FEA-Bench / testbed /facebookresearch__hydra /tests /test_config_loader.py
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# Copyright (c) Facebook, Inc. and its affiliates. All Rights Reserved
import re
from dataclasses import dataclass
from typing import Any, List
import pkg_resources
import pytest
from omegaconf import MISSING, OmegaConf, ValidationError, open_dict
from hydra._internal.config_loader_impl import (
ConfigLoaderImpl,
DefaultElement,
ParsedConfigOverride,
ParsedOverride,
)
from hydra._internal.utils import create_config_search_path
from hydra.core.config_loader import LoadTrace
from hydra.core.config_store import ConfigStore, ConfigStoreWithProvider
from hydra.core.utils import env_override
from hydra.errors import HydraException, MissingConfigException
from hydra.test_utils.test_utils import chdir_hydra_root
chdir_hydra_root()
@dataclass
class MySQLConfig:
driver: str = MISSING
host: str = MISSING
port: int = MISSING
user: str = MISSING
password: str = MISSING
@dataclass
class TopLevelConfig:
normal_yaml_config: bool = MISSING
db: MySQLConfig = MySQLConfig()
hydra_load_list: List[LoadTrace] = [
LoadTrace("hydra_config", "structured://", "hydra", None),
LoadTrace("hydra/hydra_logging/default", "pkg://hydra.conf", "hydra", None),
LoadTrace("hydra/job_logging/default", "pkg://hydra.conf", "hydra", None),
LoadTrace("hydra/launcher/basic", "pkg://hydra.conf", "hydra", None),
LoadTrace("hydra/sweeper/basic", "pkg://hydra.conf", "hydra", "hydra"),
LoadTrace("hydra/output/default", "pkg://hydra.conf", "hydra", None),
LoadTrace("hydra/help/default", "pkg://hydra.conf", "hydra", None),
LoadTrace("hydra/hydra_help/default", "pkg://hydra.conf", "hydra", None),
]
@pytest.mark.parametrize(
"path",
[
pytest.param("file://hydra/test_utils/configs", id="file"),
pytest.param("pkg://hydra.test_utils.configs", id="pkg"),
],
)
class TestConfigLoader:
def test_load_configuration(self, path: str) -> None:
config_loader = ConfigLoaderImpl(
config_search_path=create_config_search_path(path)
)
cfg = config_loader.load_configuration(
config_name="config.yaml", strict=False, overrides=["abc=123"]
)
with open_dict(cfg):
del cfg["hydra"]
assert cfg == {"normal_yaml_config": True, "abc": 123}
def test_load_with_missing_default(self, path: str) -> None:
config_loader = ConfigLoaderImpl(
config_search_path=create_config_search_path(path)
)
with pytest.raises(MissingConfigException):
config_loader.load_configuration(
config_name="missing-default.yaml", overrides=[], strict=False
)
def test_load_with_missing_optional_default(self, path: str) -> None:
config_loader = ConfigLoaderImpl(
config_search_path=create_config_search_path(path)
)
cfg = config_loader.load_configuration(
config_name="missing-optional-default.yaml", overrides=[], strict=False
)
with open_dict(cfg):
del cfg["hydra"]
assert cfg == {}
def test_load_with_optional_default(self, path: str) -> None:
config_loader = ConfigLoaderImpl(
config_search_path=create_config_search_path(path)
)
cfg = config_loader.load_configuration(
config_name="optional-default.yaml", overrides=[], strict=False
)
with open_dict(cfg):
del cfg["hydra"]
assert cfg == {"foo": 10}
def test_load_changing_group_in_default(self, path: str) -> None:
config_loader = ConfigLoaderImpl(
config_search_path=create_config_search_path(path)
)
cfg = config_loader.load_configuration(
config_name="optional-default.yaml",
overrides=["group1=file2"],
strict=False,
)
with open_dict(cfg):
del cfg["hydra"]
assert cfg == {"foo": 20}
