Spaces:
Sleeping
Sleeping
| """BrowserGym Environment for OpenEnv. | |
| BrowserGym is a unified framework for web-based agent tasks that provides | |
| access to multiple benchmarks under a single Gymnasium-compatible API. | |
| Included Benchmarks: | |
| - **MiniWoB++**: 100+ simple web tasks for training (no external infrastructure!) | |
| - **WebArena**: 812 realistic evaluation tasks (requires backend setup) | |
| - **VisualWebArena**: Visual web navigation tasks | |
| - **WorkArena**: Enterprise task automation | |
| Key Features: | |
| - Unified API across all benchmarks | |
| - Gymnasium-compatible interface | |
| - Support for multiple observation types (text, visual, DOM) | |
| - Action spaces for natural language commands | |
| - Perfect for training (MiniWoB) and evaluation (WebArena) | |
| Training Example (MiniWoB - works immediately): | |
| ```python | |
| from envs.browsergym_env import BrowserGymEnv, BrowserGymAction | |
| # Create training environment - no backend setup needed! | |
| env = BrowserGymEnv.from_docker_image( | |
| "browsergym-env:latest", | |
| environment={ | |
| "BROWSERGYM_BENCHMARK": "miniwob", | |
| "BROWSERGYM_TASK_NAME": "click-test", | |
| } | |
| ) | |
| # Train your agent | |
| for episode in range(1000): | |
| result = env.reset() | |
| while not result.done: | |
| action = agent.get_action(result.observation) | |
| result = env.step(action) | |
| env.close() | |
| ``` | |
| Evaluation Example (WebArena - requires backend): | |
| ```python | |
| from envs.browsergym_env import BrowserGymEnv, BrowserGymAction | |
| # Create evaluation environment | |
| env = BrowserGymEnv.from_docker_image( | |
| "browsergym-env:latest", | |
| environment={ | |
| "BROWSERGYM_BENCHMARK": "webarena", | |
| "BROWSERGYM_TASK_NAME": "0", | |
| "SHOPPING": "http://your-server:7770", | |
| # ... other backend URLs | |
| } | |
| ) | |
| # Evaluate your trained agent | |
| result = env.reset() | |
| # ... run evaluation | |
| env.close() | |
| ``` | |
| """ | |
| from .client import BrowserGymEnv | |
| from .models import BrowserGymAction, BrowserGymObservation, BrowserGymState | |
| __all__ = [ | |
| "BrowserGymEnv", | |
| "BrowserGymAction", | |
| "BrowserGymObservation", | |
| "BrowserGymState", | |
| ] | |