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import inspect
import sys
from contextlib import nullcontext
from typing import Any, ClassVar, List, Protocol, Sequence, Union, runtime_checkable
from unittest.mock import Mock, call, patch
import numpy as np
import pytest
try:
from pydantic import PrivateAttr
except ImportError:
pytest.skip("pydantic not installed", allow_module_level=True)
import pydantic.version
from pydantic import BaseModel
from psygnal import EmissionInfo, EventedModel
from psygnal._group import SignalGroup
from psygnal._signal import ReemissionMode
PYDANTIC_V2 = pydantic.version.VERSION.startswith("2")
try:
from pydantic import field_serializer
except ImportError:
def field_serializer(*args, **kwargs):
def decorator(cls):
return cls
return decorator
def asdict(obj: "BaseModel") -> dict:
if PYDANTIC_V2:
return obj.model_dump()
else:
return obj.dict()
def asjson(obj: BaseModel) -> str:
if PYDANTIC_V2:
return obj.model_dump_json()
else:
return obj.json()
def test_creating_empty_evented_model():
"""Test creating an empty evented pydantic model."""
model = EventedModel()
assert model is not None
assert model.events is not None
def test_evented_model():
"""Test creating an evented pydantic model."""
class User(EventedModel):
id: int
name: str = "Alex"
age: ClassVar[int] = 100
user = User(id=0)
# test basic functionality
assert user.id == 0
assert user.name == "Alex"
user.id = 2
assert user.id == 2
# test event system
assert isinstance(user.events, SignalGroup)
assert "id" in user.events
assert "name" in user.events
# ClassVars are excluded from events
assert "age" not in user.events
id_mock = Mock()
name_mock = Mock()
user.events.id.connect(id_mock)
user.events.name.connect(name_mock)
# setting an attribute should, by default, emit an event with the value
user.id = 4
id_mock.assert_called_with(4)
name_mock.assert_not_called()
# and event should only be emitted when the value has changed.
id_mock.reset_mock()
user.id = 4
id_mock.assert_not_called()
name_mock.assert_not_called()
def test_evented_model_array_updates():
"""Test updating an evented pydantic model with an array."""
class Model(EventedModel):
"""Demo evented model."""
values: np.ndarray
if PYDANTIC_V2:
model_config = {"arbitrary_types_allowed": True}
else:
class Config:
arbitrary_types_allowed = True
first_values = np.array([1, 2, 3])
model = Model(values=first_values)
# Mock events
values_mock = Mock()
model.events.values.connect(values_mock)
np.testing.assert_almost_equal(model.values, first_values)
# Updating with new data
new_array = np.array([1, 2, 4])
model.values = new_array
np.testing.assert_array_equal(values_mock.call_args.args[0], new_array)
values_mock.reset_mock()
# Updating with same data, no event should be emitted
model.values = new_array
values_mock.assert_not_called()
def test_evented_model_np_array_equality():
"""Test checking equality with an evented model with direct numpy."""
class Model(EventedModel):
values: np.ndarray
if PYDANTIC_V2:
model_config = {"arbitrary_types_allowed": True}
else:
class Config:
arbitrary_types_allowed = True
model1 = Model(values=np.array([1, 2, 3]))
model2 = Model(values=np.array([1, 5, 6]))
assert model1 == model1
assert model1 != model2
model2.values = np.array([1, 2, 3])
assert model1 == model2
def test_evented_model_da_array_equality():
"""Test checking equality with an evented model with direct dask."""
da = pytest.importorskip("dask.array")
class Model(EventedModel):
values: da.Array
if PYDANTIC_V2:
model_config = {"arbitrary_types_allowed": True}
else:
class Config:
arbitrary_types_allowed = True
r = da.ones((64, 64))
model1 = Model(values=r)
model2 = Model(values=da.ones((64, 64)))
assert model1 == model1
# dask arrays will only evaluate as equal if they are the same object.
assert model1 != model2
model2.values = r
assert model1 == model2
def test_values_updated() -> None:
class User(EventedModel):
"""Demo evented model.
Parameters
----------
id : int
User id.
name : str, optional
User name.