@pytest.mark.parametrize( # type: ignore
"overrides,expected",
[
pytest.param(
[],
{"group1_option1": True, "pkg1": {"group2_option1": True}},
id="no_overrides",
),
pytest.param(
["group1@:pkg2=option1"],
{"pkg2": {"group1_option1": True}, "pkg1": {"group2_option1": True}},
id="override_unspecified_pkg_of_default",
),
pytest.param(
["group1@:pkg1=option1"],
{"pkg1": {"group1_option1": True, "group2_option1": True}},
id="override_two_groups_to_same_package",
),
],
)
def test_load_changing_group_and_package_in_default(
self, path: str, overrides: List[str], expected: Any
) -> None:
config_loader = ConfigLoaderImpl(
config_search_path=create_config_search_path(f"{path}/package_tests")
)
cfg = config_loader.load_configuration(
config_name="pkg_override", overrides=overrides
)
with open_dict(cfg):
del cfg["hydra"]
assert cfg == expected
@pytest.mark.parametrize( # type: ignore
"overrides,expected",
[
pytest.param(
[],
{"pkg1": {"group1_option1": True}, "pkg2": {"group1_option1": True}},
id="baseline",
),
pytest.param(
["+group1@pkg3=option1"],
{
"pkg1": {"group1_option1": True},
"pkg2": {"group1_option1": True},
"pkg3": {"group1_option1": True},
},
id="append",
),
pytest.param(
["~group1@pkg1"],
{"pkg2": {"group1_option1": True}},
id="delete_package",
),
pytest.param(
["group1@pkg1:new_pkg=option1"],
{"new_pkg": {"group1_option1": True}, "pkg2": {"group1_option1": True}},
id="change_pkg1",
),
pytest.param(
["group1@pkg2:new_pkg=option1"],
{"pkg1": {"group1_option1": True}, "new_pkg": {"group1_option1": True}},
id="change_pkg2",
),
],
)
def test_override_compose_two_package_one_group(
self, path: str, overrides: List[str], expected: Any
) -> None:
config_loader = ConfigLoaderImpl(
config_search_path=create_config_search_path(f"{path}/package_tests")
)
cfg = config_loader.load_configuration(
config_name="two_packages_one_group", overrides=overrides
)
with open_dict(cfg):
del cfg["hydra"]
assert cfg == expected
def test_load_adding_group_not_in_default(self, path: str) -> None:
config_loader = ConfigLoaderImpl(
config_search_path=create_config_search_path(path)
)
cfg = config_loader.load_configuration(
config_name="optional-default.yaml",
overrides=["+group2=file1"],
strict=False,
)
with open_dict(cfg):
del cfg["hydra"]
assert cfg == {"foo": 10, "bar": 100}
def test_change_run_dir_with_override(self, path: str) -> None:
config_loader = ConfigLoaderImpl(
config_search_path=create_config_search_path(path)
)
cfg = config_loader.load_configuration(
config_name="overriding_run_dir.yaml",
overrides=["hydra.run.dir=abc"],
strict=False,
)
assert cfg.hydra.run.dir == "abc"
def test_change_run_dir_with_config(self, path: str) -> None:
config_loader = ConfigLoaderImpl(
config_search_path=create_config_search_path(path)
)
cfg = config_loader.load_configuration(
config_name="overriding_run_dir.yaml", overrides=[], strict=False
)
assert cfg.hydra.run.dir == "cde"
def test_load_strict(self, path: str) -> None:
"""
Ensure that in strict mode we can override only things that are already in the config
:return:
"""
config_loader = ConfigLoaderImpl(
config_search_path=create_config_search_path(path)
)
# Test that overriding existing things works in strict mode
cfg = config_loader.load_configuration(
config_name="compose.yaml", overrides=["foo=ZZZ"], strict=True
)
with open_dict(cfg):
del cfg["hydra"]
assert cfg == {"foo": "ZZZ", "bar": 100}
# Test that accessing a key that is not there will fail
with pytest.raises(AttributeError):
# noinspection PyStatementEffect
cfg.not_here
