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test_aiodataloader.py
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test_aiodataloader.py
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from asyncio import gather
from functools import partial
from typing import Any, Callable, Coroutine, Dict, List, Optional, Tuple, TypeVar, Union
import pytest
from aiodataloader import DataLoader
pytestmark = pytest.mark.asyncio
T1 = TypeVar("T1")
T2 = TypeVar("T2")
async def do_test() -> bool:
return True
def id_loader(
*,
resolve: Optional[
Callable[[List[T1]], Coroutine[Any, Any, Union[List[T1], List[T2]]]]
] = None,
**dl_kwargs: Any,
) -> Tuple[DataLoader[T1, Union[T1, T2]], List[List[T1]]]:
load_calls: List[List[T1]] = []
async def default_resolve(x: List[T1]) -> List[T1]:
return x
async def fn(keys: List[T1]) -> Union[List[T1], List[T2]]:
load_calls.append(keys)
return await (resolve or default_resolve)(keys)
identity_loader: DataLoader[Any, Any] = DataLoader(fn, **dl_kwargs)
return identity_loader, load_calls
async def test_build_a_simple_data_loader() -> None:
async def call_fn(keys: List[int]) -> List[int]:
return keys
identity_loader = DataLoader(call_fn)
promise1 = identity_loader.load(1)
value1 = await promise1
assert value1 == 1
async def test_can_build_a_data_loader_from_a_partial() -> None:
value_map = {1: "one"}
async def call_fn(context: Dict[int, T1], keys: List[int]) -> List[Optional[T1]]:
return [context.get(key) for key in keys]
partial_fn = partial(call_fn, value_map)
identity_loader = DataLoader(partial_fn)
promise1 = identity_loader.load(1)
value1 = await promise1
assert value1 == "one"
async def test_supports_loading_multiple_keys_in_one_call() -> None:
async def call_fn(keys: List[int]) -> List[int]:
return keys
identity_loader = DataLoader(call_fn)
promise_all = identity_loader.load_many([1, 2])
values = await promise_all
assert values == [1, 2]
promise_all = identity_loader.load_many([])
values = await promise_all
assert values == []
async def test_batches_multiple_requests() -> None:
loader_result: Tuple[DataLoader[int, int], List[List[int]]] = id_loader()
identity_loader, load_calls = loader_result
promise1 = identity_loader.load(1)
promise2 = identity_loader.load(2)
p = gather(promise1, promise2)
value1, value2 = await p
assert value1 == 1
assert value2 == 2
assert load_calls == [[1, 2]]
async def test_batches_multiple_requests_with_max_batch_sizes() -> None:
loader_result: Tuple[DataLoader[int, int], List[List[int]]] = id_loader(
max_batch_size=2
)
identity_loader, load_calls = loader_result
promise1 = identity_loader.load(1)
promise2 = identity_loader.load(2)
promise3 = identity_loader.load(3)
p = gather(promise1, promise2, promise3)
value1, value2, value3 = await p
assert value1 == 1
assert value2 == 2
assert value3 == 3
assert load_calls == [[1, 2], [3]]
async def test_coalesces_identical_requests() -> None:
loader_result: Tuple[DataLoader[int, int], List[List[int]]] = id_loader()
identity_loader, load_calls = loader_result
promise1 = identity_loader.load(1)
promise2 = identity_loader.load(1)
assert promise1 == promise2
p = gather(promise1, promise2)
value1, value2 = await p
assert value1 == 1
assert value2 == 1
assert load_calls == [[1]]
async def test_caches_repeated_requests() -> None:
loader_result: Tuple[DataLoader[str, str], List[List[str]]] = id_loader()
identity_loader, load_calls = loader_result
a, b = await gather(identity_loader.load("A"), identity_loader.load("B"))
assert a == "A"
assert b == "B"
assert load_calls == [["A", "B"]]
a2, c = await gather(identity_loader.load("A"), identity_loader.load("C"))
assert a2 == "A"
assert c == "C"
assert load_calls == [["A", "B"], ["C"]]
a3, b2, c2 = await gather(
identity_loader.load("A"), identity_loader.load("B"), identity_loader.load("C")
)
assert a3 == "A"
assert b2 == "B"
assert c2 == "C"
assert load_calls == [["A", "B"], ["C"]]
async def test_clears_single_value_in_loader() -> None:
loader_result: Tuple[DataLoader[str, str], List[List[str]]] = id_loader()
identity_loader, load_calls = loader_result
a, b = await gather(identity_loader.load("A"), identity_loader.load("B"))
assert a == "A"
assert b == "B"
assert load_calls == [["A", "B"]]
identity_loader.clear("A")
a2, b2 = await gather(identity_loader.load("A"), identity_loader.load("B"))
assert a2 == "A"
assert b2 == "B"
assert load_calls == [["A", "B"], ["A"]]
async def test_clears_all_values_in_loader() -> None:
loader_result: Tuple[DataLoader[str, str], List[List[str]]] = id_loader()
identity_loader, load_calls = loader_result
a, b = await gather(identity_loader.load("A"), identity_loader.load("B"))
assert a == "A"
assert b == "B"
assert load_calls == [["A", "B"]]
identity_loader.clear_all()
a2, b2 = await gather(identity_loader.load("A"), identity_loader.load("B"))
assert a2 == "A"
assert b2 == "B"
assert load_calls == [["A", "B"], ["A", "B"]]
async def test_allows_priming_the_cache() -> None:
loader_result: Tuple[DataLoader[str, str], List[List[str]]] = id_loader()
