import time from concurrent.futures import ThreadPoolExecutor from contextlib import contextmanager import numpy as np import panel as pn import param from asyncio import wrap_future class ProgressExtMod(pn.viewable.Viewer): """A custom component for easy progress reporting""" completed = param.Integer(default=0) bar_color = param.String(default="info") num_tasks = param.Integer(default=100, bounds=(1, None)) # @param.depends('completed', 'num_tasks') @property def value(self) -> int: """Returns the progress value Returns: int: The progress value """ return int(100 * (self.completed / self.num_tasks)) def reset(self): """Resets the value and message""" # Please note the order matters as the Widgets updates two times. One for each change self.completed = 0 def __panel__(self): return self.view @param.depends("completed", "bar_color") def view(self): """View the widget Returns: pn.viewable.Viewable: Add this to your app to see the progress reported """ if self.value: return pn.widgets.Progress( active=True, value=self.value, align="center", sizing_mode="stretch_width" ) return None @contextmanager def increment(self): """Increments the value Can be used as context manager or decorator Yields: None: Nothing is yielded """ self.completed += 1 yield if self.completed == self.num_tasks: self.reset() executor = ThreadPoolExecutor(max_workers=2) # pylint: disable=consider-using-with progress = ProgressExtMod() class AsyncComponent(pn.viewable.Viewer): """A component that demonstrates how to run a Blocking Background task asynchronously in Panel""" select = param.Selector(objects=range(10)) slider = param.Number(2, bounds=(0, 10)) run_blocking_task = param.Event(label="RUN") result = param.Number(0) view = param.Parameter() def __init__(self, **params): super().__init__(**params) self._layout = pn.Column( pn.pane.Markdown("## Blocking Task Running in Background"), pn.Param( self, parameters=["run_blocking_task", "result"], widgets={"result": {"disabled": True}, "run_blocking_task": {"button_type": "primary"}}, show_name=False, ), progress, pn.pane.Markdown("## Other, Non-Blocked Tasks"), pn.Param( self, parameters=["select", "slider"], widgets={"text": {"disabled": True}}, show_name=False, ), self.text ) def __panel__(self): return self._layout @param.depends("slider", "select") def text(self): if self.select: select = self.select else: select = 0 return f"{select} + {self.slider} = {select + self.slider}" @pn.depends("run_blocking_task", watch=True) async def _run_blocking_tasks(self, num_tasks=10): """Runs background tasks num_tasks times""" num_tasks = 20 progress.num_tasks = num_tasks for _ in range(num_tasks): future = executor.submit(self._run_blocking_task) result = await wrap_future(future) self._update(result) @progress.increment() def _update(self, number): self.result += number @staticmethod def _run_blocking_task(): time.sleep(np.random.randint(1, 2)) return 5 if pn.state.served: pn.extension() component = AsyncComponent() pn.template.FastListTemplate( site="Awesome Panel", title="Async Tasks", main=[component], main_layout=None, main_max_width="400px" ).servable()