# Test that bad overrides triggers the KeyError
with pytest.raises(HydraException):
config_loader.load_configuration(
config_name="compose.yaml", overrides=["f00=ZZZ"], strict=True
)
def test_load_history(self, path: str) -> None:
config_loader = ConfigLoaderImpl(
config_search_path=create_config_search_path(path)
)
config_loader.load_configuration(
config_name="missing-optional-default.yaml", overrides=[], strict=False
)
expected = hydra_load_list.copy()
expected.append(LoadTrace("missing-optional-default.yaml", path, "main", None))
expected.append(LoadTrace("foo/missing", None, None, None))
assert config_loader.get_load_history() == expected
def test_load_history_with_basic_launcher(self, path: str) -> None:
config_loader = ConfigLoaderImpl(
config_search_path=create_config_search_path(path)
)
config_loader.load_configuration(
config_name="custom_default_launcher.yaml",
overrides=["hydra/launcher=basic"],
strict=False,
)
expected = hydra_load_list.copy()
expected.append(LoadTrace("custom_default_launcher.yaml", path, "main", None))
assert config_loader.get_load_history() == expected
def test_load_yml_file(self, path: str) -> None:
config_loader = ConfigLoaderImpl(
config_search_path=create_config_search_path(path)
)
cfg = config_loader.load_configuration(
config_name="config.yml", overrides=[], strict=False
)
with open_dict(cfg):
del cfg["hydra"]
assert cfg == {"yml_file_here": True}
def test_override_with_equals(self, path: str) -> None:
config_loader = ConfigLoaderImpl(
config_search_path=create_config_search_path(path)
)
cfg = config_loader.load_configuration(
config_name="config.yaml", overrides=["abc='cde=12'"], strict=False
)
with open_dict(cfg):
del cfg["hydra"]
assert cfg == OmegaConf.create({"normal_yaml_config": True, "abc": "cde=12"})
def test_compose_file_with_dot(self, path: str) -> None:
config_loader = ConfigLoaderImpl(
config_search_path=create_config_search_path(path)
)
cfg = config_loader.load_configuration(
config_name="compose.yaml", overrides=["group1=abc.cde"], strict=False
)
with open_dict(cfg):
del cfg["hydra"]
assert cfg == {"abc=cde": None, "bar": 100}
def test_load_config_with_schema(
self, hydra_restore_singletons: Any, path: str
) -> None:
ConfigStore.instance().store(
name="config", node=TopLevelConfig, provider="this_test"
)
ConfigStore.instance().store(
group="db", name="mysql", node=MySQLConfig, provider="this_test",
)
config_loader = ConfigLoaderImpl(
config_search_path=create_config_search_path(path)
)
cfg = config_loader.load_configuration(
config_name="config", overrides=["+db=mysql"]
)
with open_dict(cfg):
del cfg["hydra"]
assert cfg == {
"normal_yaml_config": True,
"db": {
"driver": "mysql",
"host": "???",
"port": "???",
"user": "omry",
"password": "secret",
},
}
expected = hydra_load_list.copy()
expected.append(LoadTrace("config", path, "main", "this_test"))
expected.append(LoadTrace("db/mysql", path, "main", "this_test"))
assert config_loader.get_load_history() == expected
# verify illegal modification is rejected at runtime
with pytest.raises(ValidationError):
cfg.db.port = "fail"
# verify illegal override is rejected during load
with pytest.raises(HydraException):
config_loader.load_configuration(
config_name="db/mysql", overrides=["db.port=fail"]
)
def test_load_config_file_with_schema_validation(
self, hydra_restore_singletons: Any, path: str
) -> None:
with ConfigStoreWithProvider("this_test") as cs:
cs.store(name="config", node=TopLevelConfig)
cs.store(group="db", name="mysql", node=MySQLConfig, package="db")
