import unittest import pytest from src.great_ai.utilities import parallel_map COUNT = int(1e5) + 3 class TestParallelMap(unittest.TestCase): def test_simple_case_with_progress_bar(self) -> None: assert list(parallel_map(lambda v: v**2, range(COUNT), concurrency=4)) == [ v**2 for v in range(COUNT) ] def test_with_iterable(self) -> None: from time import sleep def my_generator(): for i in range(10): yield i sleep(0.1) expected = [v**3 for v in range(10)] assert ( list(parallel_map(lambda x: x**3, my_generator(), chunk_size=1)) == expected ) def test_simple_case_without_progress_bar(self) -> None: assert list(parallel_map(lambda v: v**2, range(COUNT), concurrency=2)) == [ v**2 for v in range(COUNT) ] def test_simple_case_invalid_values(self) -> None: with pytest.raises(AssertionError): list(parallel_map(lambda v: v**2, range(COUNT), concurrency=0)) with pytest.raises(AssertionError): list(parallel_map(lambda v: v**2, range(COUNT), chunk_size=0)) def test_this_process_exception(self) -> None: def my_generator(): yield 1 yield 2 yield 3 assert False with pytest.raises(AssertionError): list( parallel_map( lambda v: v**2, my_generator(), concurrency=2, chunk_size=2 ) ) with pytest.raises(AssertionError): list( parallel_map( lambda v: v**2, my_generator(), concurrency=1, chunk_size=2 ) ) # def test_ignore_this_process_exception(self) -> None: # def my_generator(): # yield 1 # yield 2 # yield 3 # yield 1 / 0 # assert list( # parallel_map( # lambda v: v**2, # my_generator(), # concurrency=2, # chunk_size=2, # ignore_exceptions=True, # ) # ) == [1, 4] # assert list( # parallel_map( # lambda v: v**2, # my_generator(), # concurrency=1, # chunk_size=2, # ignore_exceptions=True, # ) # ) == [1, 4, 9] def test_worker_process_exception(self) -> None: def oh_no(_): raise ValueError("hi") with pytest.raises(ValueError): list(parallel_map(oh_no, range(COUNT), concurrency=2)) with pytest.raises(ValueError): list(parallel_map(oh_no, range(COUNT), concurrency=1)) def test_ignore_worker_process_exception(self) -> None: def oh_no(_): raise ValueError("hi") assert ( list(parallel_map(oh_no, range(3), concurrency=2, ignore_exceptions=True)) == [None] * 3 ) assert ( list(parallel_map(oh_no, range(3), concurrency=1, ignore_exceptions=True)) == [None] * 3 ) def test_no_op(self) -> None: assert list(parallel_map(lambda v: v**2, [])) == [] assert list(parallel_map(lambda v: v**2, [], chunk_size=100)) == [] assert list(parallel_map(lambda v: v**2, [], concurrency=100)) == []