"""
id: int
user_name: str = "A"
age: ClassVar[int] = 100
user1 = User(id=0)
user2 = User(id=1, user_name="K")
# Check user1 and user2 dicts
assert asdict(user1) == {"id": 0, "user_name": "A"}
assert asdict(user2) == {"id": 1, "user_name": "K"}
# Add mocks
user1_events = Mock()
u1_id_events = Mock()
u2_id_events = Mock()
user1.events.all.connect(user1_events)
user1.events.all.connect(user1_events)
user1.events.id.connect(u1_id_events)
user2.events.id.connect(u2_id_events)
user1.events.id.connect(u1_id_events)
user2.events.id.connect(u2_id_events)
# Update user1 from user2
user1.update(user2)
assert asdict(user1) == {"id": 1, "user_name": "K"}
u1_id_events.assert_called_with(1)
u2_id_events.assert_not_called()
# NOTE:
# user.events.user_name is NOT actually emitted because it has no callbacks
# connected to it. see test_comparison_count below...
user1_events.assert_has_calls(
[
call(EmissionInfo(signal=user1.events.id, args=(1,))),
# call(EmissionInfo(signal=user1.events.user_name, args=("K",))),
]
)
u1_id_events.reset_mock()
u2_id_events.reset_mock()
user1_events.reset_mock()
# Update user1 from user2 again, no event emission expected
user1.update(user2)
assert asdict(user1) == {"id": 1, "user_name": "K"}
u1_id_events.assert_not_called()
u2_id_events.assert_not_called()
assert user1_events.call_count == 0
def test_update_with_inner_model_union():
class Inner(EventedModel):
w: str
class AltInner(EventedModel):
x: str
class Outer(EventedModel):
y: int
z: Union[Inner, AltInner]
original = Outer(y=1, z=Inner(w="a"))
updated = Outer(y=2, z=AltInner(x="b"))
original.update(updated, recurse=False)
assert original == updated
def test_update_with_inner_model_protocol():
@runtime_checkable
class InnerProtocol(Protocol):
def string(self) -> str: ...
# Protocol fields are not successfully set without explicit validation.
@classmethod
def __get_validators__(cls):
yield cls.validate
@classmethod
def __get_pydantic_core_schema__(cls, _source_type: Any, _handler: Any):
from pydantic_core import core_schema
return core_schema.no_info_plain_validator_function(cls.validate)
@classmethod
def validate(cls, v):
return v
class Inner(EventedModel):
w: str
def string(self) -> str:
return self.w
class AltInner(EventedModel):
x: str
def string(self) -> str:
return self.x
class Outer(EventedModel):
y: int
z: InnerProtocol
original = Outer(y=1, z=Inner(w="a"))
updated = Outer(y=2, z=AltInner(x="b"))
original.update(updated, recurse=False)
assert original == updated
def test_evented_model_signature():
class T(EventedModel):
x: int
y: str = "yyy"
z: bytes = b"zzz"
assert isinstance(T.__signature__, inspect.Signature)
sig = inspect.signature(T)
assert str(sig) == "(*, x: int, y: str = 'yyy', z: bytes = b'zzz') -> None"
class MyObj:
def __init__(self, a: int, b: str) -> None:
self.a = a
self.b = b
@classmethod
def __get_validators__(cls):
yield cls.validate_type
@classmethod
def __get_pydantic_core_schema__(cls, _source_type: Any, _handler: Any):
from pydantic_core import core_schema
return core_schema.no_info_plain_validator_function(cls.validate_type)
@classmethod
def validate_type(cls, val):
# turn a generic dict into object
if isinstance(val, dict):
a = val.get("a")
b = val.get("b")
elif isinstance(val, MyObj):
return val
# perform additional validation here
return cls(a, b)
def __eq__(self, other):
return self.__dict__ == other.__dict__
def _json_encode(self):
return self.__dict__
def test_evented_model_serialization():
class Model(EventedModel):
"""Demo evented model."""
obj: MyObj
@field_serializer("obj")
def serialize_dt(self, dt: MyObj) -> dict:
return dt.__dict__
m = Model(obj=MyObj(1, "hi"))
raw = asjson(m)
if PYDANTIC_V2:
assert raw == '{"obj":{"a":1,"b":"hi"}}'
deserialized = Model.model_validate_json(raw)
else:
assert raw == '{"obj": {"a": 1, "b": "hi"}}'
deserialized = Model.parse_raw(raw)
assert deserialized == m
def test_nested_evented_model_serialization():
"""Test that encoders on nested sub-models can be used by top model."""