identity_loader, load_calls = loader_result
identity_loader.prime("A", "A")
a, b = await gather(identity_loader.load("A"), identity_loader.load("B"))
assert a == "A"
assert b == "B"
assert load_calls == [["B"]]
async def test_does_not_prime_keys_that_already_exist() -> None:
loader_result: Tuple[DataLoader[str, str], List[List[str]]] = id_loader()
identity_loader, load_calls = loader_result
identity_loader.prime("A", "X")
a1 = await identity_loader.load("A")
b1 = await identity_loader.load("B")
assert a1 == "X"
assert b1 == "B"
identity_loader.prime("A", "Y")
identity_loader.prime("B", "Y")
a2 = await identity_loader.load("A")
b2 = await identity_loader.load("B")
assert a2 == "X"
assert b2 == "B"
assert load_calls == [["B"]]
# # Represents Errors
async def test_resolves_to_error_to_indicate_failure() -> None:
async def resolve(keys: List[int]) -> List[int]:
mapped_keys = [
key if key % 2 == 0 else Exception("Odd: {}".format(key)) for key in keys
]
# ignored because Exceptions are not expected for a batch_load_fn
# but we are testing unexpected behavior
return mapped_keys # type: ignore
loader_result: Tuple[DataLoader[int, int], List[List[int]]] = id_loader(
resolve=resolve
)
even_loader, load_calls = loader_result
with pytest.raises(Exception) as exc_info:
await even_loader.load(1)
assert str(exc_info.value) == "Odd: 1"
value2 = await even_loader.load(2)
assert value2 == 2
assert load_calls == [[1], [2]]
async def test_can_represent_failures_and_successes_simultaneously() -> None:
async def resolve(keys: List[int]) -> List[int]:
mapped_keys = [
key if key % 2 == 0 else Exception("Odd: {}".format(key)) for key in keys
]
return mapped_keys # type: ignore
loader_result: Tuple[DataLoader[int, int], List[List[int]]] = id_loader(
resolve=resolve
)
even_loader, load_calls = loader_result
promise1 = even_loader.load(1)
promise2 = even_loader.load(2)
with pytest.raises(Exception) as exc_info:
await promise1
assert str(exc_info.value) == "Odd: 1"
value2 = await promise2
assert value2 == 2
assert load_calls == [[1, 2]]
async def test_caches_failed_fetches() -> None:
async def resolve(keys: List[int]) -> List[int]:
mapped_keys = [Exception("Error: {}".format(key)) for key in keys]
return mapped_keys # type: ignore
loader_result: Tuple[DataLoader[int, int], List[List[int]]] = id_loader(
resolve=resolve
)
error_loader, load_calls = loader_result
with pytest.raises(Exception) as exc_info:
await error_loader.load(1)
assert str(exc_info.value) == "Error: 1"
with pytest.raises(Exception) as exc_info:
await error_loader.load(1)
assert str(exc_info.value) == "Error: 1"
assert load_calls == [[1]]
async def test_caches_failed_fetches_2() -> None:
loader_result: Tuple[DataLoader[int, int], List[List[int]]] = id_loader()
identity_loader, load_calls = loader_result
identity_loader.prime(1, Exception("Error: 1")) # type: ignore
with pytest.raises(Exception):
await identity_loader.load(1)
assert load_calls == []
# It is resilient to job queue ordering
async def test_batches_loads_occuring_within_promises() -> None:
loader_result: Tuple[DataLoader[str, str], List[List[str]]] = id_loader()
identity_loader, load_calls = loader_result
async def load_b_1() -> str:
return await load_b_2()
async def load_b_2() -> str:
return await identity_loader.load("B")
values = list(await gather(identity_loader.load("A"), load_b_1()))
assert values == ["A", "B"]
assert load_calls == [["A", "B"]]
async def test_catches_error_if_loader_resolver_fails() -> None:
exc = Exception("AOH!")
def do_resolve(x: List[Any]) -> Coroutine[Any, Any, List[Any]]:
raise exc
loader_result: Tuple[DataLoader[str, str], List[List[str]]] = id_loader(
resolve=do_resolve
)
a_loader, a_load_calls = loader_result
with pytest.raises(Exception) as exc_info:
await a_loader.load("A1")
assert exc_info.value == exc
async def test_can_call_a_loader_from_a_loader() -> None:
deep_loader_result: Tuple[
DataLoader[Tuple[str, ...], Tuple[str, ...]], List[List[Tuple[str, ...]]]
] = id_loader()
deep_loader, deep_load_calls = deep_loader_result
async def do_resolve(keys: List[str]) -> List[str]:
return list(await deep_loader.load(tuple(keys)))
a_loader_result: Tuple[DataLoader[str, str], List[List[str]]] = id_loader(
resolve=do_resolve
)
a_loader, a_load_calls = a_loader_result
b_loader_result: Tuple[DataLoader[str, str], List[List[str]]] = id_loader(
resolve=do_resolve
)
b_loader, b_load_calls = b_loader_result
a1, b1, a2, b2 = await gather(
a_loader.load("A1"),
b_loader.load("B1"),
a_loader.load("A2"),
b_loader.load("B2"),
)
assert a1 == "A1"
assert b1 == "B1"
assert a2 == "A2"
assert b2 == "B2"
assert a_load_calls == [["A1", "A2"]]
assert b_load_calls == [["B1", "B2"]]
assert deep_load_calls == [[("A1", "A2"), ("B1", "B2")]]
async def test_dataloader_clear_with_missing_key_works() -> None:
async def do_resolve(x: List[Any]) -> List[Any]:
return x
a_loader_result: Tuple[DataLoader[str, str], List[List[str]]] = id_loader(
resolve=do_resolve
)
a_loader, a_load_calls = a_loader_result
assert a_loader.clear("A1") == a_loader