Files
agentic-mobile-control/runtime/task.py
T

220 lines
7.2 KiB
Python

from __future__ import annotations
from collections.abc import Callable
from dataclasses import dataclass, replace
from inspect import Parameter, signature
from core.models import Scene, Task, utc_now
from runtime.context import TaskContext
from runtime.executor import Executor
from runtime.planner import PlannedStep, Planner
from semantic.models import SemanticScene
from storage.task_metadata import TaskMetadataStore
from storage.timeline import Timeline
from tools.describe_screen import describe_screen
from tools.screenshot import take_screenshot
from world.config import WorldConfig, load_config as load_world_config
from world.model import WorldModel
@dataclass
class TaskRunnerConfig:
max_steps: int = 20
Observer = Callable[[str], Scene]
ScreenshotProvider = Callable[[str], bytes]
class TaskRunner:
def __init__(
self,
*,
planner: Planner | None = None,
executor: Executor | None = None,
timeline: Timeline | None = None,
metadata_store: TaskMetadataStore | None = None,
config: TaskRunnerConfig | None = None,
observer: Observer | None = None,
screenshot_provider: ScreenshotProvider | None = None,
world_model: WorldModel | None = None,
world_config: WorldConfig | None = None,
) -> None:
self.planner = planner or Planner()
self.executor = executor or Executor()
self.timeline = timeline
self.metadata_store = metadata_store
self.config = config or TaskRunnerConfig()
self.observer = observer or (lambda device_id: describe_screen(device_id))
self.screenshot_provider = screenshot_provider or (
lambda device_id: take_screenshot(device_id)
)
self.world_config = world_config or load_world_config()
if world_model is not None:
self.world_model = world_model
elif self.world_config.enabled:
self.world_model = WorldModel(config=self.world_config)
else:
self.world_model = None
def run(self, task: Task) -> Task:
context = TaskContext(task_id=task.id, goal=task.goal)
if self.world_model is not None:
context.world = self.world_model.start_task(task.id)
self._update_task(task, status="running")
for _ in range(self.config.max_steps):
scene = self.observer(task.device_id)
context.add_scene(scene)
steps = self._plan(task.goal, scene, context)
if not steps or self.planner.goal_reached(
goal=task.goal,
scene=scene,
context=context,
):
self._update_task(task, status="completed", completed=True)
return task
for step in steps:
executable_step = self._step_for_device(step, task.device_id)
result = self.executor.execute(
executable_step,
context=context,
)
context.add_step_result(result)
self._update_world(context, scene, step, result)
self._append_timeline(task, scene, step, result)
if not result.success:
self._update_task(
task,
status="failed",
completed=True,
failure_reason=result.error or "step failed",
)
return task
self._update_task(
task,
status="failed",
completed=True,
failure_reason=f"max steps exceeded: {self.config.max_steps}",
)
return task
def _plan(
self,
goal: str,
scene: Scene,
context: TaskContext,
) -> list[PlannedStep]:
if context.world is not None and self._planner_accepts_world():
return self.planner.plan(
goal=goal,
scene=scene,
context=context,
world=context.world,
)
return self.planner.plan(goal=goal, scene=scene, context=context)
def _planner_accepts_world(self) -> bool:
try:
parameters = signature(self.planner.plan).parameters
except (TypeError, ValueError):
return True
return "world" in parameters or any(
parameter.kind is Parameter.VAR_KEYWORD
for parameter in parameters.values()
)
def _update_world(
self,
context: TaskContext,
scene: Scene,
step: PlannedStep,
result: object,
) -> None:
if self.world_model is None:
return
self.world_model.observe(
scene,
self._semantic_scene_from_result(result),
step,
result, # type: ignore[arg-type]
)
context.world = self.world_model.state
def _semantic_scene_from_result(self, result: object) -> SemanticScene | None:
value = getattr(result, "result", None)
if isinstance(value, dict):
semantic_scene = value.get("semantic_scene")
if isinstance(semantic_scene, SemanticScene):
return semantic_scene
return None
def _append_timeline(
self,
task: Task,
scene: Scene,
step: PlannedStep,
result: object,
) -> None:
if not self.timeline:
return
try:
screenshot = self.screenshot_provider(task.device_id)
except Exception:
screenshot = None
self.timeline.append(
task_id=task.id,
scene=scene.to_dict(),
prompt=task.goal,
tool_call={
"action": step.action,
"description": step.description,
"args": step.args,
},
result=result.to_dict() if hasattr(result, "to_dict") else {"result": result},
screenshot=screenshot,
)
def _step_for_device(self, step: PlannedStep, device_id: str) -> PlannedStep:
device_scoped_actions = {
"take_screenshot",
"screenshot",
"tap",
"swipe",
"input_text",
"launch_app",
"terminate_app",
"get_ui_tree",
"ui_tree",
"describe_screen",
"describe_screen_semantic",
"find_text_on_screen",
"find_icon_on_screen",
}
if step.action not in device_scoped_actions or "device_id" in step.args:
return step
return replace(step, args={**step.args, "device_id": device_id})
def _update_task(
self,
task: Task,
*,
status: str,
completed: bool = False,
failure_reason: str | None = None,
) -> None:
task.status = status # type: ignore[assignment]
task.updated_at = utc_now()
if completed:
task.completed_at = utc_now()
task.failure_reason = failure_reason
if self.metadata_store:
self.metadata_store.update_task(
task.id,
status=task.status,
completed=completed,
failure_reason=failure_reason,
)