResult | |
| from openenv.core.env_server.types import State | |
| from models import AdaptShieldAction, AdaptShieldObservation | |
| class AdaptshieldEnv( | |
| EnvClient[AdaptShieldAction, AdaptShieldObservation, State] | |
| ): | |
| """ | |
| Client for the Adaptshield Environment. | |
| This client maintains a persistent WebSocket connection to the environment server, | |
| enabling efficient multi-step interactions with lower latency. | |
| Each client instance has its own dedicated environment session on the server. | |
| Example: | |
| >>> # Connect to a running server | |
| >>> with AdaptshieldEnv(base_url="http://localhost:7860") as client: | |
| ... result = client.reset() | |
| ... print(result.observation.phase) | |
| ... | |
| ... result = client.step(AdaptShieldAction( | |
| ... threat_type="brute_force", | |
| ... confidence=0.9, | |
| ... target_node="auth_service", | |
| ... recommended_action="rate_limit", | |
| ... )) | |
| ... print(result.observation.phase1_assessment) | |
| Example with Docker: | |
| >>> # Automatically start container and connect | |
| >>> client = AdaptshieldEnv.from_docker_image("adaptshield-env:latest") | |
| >>> try: | |
| ... result = client.reset() | |
| ... result = client.step(AdaptShieldAction( | |
| ... threat_type="benign", | |
| ... confidence=0.8, | |
| ... target_node="auth_service", | |
| ... recommended_action="monitor", | |
| ... )) | |
| ... finally: | |
| ... client.close() | |
| """ | |
| def _step_payload(self, action: AdaptShieldAction) -> Dict[str, Any]: | |
| """ | |
| Convert AdaptShieldAction to a JSON-safe payload. | |
| Args: | |
| action: AdaptShieldAction instance | |
| Returns: | |
| Dictionary representation suitable for JSON encoding | |
| """ | |
| return action.model_dump( | |
| mode="json", | |
| exclude_none=True, | |
| exclude_defaults=True, | |
| ) | |
| def _parse_result(self, payload: Dict[str, Any]) -> StepResult[AdaptShieldObservation]: | |
| """ | |
| Parse server response into StepResult[AdaptShieldObservation]. | |
| Args: | |
| payload: JSON response data from server | |
| Returns: | |
| StepResult with AdaptShieldObservation | |
| """ | |
| obs_data = dict(payload.get("observation", {})) | |
| obs_data.setdefault("done", payload.get("done", False)) | |
| obs_data.setdefault("reward", payload.get("reward", 0.0)) | |
| observation = AdaptShieldObservation(**obs_data) | |
| return StepResult( | |
| observation=observation, | |
| reward=payload.get("reward"), | |
| done=payload.get("done", False), | |
| ) | |
| def _parse_state(self, payload: Dict) -> State: | |
| """ | |
| Parse server response into State object. | |
| Args: | |
| payload: JSON response from state request | |
| Returns: | |
| State object with episode_id and step_count | |
| """ | |
| return State( | |
| episode_id=payload.get("episode_id"), | |
| step_count=payload.get("step_count", 0), | |
| ) | |