class NestedModel(EventedModel):
obj: MyObj
@field_serializer("obj")
def serialize_dt(self, dt: MyObj) -> dict:
return dt.__dict__
class Model(EventedModel):
nest: NestedModel
m = Model(nest={"obj": {"a": 1, "b": "hi"}})
raw = asjson(m)
if PYDANTIC_V2:
assert raw == r'{"nest":{"obj":{"a":1,"b":"hi"}}}'
deserialized = Model.model_validate_json(raw)
else:
assert raw == r'{"nest": {"obj": {"a": 1, "b": "hi"}}}'
deserialized = Model.parse_raw(raw)
assert deserialized == m
def test_evented_model_dask_delayed():
"""Test that evented models work with dask delayed objects"""
dd = pytest.importorskip("dask.delayed")
dask = pytest.importorskip("dask")
class MyObject(EventedModel):
attribute: dd.Delayed
if PYDANTIC_V2:
model_config = {"arbitrary_types_allowed": True}
else:
class Config:
arbitrary_types_allowed = True
@dask.delayed
def my_function():
pass
o1 = MyObject(attribute=my_function)
# check that equality checking works as expected
assert o1 == o1
class T(EventedModel):
a: int = 1
b: int = 1
@property
def c(self) -> List[int]:
return [self.a, self.b]
@c.setter
def c(self, val: Sequence[int]):
self.a, self.b = val
if PYDANTIC_V2:
model_config = {
"allow_property_setters": True,
"guess_property_dependencies": True,
}
else:
class Config:
allow_property_setters = True
guess_property_dependencies = True
def test_defaults():
class R(EventedModel):
x: str = "hi"
default_r = R()
class D(EventedModel):
a: int = 1
b: int = 1
r: R = default_r
d = D()
assert d._defaults == {"a": 1, "b": 1, "r": default_r}
d.update({"a": 2, "r": {"x": "asdf"}}, recurse=True)
assert asdict(d) == {"a": 2, "b": 1, "r": {"x": "asdf"}}
assert asdict(d) != d._defaults
d.reset()
assert asdict(d) == d._defaults
@pytest.mark.skipif(PYDANTIC_V2, reason="enum values seem broken on pydantic")
def test_enums_as_values():
from enum import Enum
class MyEnum(Enum):
A = "value"
class SomeModel(EventedModel):
a: MyEnum = MyEnum.A
m = SomeModel()
assert asdict(m) == {"a": MyEnum.A}
with m.enums_as_values():
assert asdict(m) == {"a": "value"}
assert asdict(m) == {"a": MyEnum.A}
def test_properties_with_explicit_property_dependencies():
class MyModel(EventedModel):
a: int = 1
b: int = 1
@property
def c(self) -> List[int]:
return [self.a, self.b]
@c.setter
def c(self, val: Sequence[int]) -> None:
self.a, self.b = val
if PYDANTIC_V2:
model_config = {
"allow_property_setters": True,
"field_dependencies": {"c": ["a", "b"]},
}
else:
class Config:
allow_property_setters = True
field_dependencies = {"c": ["a", "b"]}
assert list(MyModel.__property_setters__) == ["c"]
# the metaclass should have figured out that both a and b affect c
assert MyModel.__field_dependents__ == {"a": {"c"}, "b": {"c"}}
def test_evented_model_with_property_setters():
t = T()
assert list(T.__property_setters__) == ["c"]
# the metaclass should have figured out that both a and b affect c
assert T.__field_dependents__ == {"a": {"c"}, "b": {"c"}}
# all the fields and properties behave as expected
assert t.c == [1, 1]
t.a = 4
assert t.c == [4, 1]
t.c = [2, 3]
assert t.c == [2, 3]
assert t.a == 2
assert t.b == 3
def test_evented_model_with_property_setters_events():
t = T()
assert "c" in t.events # the setter has an event
mock_a = Mock()
mock_b = Mock()
mock_c = Mock()
t.events.a.connect(mock_a)
t.events.b.connect(mock_b)
t.events.c.connect(mock_c)
# setting t.c emits events for all three a, b, and c
t.c = [10, 20]
mock_a.assert_called_with(10)
mock_b.assert_called_with(20)
mock_c.assert_called_with([10, 20])
assert t.a == 10
assert t.b == 20
mock_a.reset_mock()
mock_b.reset_mock()
mock_c.reset_mock()
# setting t.a emits events for a and c, but not b
# this is because we declared c to be dependent on ['a', 'b']
t.a = 5
mock_a.assert_called_with(5)
mock_c.assert_called_with([5, 20])
mock_b.assert_not_called()
assert t.c == [5, 20]
mock_a.reset_mock()
t.a = 5 # no change, no events
mock_a.assert_not_called()
def test_non_setter_with_dependencies() -> None:
with pytest.raises(
ValueError, match="Fields with dependencies must be fields or property.setters"
):
class M(EventedModel):
x: int
@property
def y(self): ...