config_loader = ConfigLoaderImpl(
config_search_path=create_config_search_path(path)
)
cfg = config_loader.load_configuration(
config_name="config", overrides=["+db=mysql"], strict=False
)
with open_dict(cfg):
del cfg["hydra"]
assert cfg == {
"normal_yaml_config": True,
"db": {
"driver": "mysql",
"host": "???",
"port": "???",
"user": "omry",
"password": "secret",
},
}
expected = hydra_load_list.copy()
expected.append(LoadTrace("config", path, "main", "this_test"))
expected.append(LoadTrace("db/mysql", path, "main", "this_test"))
assert config_loader.get_load_history() == expected
def test_assign_null(
self, hydra_restore_singletons: Any, path: str, recwarn: Any
) -> None:
config_loader = ConfigLoaderImpl(
config_search_path=create_config_search_path(path)
)
cfg = config_loader.load_configuration(
config_name="config.yaml", overrides=["abc=null"]
)
with open_dict(cfg):
del cfg["hydra"]
assert cfg == {"normal_yaml_config": True, "abc": None}
assert len(recwarn) == 0
@pytest.mark.parametrize( # type:ignore
"in_primary,in_merged,expected",
[
([], [], []),
(
[DefaultElement(config_group="a", config_name="aa")],
[],
[DefaultElement(config_group="a", config_name="aa")],
),
(
[DefaultElement(config_group="a", config_name="aa")],
[DefaultElement(config_group="b", config_name="bb")],
[
DefaultElement(config_group="a", config_name="aa"),
DefaultElement(config_group="b", config_name="bb"),
],
),
(
[
DefaultElement(config_group="hydra_logging", config_name="default"),
DefaultElement(config_group="job_logging", config_name="default"),
DefaultElement(config_group="launcher", config_name="basic"),
DefaultElement(config_group="sweeper", config_name="basic"),
],
[
DefaultElement(config_group="optimizer", config_name="nesterov"),
DefaultElement(config_group="launcher", config_name="basic"),
],
[
DefaultElement(config_group="hydra_logging", config_name="default"),
DefaultElement(config_group="job_logging", config_name="default"),
DefaultElement(config_group="launcher", config_name="basic"),
DefaultElement(config_group="sweeper", config_name="basic"),
DefaultElement(config_group="optimizer", config_name="nesterov"),
],
),
],
)
def test_merge_default_lists(
in_primary: List[DefaultElement],
in_merged: List[DefaultElement],
expected: List[DefaultElement],
) -> None:
ConfigLoaderImpl._combine_default_lists(in_primary, in_merged)
assert in_primary == expected
@pytest.mark.parametrize( # type:ignore
"config_file, overrides",
[
# remove from config
("removing-hydra-launcher-default.yaml", []),
# remove from override
("config.yaml", ["~hydra/launcher"]),
# remove from both
("removing-hydra-launcher-default.yaml", ["~hydra/launcher"]),
# second overrides removes
("config.yaml", ["hydra/launcher=submitit", "~hydra/launcher"]),
],
)
def test_default_removal(config_file: str, overrides: List[str]) -> None:
config_loader = ConfigLoaderImpl(
config_search_path=create_config_search_path("hydra/test_utils/configs")
)
config_loader.load_configuration(
config_name=config_file, overrides=overrides, strict=False
)
expected = list(
filter(lambda x: x.filename != "hydra/launcher/basic", hydra_load_list.copy())
)
expected.append(
LoadTrace(config_file, "file://hydra/test_utils/configs", "main", None)
)
assert config_loader.get_load_history() == expected
def test_defaults_not_list_exception() -> None:
config_loader = ConfigLoaderImpl(
config_search_path=create_config_search_path("hydra/test_utils/configs")
)
with pytest.raises(ValueError):
config_loader.load_configuration(
