# 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. """Data models for the Cloud Queue Env queue operations environment.""" from openenv.core.env_server.types import Action, Observation from pydantic import Field class CloudQueueAction(Action): """Action model for queue control decisions.""" action_type: str = Field( default="noop", description=( "One of: configure_task, admit, reject, route, dispatch, scale, reprioritize, noop" ), ) target_queue: int | None = Field(default=None, description="Queue index for route/dispatch") target_server: int | None = Field(default=None, description="Server index for dispatch") scale_delta: int | None = Field(default=None, description="Server pool scale delta for scale action") new_priority: int | None = Field(default=None, description="Updated priority for reprioritize action") task_id: str | None = Field(default=None, description="Task selector: easy, medium, or hard") seed: int | None = Field(default=None, description="Deterministic seed for upcoming reset") class CloudQueueObservation(Observation): """Observation model exposing queue system state to the agent.""" task_id: str = Field(default="easy", description="Active benchmark task") sim_time: int = Field(default=0, description="Discrete simulation time step") horizon: int = Field(default=0, description="Episode horizon") queue_lengths: list[int] = Field(default_factory=list, description="Length per queue") queue_wait_ema: list[float] = Field(default_factory=list, description="EMA wait time per queue") server_busy: list[int] = Field(default_factory=list, description="1 if server is busy, else 0") server_remaining_service: list[float] = Field( default_factory=list, description="Remaining service time per server", ) utilization: list[float] = Field(default_factory=list, description="Rolling utilization by server") incoming_job_present: bool = Field(default=False, description="Whether a new job is waiting for admission") incoming_job_size: float = Field(default=0.0, description="Incoming job estimated size") incoming_job_priority: int = Field(default=0, description="Incoming job priority") incoming_job_deadline: float = Field(default=0.0, description="Incoming job deadline") incoming_job_type: int = Field(default=0, description="Incoming job class/type id") sla_violation_rate: float = Field(default=0.0, description="Running SLA violation rate") abandonment_rate: float = Field(default=0.0, description="Running abandonment rate") throughput_recent: float = Field(default=0.0, description="Completed jobs in current step") energy_cost_rate: float = Field(default=0.0, description="Current infrastructure cost rate") level: float = Field(default=1.0, description="Difficulty level scalar") optional_history: list[float] = Field(default_factory=list, description="Compact recent context") action_mask: list[int] = Field(default_factory=list, description="Optional valid action hints")