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name: test | ||
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permissions: | ||
contents: read | ||
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on: | ||
- pull_request | ||
- push | ||
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jobs: | ||
test: | ||
runs-on: ubuntu-latest | ||
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steps: | ||
- uses: actions/checkout@v4 | ||
- name: Install poetry | ||
run: curl -sSL https://install.python-poetry.org | python3 - | ||
env: | ||
POETRY_VERSION: 1.7.0 | ||
- name: Add Poetry to path | ||
run: echo "${HOME}/.poetry/bin" >> $GITHUB_PATH | ||
- name: Set up Python 3.11 | ||
uses: actions/setup-python@v4 | ||
with: | ||
python-version: "3.11" | ||
cache: "poetry" | ||
- name: Install Poetry Packages | ||
run: | | ||
poetry env use "3.11" | ||
poetry install --only dev | ||
- name: Add venv to path | ||
run: echo `poetry env info --path`/bin/ >> $GITHUB_PATH | ||
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- run: ruff check --output-format github . | ||
- run: ruff format --check . | ||
- run: mypy --check-untyped-defs . | ||
- run: | | ||
pip install . | ||
pytest -s |
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__pycache__ | ||
.coverage |
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MIT License | ||
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Copyright (c) 2023 Bright Network | ||
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Permission is hereby granted, free of charge, to any person obtaining a copy | ||
of this software and associated documentation files (the "Software"), to deal | ||
in the Software without restriction, including without limitation the rights | ||
to use, copy, modify, merge, publish, distribute, sublicense, and/or sell | ||
copies of the Software, and to permit persons to whom the Software is | ||
furnished to do so, subject to the following conditions: | ||
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The above copyright notice and this permission notice shall be included in all | ||
copies or substantial portions of the Software. | ||
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THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR | ||
IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, | ||
FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE | ||
AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER | ||
LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, | ||
OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE | ||
SOFTWARE. |
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## `iter_pipe`: Iterable Pipes | ||
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Functional pythonic pipelines for iterables | ||
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[Documentation](./tests/docs/) |
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from .main import * # noqa |
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from __future__ import annotations | ||
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import math | ||
from collections import deque | ||
from collections.abc import Callable, Iterable, Iterator | ||
from functools import partial | ||
from itertools import count, groupby | ||
from typing import Any, Literal, TypeGuard, TypeVar, overload | ||
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__all__ = [ | ||
"map", | ||
"filter", | ||
"for_each", | ||
"for_batch", | ||
"batch", | ||
"fork", | ||
] | ||
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T = TypeVar("T") | ||
V = TypeVar("V") | ||
U = TypeVar("U") | ||
W = TypeVar("W") | ||
X = TypeVar("X") | ||
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raw_filter = filter | ||
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Step = Callable[[Iterable[T]], Iterable[V]] | ||
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def map(step: Callable[[V], W]) -> Step[V, W]: | ||
def f(data: Iterable[V]) -> Iterable[W]: | ||
for item in data: | ||
yield step(item) | ||
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return f | ||
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def for_each(step: Callable[[V], Any]) -> Step[V, V]: | ||
def f(data: Iterable[V]) -> Iterable[V]: | ||
for item in data: | ||
step(item) | ||
yield item | ||
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return f | ||
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def for_batch(step: Callable[[list[V]], Any], batch_size: int) -> Step[V, V]: | ||
def f(data: Iterable[V]) -> Iterable[V]: | ||
for _, batch_iterator in groupby( | ||
zip(data, count()), | ||
key=lambda x: math.floor(x[1] / batch_size), | ||
): | ||
batch = [x[0] for x in batch_iterator] | ||
step(batch) | ||
yield from batch | ||
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return f | ||
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def batch(step: Callable[[list[V]], Iterable[U]], batch_size: int) -> Step[V, U]: | ||
def f(data: Iterable[V]) -> Iterable[U]: | ||
for _, batch_iterator in groupby( | ||
zip(data, count()), | ||
key=lambda x: math.floor(x[1] / batch_size), | ||
): | ||
yield from step([x[0] for x in batch_iterator]) | ||
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return f | ||
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@overload | ||
def filter(step: Callable[[V], TypeGuard[W]]) -> Step[V, W]: | ||
... | ||
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@overload | ||
def filter(step: Callable[[V], bool]) -> Step[V, V]: | ||
... | ||
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def filter(step: Callable[[V], bool]) -> Step[V, V]: # type: ignore | ||
return partial(raw_filter, step) # type: ignore | ||
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@overload | ||
def fork( | ||
step1: Step[T, U] | None, | ||
step2: Step[T, V], | ||
pick_first: Literal[True], | ||
max_inflight: int | None = ..., | ||
) -> Step[T, U]: | ||
... | ||
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@overload | ||
def fork( | ||
step1: Step[T, U], | ||
step2: Step[T, V], | ||
pick_first: Literal[False] | None, | ||
max_inflight: int | None = ..., | ||
) -> Step[T, V | U]: | ||
... | ||
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@overload | ||
def fork( | ||
step1: Step[T, U], | ||
step2: Step[T, V], | ||
step3: Step[T, W], | ||
pick_first: Literal[False] | None, | ||
max_inflight: int | None = ..., | ||
) -> Step[T, V | U | W]: | ||
... | ||
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@overload | ||
def fork( # noqa: PLR0913 | ||
step1: Step[T, U], | ||
step2: Step[T, V], | ||
step3: Step[T, W], | ||
step4: Step[T, X], | ||
pick_first: Literal[False] | None, | ||
max_inflight: int | None = ..., | ||
) -> Step[T, V | U | W | X]: | ||
... | ||
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@overload | ||
def fork( | ||
*steps: Step[T, Any] | None, | ||
pick_first: Literal[False] | None, | ||
max_inflight: int | None = ..., | ||
) -> Step[T, Any]: | ||
... | ||
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def fork( # type: ignore # noqa: C901 | ||
*steps: Step[T, Any] | None, | ||
max_inflight: int = 1000, | ||
pick_first: bool = False, | ||
) -> Step[T, Any]: | ||
def wrapper(iterable: Iterable[T]) -> Iterable[Any]: # noqa: C901 | ||
queues: list[deque] = [deque() for _ in steps] | ||
it = iter(iterable) | ||
paused_iterators: set[int] = set() | ||
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def gen(i: int) -> Iterator[T]: | ||
while True: | ||
mydeque = queues[i] | ||
if not mydeque: # when the local deque is empty | ||
try: | ||
newval = next(it) # fetch a new value and | ||
except StopIteration: | ||
return | ||
for d in queues: # load it to all the deques | ||
d.append(newval) | ||
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nb_inflights = sum(len(q) for q in queues) | ||
if nb_inflights > max_inflight: | ||
paused_iterators.add(i) | ||
return | ||
yield mydeque.popleft() | ||
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iterators = [iter((steps[i] or identity)(gen(i))) for i in range(len(steps))] | ||
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pending_iterators = set(range(len(iterators))) | ||
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while len(pending_iterators): | ||
i = max( # the index of the iterator with the most inflight items | ||
pending_iterators, | ||
key=lambda i: len(queues[i]), | ||
) | ||
try: | ||
val = next(iterators[i]) | ||
if not pick_first or i == 0: | ||
yield val | ||
except StopIteration: | ||
if i in paused_iterators: # resume the iterator | ||
iterators[i] = iter((steps[i] or identity)(gen(i))) | ||
paused_iterators.remove(i) | ||
else: | ||
pending_iterators.remove(i) | ||
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return wrapper | ||
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def identity(item: W) -> W: | ||
return item |
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