config_name="defaults_not_list.yaml", overrides=[], strict=False
)
@pytest.mark.parametrize( # type:ignore
"module_name, resource_name",
[
("hydra.test_utils", ""),
("hydra.test_utils", "__init__.py"),
("hydra.test_utils", "configs"),
("hydra.test_utils", "configs/config.yaml"),
("hydra.test_utils.configs", ""),
("hydra.test_utils.configs", "config.yaml"),
("hydra.test_utils.configs", "group1"),
("hydra.test_utils.configs", "group1/file1.yaml"),
],
)
def test_resource_exists(module_name: str, resource_name: str) -> None:
assert pkg_resources.resource_exists(module_name, resource_name) is True
def test_override_hydra_config_value_from_config_file() -> None:
config_loader = ConfigLoaderImpl(
config_search_path=create_config_search_path("hydra/test_utils/configs")
)
cfg = config_loader.load_configuration(
config_name="overriding_output_dir.yaml", overrides=[], strict=False
)
assert cfg.hydra.run.dir == "foo"
def test_override_hydra_config_group_from_config_file() -> None:
config_loader = ConfigLoaderImpl(
config_search_path=create_config_search_path("hydra/test_utils/configs")
)
config_loader.load_configuration(
config_name="overriding_logging_default.yaml", overrides=[], strict=False
)
# This load history is too different to easily reuse the standard hydra_load_list
assert config_loader.get_load_history() == [
LoadTrace("hydra_config", "structured://", "hydra", None),
LoadTrace("hydra/hydra_logging/hydra_debug", "pkg://hydra.conf", "hydra", None),
LoadTrace("hydra/job_logging/disabled", "pkg://hydra.conf", "hydra", None),
LoadTrace("hydra/sweeper/basic", "pkg://hydra.conf", "hydra", "hydra"),
LoadTrace("hydra/output/default", "pkg://hydra.conf", "hydra", None),
LoadTrace("hydra/help/default", "pkg://hydra.conf", "hydra", None),
LoadTrace("hydra/hydra_help/default", "pkg://hydra.conf", "hydra", None),
LoadTrace(
"overriding_logging_default.yaml",
"file://hydra/test_utils/configs",
"main",
None,
),
]
def test_list_groups() -> None:
config_loader = ConfigLoaderImpl(
config_search_path=create_config_search_path(
"hydra/test_utils/configs/cloud_infra_example"
)
)
groups = config_loader.list_groups("")
assert sorted(groups) == [
"application",
"cloud_provider",
"db",
"environment",
"hydra",
]
assert sorted(config_loader.list_groups("hydra")) == [
"help",
"hydra_help",
"hydra_logging",
"job_logging",
"launcher",
"output",
"sweeper",
]
def test_non_config_group_default() -> None:
config_loader = ConfigLoaderImpl(
config_search_path=create_config_search_path("hydra/test_utils/configs")
)
config_loader.load_configuration(
config_name="non_config_group_default.yaml", overrides=[], strict=False
)
expected = hydra_load_list.copy()
expected.extend(
[
LoadTrace(
"non_config_group_default.yaml",
"file://hydra/test_utils/configs",
"main",
None,
),
LoadTrace("some_config", "file://hydra/test_utils/configs", "main", None),
]
)
assert config_loader.get_load_history() == expected
def test_mixed_composition_order() -> None:
"""
Tests that the order of mixed composition (defaults contains both config group and non config group
items) is correct
"""
config_loader = ConfigLoaderImpl(
config_search_path=create_config_search_path("hydra/test_utils/configs")
)
config_loader.load_configuration(
config_name="mixed_compose.yaml", overrides=[], strict=False
)
expected = hydra_load_list.copy()
expected.extend(
[
LoadTrace(
"mixed_compose.yaml", "file://hydra/test_utils/configs", "main", None
),
LoadTrace("some_config", "file://hydra/test_utils/configs", "main", None),
