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import re
import sys
from importlib import import_module
from typing import Any, Optional
from pytest import fixture, mark, param, raises
from omegaconf import (
DictConfig,
IntegerNode,
Node,
OmegaConf,
ValidationError,
_utils,
flag_override,
)
from omegaconf._utils import _is_optional, get_type_hint
from omegaconf.errors import ConfigKeyError, UnsupportedValueType
from tests import IllegalType
@fixture(
params=[
param("tests.structured_conf.data.dataclasses", id="dataclasses"),
param(
"tests.structured_conf.data.dataclasses_pre_311",
id="dataclasses_pre_311",
marks=mark.skipif(
sys.version_info >= (3, 11),
reason="python >= 3.11 does not support mutable default dataclass arguments",
),
),
param("tests.structured_conf.data.attr_classes", id="attr_classes"),
],
)
def module(request: Any) -> Any:
return import_module(request.param)
class TestStructured:
class TestBasic:
def test_error_on_non_structured_config_class(self, module: Any) -> None:
with raises(ValidationError, match="structured config"):
OmegaConf.structured(module.NotStructuredConfig)
def test_error_on_non_structured_nested_config_class(self, module: Any) -> None:
with raises(
ValidationError,
match=re.escape("Unexpected type annotation: NotStructuredConfig"),
):
OmegaConf.structured(module.StructuredWithInvalidField)
ret = OmegaConf.structured(
module.StructuredWithInvalidField, flags={"allow_objects": True}
)
assert list(ret.keys()) == ["bar"]
assert ret.bar == module.NotStructuredConfig()
def test_error_on_creation_with_bad_value_type(self, module: Any) -> None:
with raises(
ValidationError,
match=re.escape(
"Value 'seven' of type 'str' could not be converted to Integer"
),
):
OmegaConf.structured(module.User(age="seven"))
def test_assignment_of_subclass(self, module: Any) -> None:
cfg = OmegaConf.create({"plugin": module.Plugin})
cfg.plugin = OmegaConf.structured(module.ConcretePlugin)
assert OmegaConf.get_type(cfg.plugin) == module.ConcretePlugin
assert (
OmegaConf.get_type(cfg.plugin.params)
== module.ConcretePlugin.FoobarParams
)
def test_assignment_of_non_subclass_1(self, module: Any) -> None:
cfg = OmegaConf.create(
{"plugin": DictConfig(module.Plugin, ref_type=module.Plugin)}
)
with raises(ValidationError):
cfg.plugin = OmegaConf.structured(module.FaultyPlugin)
def test_merge(self, module: Any) -> None:
cfg1 = OmegaConf.create({"plugin": module.Plugin})
cfg2 = OmegaConf.create({"plugin": module.ConcretePlugin})
assert cfg2.plugin == module.ConcretePlugin
res: Any = OmegaConf.merge(cfg1, cfg2)
assert OmegaConf.get_type(res.plugin) == module.ConcretePlugin
assert (
OmegaConf.get_type(res.plugin.params)
== module.ConcretePlugin.FoobarParams
)
def test_merge_of_non_subclass_1(self, module: Any) -> None:
cfg1 = OmegaConf.create({"plugin": module.Plugin})
cfg2 = OmegaConf.create({"plugin": module.FaultyPlugin})
with raises(ValidationError):
OmegaConf.merge(cfg1, cfg2)
def test_merge_error_new_attribute(self, module: Any) -> None:
cfg = OmegaConf.structured(module.ConcretePlugin)
cfg2 = OmegaConf.create({"params": {"bar": 10}})
# raise if an invalid key is merged into a struct
with raises(ConfigKeyError):
OmegaConf.merge(cfg, cfg2)
def test_merge_error_override_bad_type(self, module: Any) -> None:
cfg = OmegaConf.structured(module.ConcretePlugin)
# raise if an invalid key is merged into a struct
with raises(ValidationError):
OmegaConf.merge(cfg, {"params": {"foo": "zonk"}})
def test_error_message(self, module: Any) -> None:
cfg = OmegaConf.structured(module.StructuredOptional)
msg = re.escape("field 'not_optional' is not Optional")
with raises(ValidationError, match=msg):
cfg.not_optional = None
def test_none_assignment(self, module: Any) -> None:
cfg = OmegaConf.create({"plugin": module.Plugin})
