lean-migrate / client.py
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# 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.
"""LeanMigrate Environment Client."""
from typing import Dict
from openenv.core import EnvClient
from openenv.core.client_types import StepResult
from openenv.core.env_server.types import State
from .env.models import LeanMigrateAction, LeanMigrateObservation
class LeanMigrateEnv(EnvClient[LeanMigrateAction, LeanMigrateObservation, State]):
"""
Client for the Lean Migrate 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 LeanMigrateEnv(base_url="http://localhost:8000") as client:
... result = client.reset()
... print(result.observation.echoed_message)
...
... result = client.step(LeanMigrateAction(message="Hello!"))
... print(result.observation.echoed_message)
Example with Docker:
>>> # Automatically start container and connect
>>> client = LeanMigrateEnv.from_docker_image("lean_migrate-env:latest")
>>> try:
... result = client.reset()
... result = client.step(LeanMigrateAction(message="Test"))
... finally:
... client.close()
"""
def _step_payload(self, action: LeanMigrateAction) -> Dict:
return action.model_dump()
def _parse_result(self, payload: Dict) -> StepResult[LeanMigrateObservation]:
obs_data = payload.get("observation", {})
observation = LeanMigrateObservation.model_validate(obs_data)
return StepResult(
observation=observation,
reward=payload.get("reward"),
done=payload.get("done", False),
)
def _parse_state(self, payload: Dict) -> State:
return State.model_validate(payload)