LoadTrace("group1/file1", "file://hydra/test_utils/configs", "main", None),
LoadTrace("config", "file://hydra/test_utils/configs", "main", None),
]
)
assert config_loader.get_load_history() == expected
def test_load_schema_as_config(hydra_restore_singletons: Any) -> None:
"""
Load structured config as a configuration
"""
ConfigStore.instance().store(
name="config", node=TopLevelConfig, provider="this_test"
)
ConfigStore.instance().store(
name="db/mysql", node=MySQLConfig, provider="this_test",
)
config_loader = ConfigLoaderImpl(config_search_path=create_config_search_path(None))
cfg = config_loader.load_configuration(config_name="config", overrides=[])
with open_dict(cfg):
del cfg["hydra"]
assert cfg == {
"normal_yaml_config": "???",
"db": {
"driver": MISSING,
"host": MISSING,
"port": MISSING,
"user": MISSING,
"password": MISSING,
},
}
expected = hydra_load_list.copy()
expected.extend([LoadTrace("config", "structured://", "this_test", None)])
assert config_loader.get_load_history() == expected
@dataclass
class Plugin:
name: str = MISSING
params: Any = MISSING
@dataclass
class ConcretePlugin(Plugin):
name: str = "foobar_plugin"
@dataclass
class FoobarParams:
foo: int = 10
params: FoobarParams = FoobarParams()
@dataclass
# A plugin that does not extend the parent Plugin class
class InvalidPlugin:
name: str = "invalid_plugin"
@dataclass
class Config:
plugin: Plugin = Plugin()
def test_overlapping_schemas(hydra_restore_singletons: Any) -> None:
cs = ConfigStore.instance()
cs.store(name="config", node=Config)
cs.store(group="plugin", name="concrete", node=ConcretePlugin)
config_loader = ConfigLoaderImpl(config_search_path=create_config_search_path(None))
cfg = config_loader.load_configuration(config_name="config", overrides=[])
with open_dict(cfg):
del cfg["hydra"]
assert cfg == {"plugin": {"name": "???", "params": "???"}}
assert OmegaConf.get_type(cfg.plugin) == Plugin
cfg = config_loader.load_configuration(
config_name="config", overrides=["+plugin=concrete"]
)
with open_dict(cfg):
del cfg["hydra"]
assert cfg == {"plugin": {"name": "foobar_plugin", "params": {"foo": 10}}}
assert OmegaConf.get_type(cfg.plugin) == ConcretePlugin
assert OmegaConf.get_type(cfg.plugin.params) == ConcretePlugin.FoobarParams
with pytest.raises(ValidationError):
cfg.plugin = 10
def test_invalid_plugin_merge(hydra_restore_singletons: Any) -> Any:
cs = ConfigStore.instance()
cs.store(name="config", node=Config)
cs.store(group="plugin", name="invalid", node=InvalidPlugin)
cl = ConfigLoaderImpl(config_search_path=create_config_search_path(None))
with pytest.raises(HydraException):
cl.load_configuration(config_name="config", overrides=["plugin=invalid"])
def test_job_env_copy() -> None:
config_loader = ConfigLoaderImpl(config_search_path=create_config_search_path(None))
with env_override({"zonk": "123456"}):
cfg = config_loader.load_configuration(
config_name=None, overrides=["hydra.job.env_copy=[zonk]"]
)
assert cfg.hydra.job.env_set == {"zonk": "123456"}
@pytest.mark.parametrize( # type: ignore
"overrides,expected",
[
(
[],
{
"optimizer": {"type": "adam", "lr": 0.1, "beta": 0.01},
"dataset": {"name": "imagenet", "path": "/datasets/imagenet"},
"adam_imagenet": True,
},
),
(
["optimizer=nesterov"],
{
"optimizer": {"type": "nesterov", "lr": 0.001},
"dataset": {"name": "imagenet", "path": "/datasets/imagenet"},
"nesterov_imagenet": True,
},
),
],
)
def test_complex_defaults(overrides: Any, expected: Any) -> None:
config_loader = ConfigLoaderImpl(
config_search_path=create_config_search_path(
"tests/test_apps/sweep_complex_defaults/conf"