# can assign None to params (type Any):
cfg.plugin.params = None
assert cfg.plugin.params is None
cfg2 = OmegaConf.create({"plugin": module.ConcretePlugin})
with raises(ValidationError):
cfg2.plugin.params = None
@mark.parametrize("rhs", [1, "foo"])
class TestFailedAssignmentOrMerges:
def test_assignment_of_non_subclass_2(self, module: Any, rhs: Any) -> None:
cfg = OmegaConf.create(
{"plugin": DictConfig(module.Plugin, ref_type=module.Plugin)}
)
with raises(ValidationError):
cfg.plugin = rhs
def test_merge_of_non_subclass_2(self, module: Any, rhs: Any) -> None:
cfg1 = OmegaConf.create({"plugin": module.Plugin})
cfg2 = OmegaConf.create({"plugin": rhs})
with raises(ValidationError):
OmegaConf.merge(cfg1, cfg2)
def test_get_type(self, module: Any) -> None:
cfg1 = OmegaConf.create(module.LinkedList)
assert OmegaConf.get_type(cfg1) == module.LinkedList
assert _utils.get_type_hint(cfg1, "next") == Optional[module.LinkedList]
assert OmegaConf.get_type(cfg1, "next") is None
assert cfg1.next is None
assert OmegaConf.is_missing(cfg1, "value")
cfg2 = OmegaConf.create(module.MissingTest.Missing1)
assert OmegaConf.is_missing(cfg2, "head")
assert _utils.get_type_hint(cfg2, "head") == module.LinkedList
assert OmegaConf.get_type(cfg2, "head") is None
def test_merge_structured_into_dict(self, module: Any) -> None:
c1 = OmegaConf.create({"name": 7})
c2 = OmegaConf.merge(c1, module.User)
assert c1 == {"name": 7}
# type of name becomes str
assert c2 == {"name": "7", "age": "???"}
def test_merge_structured_into_dict_nested(self, module: Any) -> None:
c1 = OmegaConf.create({"user": {"name": 7}})
c2 = OmegaConf.merge(c1, module.MissingUserField)
assert c1 == {"user": {"name": 7}}
# type of name becomes str
assert c2 == {"user": {"name": "7", "age": "???"}}
assert isinstance(c2, DictConfig)
assert get_type_hint(c2, "user") == module.User
def test_merge_structured_into_dict_nested2(self, module: Any) -> None:
c1 = OmegaConf.create({"user": {"name": IntegerNode(value=7)}})
c2 = OmegaConf.merge(c1, module.MissingUserField)
assert c1 == {"user": {"name": 7}}
# type of name remains int
assert c2 == {"user": {"name": 7, "age": "???"}}
assert isinstance(c2, DictConfig)
assert get_type_hint(c2, "user") == module.User
def test_merge_structured_into_dict_nested3(self, module: Any) -> None:
c1 = OmegaConf.create({"user": {"name": "alice"}})
c2 = OmegaConf.merge(c1, module.MissingUserWithDefaultNameField)
assert c1 == {"user": {"name": "alice"}}
# name is not changed
assert c2 == {"user": {"name": "alice", "age": "???"}}
assert isinstance(c2, DictConfig)
assert get_type_hint(c2, "user") == module.UserWithDefaultName
def test_merge_missing_object_onto_typed_dictconfig(self, module: Any) -> None:
c1 = OmegaConf.structured(module.DictOfObjects)
c2 = OmegaConf.merge(c1, {"users": {"bob": "???"}})
assert isinstance(c2, DictConfig)
assert OmegaConf.is_missing(c2.users, "bob")
def test_merge_into_missing_sc(self, module: Any) -> None:
c1 = OmegaConf.structured(module.PluginHolder)
c2 = OmegaConf.merge(c1, {"plugin": "???"})
assert c2.plugin == module.Plugin()
def test_merge_missing_key_onto_structured_none(self, module: Any) -> None:
c1 = OmegaConf.create({"foo": OmegaConf.structured(module.OptionalUser)})
src = OmegaConf.create({"foo": {"user": "???"}})
c2 = OmegaConf.merge(c1, src)
assert c1.foo.user is None
assert c2.foo.user is None
assert c2.foo._get_node("user")._metadata.ref_type == module.User
def test_merge_optional_structured_into_dict(self, module: Any) -> None:
c1 = OmegaConf.create({"user": {"name": "bob"}})
c2 = OmegaConf.merge(c1, module.OptionalUser(module.User(name="alice")))
assert c2.user.name == "alice"
assert get_type_hint(c2, "user") == Optional[module.User]
assert isinstance(c2, DictConfig)
c2_user = c2._get_node("user")
assert isinstance(c2_user, Node)
