Source code for python_utils.generators

import asyncio
import time

import python_utils
from python_utils import types


_T = types.TypeVar('_T')


[docs] async def abatcher( generator: types.Union[ types.AsyncGenerator[_T, None], types.AsyncIterator[_T], ], batch_size: types.Optional[int] = None, interval: types.Optional[types.delta_type] = None, ) -> types.AsyncGenerator[types.List[_T], None]: ''' Asyncio generator wrapper that returns items with a given batch size or interval (whichever is reached first). ''' batch: types.List[_T] = [] assert batch_size or interval, 'Must specify either batch_size or interval' # If interval is specified, use it to determine when to yield the batch # Alternatively set a really long timeout to keep the code simpler if interval: interval_s = python_utils.delta_to_seconds(interval) else: # Set the timeout to 10 years interval_s = 60 * 60 * 24 * 365 * 10.0 next_yield: float = time.perf_counter() + interval_s done: types.Set[asyncio.Task[_T]] pending: types.Set[asyncio.Task[_T]] = set() while True: try: done, pending = await asyncio.wait( pending or [ asyncio.create_task( types.cast( types.Coroutine[None, None, _T], generator.__anext__(), ) ), ], timeout=interval_s, return_when=asyncio.FIRST_COMPLETED, ) if done: for result in done: batch.append(result.result()) except StopAsyncIteration: if batch: yield batch break if batch_size is not None and len(batch) == batch_size: yield batch batch = [] if interval and batch and time.perf_counter() > next_yield: yield batch batch = [] # Always set the next yield time to the current time. If the # loop is running slow due to blocking functions we do not # want to burst too much next_yield = time.perf_counter() + interval_s
[docs] def batcher( iterable: types.Iterable[_T], batch_size: int = 10, ) -> types.Generator[types.List[_T], None, None]: ''' Generator wrapper that returns items with a given batch size ''' batch: types.List[_T] = [] for item in iterable: batch.append(item) if len(batch) == batch_size: yield batch batch = [] if batch: yield batch