)
)
cfg = config_loader.load_configuration(config_name="config", overrides=overrides)
with open_dict(cfg):
del cfg["hydra"]
assert cfg == expected
@pytest.mark.parametrize( # type: ignore
"override, expected",
[
# changing item
pytest.param(
"db=postgresql",
ParsedOverride(None, "db", None, None, "postgresql"),
id="change_option",
),
pytest.param(
"db@dest=postgresql",
ParsedOverride(None, "db", "dest", None, "postgresql"),
id="change_option",
),
pytest.param(
"db@src:dest=postgresql",
ParsedOverride(None, "db", "src", "dest", "postgresql"),
id="change_both",
),
pytest.param(
"db@dest",
ParsedOverride(None, "db", "dest", None, None),
id="change_package",
),
pytest.param(
"db@src:dest",
ParsedOverride(None, "db", "src", "dest", None),
id="change_package",
),
# adding item
pytest.param(
"+model=resnet",
ParsedOverride("+", "model", None, None, "resnet"),
id="add_item",
),
pytest.param(
"+db@offsite_backup=mysql",
ParsedOverride("+", "db", "offsite_backup", None, "mysql"),
id="add_item",
),
# deleting item
pytest.param(
"~db", ParsedOverride("~", "db", None, None, None), id="delete_item",
),
pytest.param(
"~db@src", ParsedOverride("~", "db", "src", None, None), id="delete_item",
),
pytest.param(
"~db", ParsedOverride("~", "db", None, None, None), id="delete_item",
),
pytest.param(
"~db@src", ParsedOverride("~", "db", "src", None, None), id="delete_item",
),
],
)
def test_parse_override(override: str, expected: ParsedOverride) -> None:
ret = ConfigLoaderImpl._parse_override(override)
assert ret.override == expected
config_parse_error_msg = (
"Error parsing config override : '{override}'"
"\nAccepted forms:"
"\n\tOverride: key=value"
"\n\tAppend: +key=value"
"\n\tDelete: ~key=value, ~key"
)
@pytest.mark.parametrize( # type: ignore
"override, expected",
[
pytest.param(
"x.y.z=abc", ParsedConfigOverride(None, "x.y.z", "abc"), id="change_option",
),
pytest.param(
"+x.y.z=abc", ParsedConfigOverride("+", "x.y.z", "abc"), id="adding",
),
pytest.param(
"~x.y.z=abc", ParsedConfigOverride("~", "x.y.z", "abc"), id="adding",
),
pytest.param("~x.y.z=", ParsedConfigOverride("~", "x.y.z", ""), id="adding"),
pytest.param(
"=a",
pytest.raises(
HydraException,
match=re.escape(config_parse_error_msg.format(override="=a")),
),
id="no_key",
),
],
)
def test_parse_config_override(override: str, expected: Any) -> None:
if isinstance(expected, ParsedConfigOverride):
ret = ConfigLoaderImpl._parse_config_override(override)
assert ret == expected
else:
with expected:
ConfigLoaderImpl._parse_config_override(override)
defaults_list = [{"db": "mysql"}, {"db@src": "mysql"}, {"hydra/launcher": "basic"}]
@pytest.mark.parametrize( # type: ignore
"input_defaults,overrides,expected",
[
# change item
pytest.param(
defaults_list,
["db=postgresql"],
[{"db": "postgresql"}, {"db@src": "mysql"}, {"hydra/launcher": "basic"}],
id="change_option",
),
pytest.param(
defaults_list,
["db@src=postgresql"],
[{"db": "mysql"}, {"db@src": "postgresql"}, {"hydra/launcher": "basic"}],
id="change_option",
),
pytest.param(
defaults_list,
["db@:dest=postgresql"],
[
{"db@dest": "postgresql"},
{"db@src": "mysql"},
{"hydra/launcher": "basic"},
],
id="change_both",
),
pytest.param(
defaults_list,
["db@src:dest=postgresql"],
[{"db": "mysql"}, {"db@dest": "postgresql"}, {"hydra/launcher": "basic"}],
id="change_both",
),
pytest.param(
defaults_list,
["db@XXX:dest=postgresql"],
pytest.raises(
HydraException,
match=re.escape(
"Could not rename package. No match for 'db@XXX' in the defaults list."
