tests: add object serializer tests

These test both object serializer and its forward cache implementation.
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psychedelicious 2024-02-08 00:20:10 +11:00
parent 83ddcc5f3a
commit 7a2b606001

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from dataclasses import dataclass
from pathlib import Path
import pytest
import torch
from invokeai.app.services.object_serializer.object_serializer_common import ObjectNotFoundError
from invokeai.app.services.object_serializer.object_serializer_ephemeral_disk import ObjectSerializerEphemeralDisk
from invokeai.app.services.object_serializer.object_serializer_forward_cache import ObjectSerializerForwardCache
@dataclass
class MockDataclass:
foo: str
@pytest.fixture
def obj_serializer(tmp_path: Path):
return ObjectSerializerEphemeralDisk[MockDataclass](tmp_path)
@pytest.fixture
def fwd_cache(tmp_path: Path):
return ObjectSerializerForwardCache(ObjectSerializerEphemeralDisk[MockDataclass](tmp_path), max_cache_size=2)
def test_obj_serializer_ephemeral_disk_initializes(tmp_path: Path):
obj_serializer = ObjectSerializerEphemeralDisk[MockDataclass](tmp_path)
assert obj_serializer._output_dir == tmp_path
def test_obj_serializer_ephemeral_disk_saves(obj_serializer: ObjectSerializerEphemeralDisk[MockDataclass]):
obj_1 = MockDataclass(foo="bar")
obj_1_name = obj_serializer.save(obj_1)
assert Path(obj_serializer._output_dir, obj_1_name).exists()
obj_2 = MockDataclass(foo="baz")
obj_2_name = obj_serializer.save(obj_2)
assert Path(obj_serializer._output_dir, obj_2_name).exists()
def test_obj_serializer_ephemeral_disk_loads(obj_serializer: ObjectSerializerEphemeralDisk[MockDataclass]):
obj_1 = MockDataclass(foo="bar")
obj_1_name = obj_serializer.save(obj_1)
assert obj_serializer.load(obj_1_name).foo == "bar"
obj_2 = MockDataclass(foo="baz")
obj_2_name = obj_serializer.save(obj_2)
assert obj_serializer.load(obj_2_name).foo == "baz"
with pytest.raises(ObjectNotFoundError):
obj_serializer.load("nonexistent_object_name")
def test_obj_serializer_ephemeral_disk_deletes(obj_serializer: ObjectSerializerEphemeralDisk[MockDataclass]):
obj_1 = MockDataclass(foo="bar")
obj_1_name = obj_serializer.save(obj_1)
obj_2 = MockDataclass(foo="bar")
obj_2_name = obj_serializer.save(obj_2)
obj_serializer.delete(obj_1_name)
assert not Path(obj_serializer._output_dir, obj_1_name).exists()
assert Path(obj_serializer._output_dir, obj_2_name).exists()
def test_obj_serializer_ephemeral_disk_deletes_all(obj_serializer: ObjectSerializerEphemeralDisk[MockDataclass]):
obj_1 = MockDataclass(foo="bar")
obj_1_name = obj_serializer.save(obj_1)
obj_2 = MockDataclass(foo="bar")
obj_2_name = obj_serializer.save(obj_2)
delete_all_result = obj_serializer._delete_all()
assert not Path(obj_serializer._output_dir, obj_1_name).exists()
assert not Path(obj_serializer._output_dir, obj_2_name).exists()
assert delete_all_result.deleted_count == 2
def test_obj_serializer_ephemeral_disk_different_types(tmp_path: Path):
obj_serializer = ObjectSerializerEphemeralDisk[MockDataclass](tmp_path)
obj_1 = MockDataclass(foo="bar")
obj_1_name = obj_serializer.save(obj_1)
obj_1_loaded = obj_serializer.load(obj_1_name)
assert isinstance(obj_1_loaded, MockDataclass)
assert obj_1_loaded.foo == "bar"
assert obj_1_name.startswith("MockDataclass_")
obj_serializer = ObjectSerializerEphemeralDisk[int](tmp_path)
obj_2_name = obj_serializer.save(9001)
assert obj_serializer.load(obj_2_name) == 9001
assert obj_2_name.startswith("int_")
obj_serializer = ObjectSerializerEphemeralDisk[str](tmp_path)
obj_3_name = obj_serializer.save("foo")
assert obj_serializer.load(obj_3_name) == "foo"
assert obj_3_name.startswith("str_")
obj_serializer = ObjectSerializerEphemeralDisk[torch.Tensor](tmp_path)
obj_4_name = obj_serializer.save(torch.tensor([1, 2, 3]))
obj_4_loaded = obj_serializer.load(obj_4_name)
assert isinstance(obj_4_loaded, torch.Tensor)
assert torch.equal(obj_4_loaded, torch.tensor([1, 2, 3]))
assert obj_4_name.startswith("Tensor_")
def test_obj_serializer_fwd_cache_initializes(obj_serializer: ObjectSerializerEphemeralDisk[MockDataclass]):
fwd_cache = ObjectSerializerForwardCache(obj_serializer)
assert fwd_cache._underlying_storage == obj_serializer
def test_obj_serializer_fwd_cache_saves_and_loads(fwd_cache: ObjectSerializerForwardCache[MockDataclass]):
obj = MockDataclass(foo="bar")
obj_name = fwd_cache.save(obj)
obj_loaded = fwd_cache.load(obj_name)
obj_underlying = fwd_cache._underlying_storage.load(obj_name)
assert obj_loaded == obj_underlying
assert obj_loaded.foo == "bar"
def test_obj_serializer_fwd_cache_respects_cache_size(fwd_cache: ObjectSerializerForwardCache[MockDataclass]):
obj_1 = MockDataclass(foo="bar")
obj_1_name = fwd_cache.save(obj_1)
obj_2 = MockDataclass(foo="baz")
obj_2_name = fwd_cache.save(obj_2)
obj_3 = MockDataclass(foo="qux")
obj_3_name = fwd_cache.save(obj_3)
assert obj_1_name not in fwd_cache._cache
assert obj_2_name in fwd_cache._cache
assert obj_3_name in fwd_cache._cache
# apparently qsize is "not reliable"?
assert fwd_cache._cache_ids.qsize() == 2
def test_obj_serializer_fwd_cache_calls_delete_callback(fwd_cache: ObjectSerializerForwardCache[MockDataclass]):
called_name = None
obj_1 = MockDataclass(foo="bar")
def on_deleted(name: str):
nonlocal called_name
called_name = name
fwd_cache.on_deleted(on_deleted)
obj_1_name = fwd_cache.save(obj_1)
fwd_cache.delete(obj_1_name)
assert called_name == obj_1_name