# Compared to the previous assert, here we verify that the `ref_type` found
# in the metadata is *not* optional: instead, the `optional` flag must be set.
assert c2_user._metadata.ref_type == module.User
assert c2_user._metadata.optional
def test_merge_structured_interpolation_onto_dict(self, module: Any) -> None:
c1 = OmegaConf.create(
{
"user_1": {"name": "bob"},
"user_2": {"name": "alice"},
"user_3": {"name": "joe"},
}
)
src = OmegaConf.create({"user_2": module.User(), "user_3": module.User()})
src.user_2 = "${user_1}"
src.user_3 = None
c2 = OmegaConf.merge(c1, src)
assert c2.user_2.name == "bob"
assert get_type_hint(c2, "user_2") == Any
assert c2.user_3 is None
assert get_type_hint(c2, "user_3") == Any
@mark.parametrize("resolve", [True, False])
def test_interpolation_to_structured(self, module: Any, resolve: bool) -> None:
cfg = OmegaConf.create(module.InterpolationToUser)
if resolve:
OmegaConf.resolve(cfg)
assert OmegaConf.get_type(cfg.admin) is module.User
assert cfg.admin == {"name": "Bond", "age": 7}
class TestMissing:
def test_missing1(self, module: Any) -> None:
cfg = OmegaConf.create(module.MissingTest.Missing1)
assert OmegaConf.is_missing(cfg, "head")
assert OmegaConf.get_type(cfg, "head") is None
with raises(ValidationError):
cfg.head = 10
def test_missing2(self, module: Any) -> None:
cfg = OmegaConf.create(module.MissingTest.Missing2)
assert cfg == {"head": {"next": "???", "value": 1}}
assert OmegaConf.is_missing(cfg.head, "next")
cfg.head.next = module.LinkedList(value=2)
assert cfg == {"head": {"next": {"next": None, "value": 2}, "value": 1}}
def test_plugin_holder(self, module: Any) -> None:
cfg = OmegaConf.create(module.PluginHolder)
assert _is_optional(cfg, "none")
assert _utils.get_type_hint(cfg, "none") == Optional[module.Plugin]
assert OmegaConf.get_type(cfg, "none") is None
assert not _is_optional(cfg, "missing")
assert _utils.get_type_hint(cfg, "missing") == module.Plugin
assert OmegaConf.get_type(cfg, "missing") is None
assert not _is_optional(cfg, "plugin")
assert _utils.get_type_hint(cfg, "plugin") == module.Plugin
assert OmegaConf.get_type(cfg, "plugin") == module.Plugin
cfg.plugin = module.ConcretePlugin()
assert not _is_optional(cfg, "plugin")
assert _utils.get_type_hint(cfg, "plugin") == module.Plugin
assert OmegaConf.get_type(cfg, "plugin") == module.ConcretePlugin
assert not _is_optional(cfg, "plugin2")
assert _utils.get_type_hint(cfg, "plugin2") == module.Plugin
assert OmegaConf.get_type(cfg, "plugin2") == module.ConcretePlugin
def test_plugin_merge(self, module: Any) -> None:
plugin = OmegaConf.structured(module.Plugin)
concrete = OmegaConf.structured(module.ConcretePlugin)
ret = OmegaConf.merge(plugin, concrete)
assert ret == concrete
assert OmegaConf.get_type(ret) == module.ConcretePlugin
def test_plugin_merge_2(self, module: Any) -> None:
plugin = OmegaConf.structured(module.Plugin)
more_fields = OmegaConf.structured(module.PluginWithAdditionalField)
ret = OmegaConf.merge(plugin, more_fields)
assert ret == more_fields
assert OmegaConf.get_type(ret) == module.PluginWithAdditionalField
def test_native_missing(self, module: Any) -> None:
cfg = OmegaConf.create(module.WithNativeMISSING)
assert OmegaConf.is_missing(cfg, "num")
def test_allow_objects(self, module: Any) -> None:
cfg = OmegaConf.structured(module.Plugin)
iv = IllegalType()
with raises(UnsupportedValueType):
cfg.params = iv
cfg = OmegaConf.structured(module.Plugin, flags={"allow_objects": True})
cfg.params = iv
assert cfg.params == iv
cfg = OmegaConf.structured(module.Plugin)
with flag_override(cfg, "allow_objects", True):
cfg.params = iv
assert cfg.params == iv
cfg = OmegaConf.structured({"plugin": module.Plugin})
pwo = module.Plugin(name="foo", params=iv)
with raises(UnsupportedValueType):
cfg.plugin = pwo
with flag_override(cfg, "allow_objects", True):
cfg.plugin = pwo
assert cfg.plugin == pwo
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