@y.setter
def y(self, v): ...
if PYDANTIC_V2:
model_config = {
"allow_property_setters": True,
"field_dependencies": {"a": []},
}
else:
class Config:
allow_property_setters = True
field_dependencies = {"a": []}
def test_unrecognized_property_dependencies():
with pytest.warns(UserWarning, match="Unrecognized field dependency: 'b'"):
class M(EventedModel):
x: int
@property
def y(self): ...
@y.setter
def y(self, v): ...
if PYDANTIC_V2:
model_config = {
"allow_property_setters": True,
"field_dependencies": {"y": ["b"]},
}
else:
class Config:
allow_property_setters = True
field_dependencies = {"y": ["b"]}
@pytest.mark.skipif(PYDANTIC_V2, reason="pydantic 2 does not support this")
def test_setattr_before_init():
class M(EventedModel):
_x: int = PrivateAttr()
def __init__(_model_self_, x: int, **data) -> None:
_model_self_._x = x
super().__init__(**data)
@property
def x(self) -> int:
return self._x
m = M(x=2)
assert m.x == 2
def test_setter_inheritance():
class M(EventedModel):
_x: int = PrivateAttr()
def __init__(self, x: int, **data: Any) -> None:
super().__init__(**data)
self.x = x
@property
def x(self) -> int:
return self._x
@x.setter
def x(self, v: int) -> None:
self._x = v
if PYDANTIC_V2:
model_config = {"allow_property_setters": True}
else:
class Config:
allow_property_setters = True
assert M(x=2).x == 2
class N(M): ...
assert N(x=2).x == 2
with pytest.raises(ValueError, match="Cannot set 'allow_property_setters' to"):
class Bad(M):
if PYDANTIC_V2:
model_config = {"allow_property_setters": False}
else:
class Config:
allow_property_setters = False
def test_derived_events() -> None:
class Model(EventedModel):
a: int
@property
def b(self) -> int:
return self.a + 1
@b.setter
def b(self, b: int) -> None:
self.a = b - 1
if PYDANTIC_V2:
model_config = {
"allow_property_setters": True,
"field_dependencies": {"b": ["a"]},
}
else:
class Config:
allow_property_setters = True
field_dependencies = {"b": ["a"]}
mock_a = Mock()
mock_b = Mock()
m = Model(a=0)
m.events.a.connect(mock_a)
m.events.b.connect(mock_b)
m.b = 3
mock_a.assert_called_once_with(2)
mock_b.assert_called_once_with(3)
def test_root_validator_events():
class Model(EventedModel):
x: int
y: int
if PYDANTIC_V2:
from pydantic import model_validator
model_config = {
"validate_assignment": True,
"field_dependencies": {"y": ["x"]},
}
@model_validator(mode="before")
def check(cls, values: dict) -> dict:
x = values["x"]
values["y"] = min(values["y"], x)
return values
else:
from pydantic import root_validator
class Config:
validate_assignment = True
field_dependencies = {"y": ["x"]}
@root_validator
def check(cls, values: dict) -> dict:
x = values["x"]
values["y"] = min(values["y"], x)
return values
m = Model(x=2, y=1)
xmock = Mock()
ymock = Mock()
m.events.x.connect(xmock)
m.events.y.connect(ymock)
m.x = 0
assert m.y == 0
xmock.assert_called_once_with(0)
ymock.assert_called_once_with(0)
xmock.reset_mock()
ymock.reset_mock()
m.x = 2
assert m.y == 0
xmock.assert_called_once_with(2)
ymock.assert_not_called()
def test_deprecation() -> None:
with pytest.warns(DeprecationWarning, match="Use 'field_dependencies' instead"):
class MyModel(EventedModel):
a: int = 1
b: int = 1
if PYDANTIC_V2:
model_config = {"property_dependencies": {"a": ["b"]}}
else:
class Config:
property_dependencies = {"a": ["b"]}
assert MyModel.__field_dependents__ == {"b": {"a"}}
def test_comparison_count() -> None:
"""Test that we only compare fields that are actually connected to events."""
