hft-env / 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.
"""Hft Environment Client."""
from typing import Dict, List
from openenv.core import EnvClient
from openenv.core.client_types import StepResult
from openenv.core.env_server.types import State
try:
from hft.models import HftAction, HftObservation, HftState
except ModuleNotFoundError:
from models import HftAction, HftObservation, HftState
class HftEnv(EnvClient[HftAction, HftObservation, HftState]):
"""
Client for the Hft 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 HftEnv(base_url="http://localhost:8000") as client:
... result = client.reset()
... print(result.observation.mid)
...
... action = HftAction(market_buy_size=10)
... result = client.step(action)
... print(result.observation.reward)
Example with Docker:
>>> # Automatically start container and connect
>>> client = HftEnv.from_docker_image("hft-env:latest")
>>> try:
... result = client.reset()
... action = HftAction(limit_ask_price=101.5, limit_ask_size=5)
... result = client.step(action)
... finally:
... client.close()
"""
def _step_payload(self, action: HftAction) -> Dict:
"""
Convert HftAction to JSON payload for step message.
Args:
action: HftAction instance
Returns:
Dictionary representation suitable for JSON encoding
"""
return {
"limit_buy_price": action.limit_buy_price,
"limit_buy_size": action.limit_buy_size,
"limit_ask_price": action.limit_ask_price,
"limit_ask_size": action.limit_ask_size,
"market_buy_size": action.market_buy_size,
"market_ask_size": action.market_ask_size,
"cancel_order_id": action.cancel_order_id,
}
def _parse_result(self, payload: Dict) -> StepResult[HftObservation]:
"""
Parse server response into StepResult[HftObservation].
Args:
payload: JSON response data from server
Returns:
StepResult with HftObservation
"""
obs_data = payload.get("observation", {})
observation = HftObservation(
time=obs_data.get("time", 0.0),
reward=payload.get("reward", 0.0),
done=obs_data.get("done", False),
history=obs_data.get("history", []),
active_orders=obs_data.get("active_orders", []),
)
return StepResult(
observation=observation,
reward=payload.get("reward"),
done=payload.get("done", False),
)
def _parse_state(self, payload: Dict) -> HftState:
"""
Parse server response into State object.
Args:
payload: JSON response from state request
Returns:
State object with episode and portfolio fields
"""
return HftState(
task_name=payload.get("task_name"),
episode_id=payload.get("episode_id"),
active_orders=payload.get("active_orders", []),
step_count=payload.get("step_count", 0),
max_inventory=payload.get("max_inventory", 0),
inventory=payload.get("inventory", 0),
cash=payload.get("cash", 0.0),
)