great-ai/tests/utilities/test_threaded_parallel_map.py

119 lines
3 KiB
Python

from typing import Any, Iterable
import pytest
from great_ai.utilities import WorkerException, threaded_parallel_map
from typing_extensions import Never
COUNT = int(1e5) + 3
def test_simple_case() -> None:
assert list(
threaded_parallel_map(lambda v: v**2, range(COUNT), concurrency=4)
) == [v**2 for v in range(COUNT)]
def test_with_iterable() -> None:
from time import sleep
def my_generator() -> Iterable[int]:
for i in range(10):
yield i
sleep(0.1)
expected = [v**3 for v in range(10)]
assert (
list(threaded_parallel_map(lambda x: x**3, my_generator(), chunk_size=1))
== expected
)
def test_simple_case_invalid_values() -> None:
with pytest.raises(AssertionError):
list(threaded_parallel_map(lambda v: v**2, range(COUNT), concurrency=0))
with pytest.raises(AssertionError):
list(threaded_parallel_map(lambda v: v**2, range(COUNT), chunk_size=0))
def test_this_worker_exception() -> None:
def my_generator() -> Iterable[int]:
yield 1
yield 2
yield 3
assert False
with pytest.raises(AssertionError):
list(
threaded_parallel_map(
lambda v: v**2, my_generator(), concurrency=2, chunk_size=2
)
)
with pytest.raises(AssertionError):
list(
threaded_parallel_map(
lambda v: v**2, my_generator(), concurrency=1, chunk_size=2
)
)
def test_ignore_this_worker_exception() -> None:
def my_generator() -> Iterable[float]:
yield 1
yield 2
yield 3
yield 1 / 0
assert list(
threaded_parallel_map(
lambda v: v**2,
my_generator(),
concurrency=2,
chunk_size=2,
ignore_exceptions=True,
)
) == [
1,
4,
] # the second chunk is ruined because of the error
def test_worker_worker_exception() -> None:
def oh_no(_: Any) -> Never:
raise ValueError("hi")
with pytest.raises(WorkerException):
list(threaded_parallel_map(oh_no, range(COUNT), concurrency=2))
with pytest.raises(WorkerException):
list(threaded_parallel_map(oh_no, range(COUNT), concurrency=1))
def test_ignore_worker_worker_exception() -> None:
def oh_no(_: Any) -> Never:
raise ValueError("hi")
assert (
list(
threaded_parallel_map(
oh_no, range(3), concurrency=2, ignore_exceptions=True
)
)
== [None] * 3
)
assert (
list(
threaded_parallel_map(
oh_no, range(3), concurrency=1, ignore_exceptions=True
)
)
== [None] * 3
)
def test_no_op() -> None:
assert list(threaded_parallel_map(lambda v: v**2, [])) == []
assert list(threaded_parallel_map(lambda v: v**2, [], chunk_size=100)) == []
assert list(threaded_parallel_map(lambda v: v**2, [], concurrency=100)) == []