class Model(EventedModel):
a: int
@property
def b(self) -> int:
return self.a + 1
@b.setter
def b(self, b: int) -> None:
self.a = b - 1
if PYDANTIC_V2:
model_config = {
"allow_property_setters": True,
"field_dependencies": {"b": ["a"]},
}
else:
class Config:
allow_property_setters = True
field_dependencies = {"b": ["a"]}
# pick whether to mock v1 or v2 modules
model_module = sys.modules[type(Model).__module__]
m = Model(a=0)
b_mock = Mock()
with patch.object(
model_module,
"_check_field_equality",
wraps=model_module._check_field_equality,
) as check_mock:
m.a = 1
check_mock.assert_not_called()
b_mock.assert_not_called()
m.events.b.connect(b_mock)
with patch.object(
model_module,
"_check_field_equality",
wraps=model_module._check_field_equality,
) as check_mock:
m.a = 3
check_mock.assert_has_calls([call(Model, "a", 3, 1), call(Model, "b", 4, 2)])
b_mock.assert_called_once_with(4)
def test_connect_only_to_events() -> None:
"""Make sure that we still make comparison and emit events when connecting
only to the events group itself."""
class Model(EventedModel):
a: int
# pick whether to mock v1 or v2 modules
model_module = sys.modules[type(Model).__module__]
m = Model(a=0)
mock1 = Mock()
with patch.object(
model_module,
"_check_field_equality",
wraps=model_module._check_field_equality,
) as check_mock:
m.a = 1
check_mock.assert_not_called()
mock1.assert_not_called()
m.events.all.connect(mock1)
with patch.object(
model_module,
"_check_field_equality",
wraps=model_module._check_field_equality,
) as check_mock:
m.a = 3
check_mock.assert_has_calls([call(Model, "a", 3, 1)])
mock1.assert_called_once()
def test_if_event_is_emitted_only_once() -> None:
"""Check if, for complex property setters, the event is emitted only once."""
class SampleClass(EventedModel):
a: int = 1
b: int = 2
if PYDANTIC_V2:
model_config = {
"allow_property_setters": True,
"guess_property_dependencies": True,
}
else:
class Config:
allow_property_setters = True
guess_property_dependencies = True
@property
def c(self):
return self.a + self.b
@c.setter
def c(self, value):
self.a = value - self.b
@property
def d(self):
return self.a + self.b
@d.setter
def d(self, value):
self.a = value // 2
self.b = value - self.a
s = SampleClass()
a_m = Mock()
c_m = Mock()
d_m = Mock()
s.events.a.connect(a_m)
s.events.c.connect(c_m)
s.events.d.connect(d_m)
s.d = 5
a_m.assert_called_once()
c_m.assert_called_once()
d_m.assert_called_once()
@pytest.mark.parametrize(
"mode",
[
ReemissionMode.IMMEDIATE,
ReemissionMode.QUEUED,
{"a": ReemissionMode.IMMEDIATE, "b": ReemissionMode.QUEUED},
{"a": ReemissionMode.IMMEDIATE, "b": "err"},
{"a": ReemissionMode.QUEUED},
{},
"err",
],
)
def test_evented_model_reemission(mode: Union[str, dict]) -> None:
err = mode == "err" or isinstance(mode, dict) and "err" in mode.values()
with pytest.raises(
ValueError, match="Invalid reemission"
) if err else nullcontext():
class Model(EventedModel):
a: int
b: int
if PYDANTIC_V2:
model_config = {"reemission": mode}
else:
class Config:
reemission = mode
if err:
return
m = Model(a=1, b=2)
if isinstance(mode, dict):
assert m.events.a._reemission == mode.get("a", ReemissionMode.LATEST)
assert m.events.b._reemission == mode.get("b", ReemissionMode.LATEST)
else:
assert m.events.a._reemission == mode
assert m.events.b._reemission == mode
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