Skip to content

Instantly share code, notes, and snippets.

@dvdotsenko
Last active May 13, 2022 08:50
Show Gist options
  • Save dvdotsenko/d8e0068775ac04b58993f604f122284f to your computer and use it in GitHub Desktop.
Save dvdotsenko/d8e0068775ac04b58993f604f122284f to your computer and use it in GitHub Desktop.
python asyncio map() and filter() Like Gevent imap_unordered Can chain / wrap one into another.
import asyncio
from collections import deque
from typing import Any, Callable, Collection, AsyncIterator, Iterator, Union
async def _next(gg):
# repackaging non-asyncio next() as async-like anext()
try:
return next(gg)
except StopIteration:
raise StopAsyncIteration
async def _aionext(gg):
# there is no anext() :(
return await gg.__anext__()
async def map_unordered(fn:Callable, args:Union[Iterator,Collection,AsyncIterator], maxsize=None):
"""
Async generator yielding return values of resolved invocations
of `fn` against arg in args list
Arguments are consumed and fed to callable in the order they are presented in args.
Results are yielded NOT in order of args. Earliest done is yielded.
If `size` is specified, worker tasks pool is constrained to that size.
This is asyncio equivalent of Gevent's `imap_unordered(fn, args_iterable, pool_size)`
http://www.gevent.org/api/gevent.pool.html#gevent.pool.Group.imap_unordered
Note that args can be both, an async generator and a non-async iterator/generator.
You can chain `map_unordered` as `args` param for another `map_unordered`
Because this is an async generator, cannot consume it as regular iterable.
Must use `async for`.
Usage example:
# note NO await in this assignment
gen = map_unordered(fn, arguments_iter, maxsize=3)
async for returned_value in gen:
yield returned_value
"""
if maxsize == 0:
raise ValueError(
'Argument `maxsize` cannot be set to zero. '
'Use `None` to indicate no limit.'
)
# Make args list consumable like a generator
# so repeated islice(args, size) calls against `args` move slice down the list.
if hasattr(args, '__anext__'):
n = _aionext
elif hasattr(args, '__next__'):
n = _next
else:
args = iter(args)
n = _next
have_args = True # assumed. Don't len(args).
pending_tasks = deque()
while have_args or len(pending_tasks):
try:
while len(pending_tasks) != maxsize:
arg = await n(args)
pending_tasks.append(
asyncio.Task(fn(arg))
)
except StopAsyncIteration:
have_args = False
if not len(pending_tasks):
return
done, pending_tasks = await asyncio.wait(pending_tasks, return_when=asyncio.FIRST_COMPLETED)
pending_tasks = deque(pending_tasks)
for task in done:
yield await task # await converts task object into its return value
async def _filter_wrapper(fn, arg):
return (await fn(arg)), arg
async def _filter_none(arg):
return not (arg is None)
async def filter_unordered(fn:Union[Callable,None], args:Union[Iterator,Collection,AsyncIterator], maxsize=None):
"""
Async filter generator yielding values of `args` collection that match filter condition.
Like python's native `filter([Callable|None], iterable)` but:
- allows iterable to be async iterator
- allows callable to be async callable
- returns results OUT OF ORDER - whichever passes filter test first.
Arguments are consumed and fed to callable in the order they are presented in args.
Results are yielded NOT in order of args. Earliest done and passing the filter condition is yielded.
If `maxsize` is specified, worker tasks pool is constrained to that size.
This is inspired by Gevent's `imap_unordered(fn, args_iterable, pool_size)`
http://www.gevent.org/api/gevent.pool.html#gevent.pool.Group.imap_unordered
Because this is an async generator, cannot consume it as regular iterable.
Must use `async for`.
Usage example:
# note NO await in this assignment
gen = filter_unordered(fn, arguments_iter, maxsize=3)
async for returned_value in gen:
yield returned_value
"""
if maxsize == 0:
raise ValueError(
'Argument `maxsize` cannot be set to zero. '
'Use `None` to indicate no limit.'
)
if hasattr(args, '__anext__'):
n = _aionext
elif hasattr(args, '__next__'):
n = _next
else:
args = iter(args)
n = _next
if fn is None:
fn = _filter_none
have_args = True # assumed. Don't len(args).
pending_tasks = deque()
while have_args or len(pending_tasks):
try:
while len(pending_tasks) != maxsize:
arg = await n(args)
pending_tasks.append(
asyncio.Task(_filter_wrapper(fn,arg))
)
except StopAsyncIteration:
have_args = False
if not len(pending_tasks):
return
done, pending_tasks = await asyncio.wait(pending_tasks, return_when=asyncio.FIRST_COMPLETED)
pending_tasks = deque(pending_tasks)
for task in done:
filter_match, arg = await task
if filter_match:
yield arg
Sign up for free to join this conversation on GitHub. Already have an account? Sign in to comment