),
),
id="change_both_invalid_package",
),
pytest.param(
defaults_list,
["db@:dest"],
[{"db@dest": "mysql"}, {"db@src": "mysql"}, {"hydra/launcher": "basic"}],
id="change_package",
),
pytest.param(
defaults_list,
["db@src:dest"],
[{"db": "mysql"}, {"db@dest": "mysql"}, {"hydra/launcher": "basic"}],
id="change_package",
),
pytest.param(
defaults_list,
["db@XXX:dest"],
pytest.raises(
HydraException,
match=re.escape(
"Could not rename package. No match for 'db@XXX' in the defaults list."
),
),
id="change_package_from_invalid",
),
# adding item
pytest.param([], ["+db=mysql"], [{"db": "mysql"}], id="adding_item"),
pytest.param(
defaults_list,
["+db@backup=mysql"],
[
{"db": "mysql"},
{"db@src": "mysql"},
{"hydra/launcher": "basic"},
{"db@backup": "mysql"},
],
id="adding_item_at_package",
),
pytest.param(
defaults_list,
["+db=mysql"],
pytest.raises(
HydraException,
match=re.escape(
"Could not add. An item matching 'db' is already in the defaults list"
),
),
id="adding_duplicate_item",
),
pytest.param(
defaults_list,
["+db@src:foo=mysql"],
pytest.raises(
HydraException,
match=re.escape(
"Add syntax does not support package rename, remove + prefix"
),
),
id="add_rename_error",
),
pytest.param(
defaults_list,
["+db@src=mysql"],
pytest.raises(
HydraException,
match=re.escape(
"Could not add. An item matching 'db@src' is already in the defaults list"
),
),
id="adding_duplicate_item",
),
pytest.param(
[],
["db=mysql"],
pytest.raises(
HydraException,
match=re.escape(
"Could not override 'db'. No match in the defaults list."
"\nTo append to your default list use +db=mysql"
),
),
id="adding_without_plus",
),
# deleting item
pytest.param(
[],
["~db=mysql"],
pytest.raises(
HydraException,
match=re.escape(
"Could not delete. No match for 'db' in the defaults list."
),
),
id="delete_no_match",
),
pytest.param(
defaults_list,
["~db"],
[{"db@src": "mysql"}, {"hydra/launcher": "basic"}],
id="delete",
),
pytest.param(
defaults_list,
["~db=mysql"],
[{"db@src": "mysql"}, {"hydra/launcher": "basic"}],
id="delete",
),
pytest.param(
defaults_list,
["~db=postgresql"],
pytest.raises(
HydraException,
match=re.escape(
"Could not delete. No match for 'db=postgresql' in the defaults list."
),
),
id="delete_mismatch_value",
),
pytest.param(
defaults_list,
["~db@src"],
[{"db": "mysql"}, {"hydra/launcher": "basic"}],
id="delete",
),
# syntax error
pytest.param(
defaults_list,
["db"],
pytest.raises(
HydraException,
match=re.escape("Error parsing config group override : 'db'"),
),
id="syntax_error",
),
],
)
def test_apply_overrides_to_defaults(
input_defaults: List[str], overrides: List[str], expected: Any
) -> None:
defaults = ConfigLoaderImpl._parse_defaults(
OmegaConf.create({"defaults": input_defaults})
)
parsed_overrides = [
ConfigLoaderImpl._parse_override(override) for override in overrides
]
if isinstance(expected, list):
expected_defaults = ConfigLoaderImpl._parse_defaults(
OmegaConf.create({"defaults": expected})
)
ConfigLoaderImpl._apply_overrides_to_defaults(
overrides=parsed_overrides, defaults=defaults
)
assert defaults == expected_defaults
else:
with expected:
ConfigLoaderImpl._apply_overrides_to_defaults(
overrides=parsed_overrides, defaults=defaults
)
def test_delete_by_assigning_null_is_deprecated() -> None:
msg = (
"\nRemoving from the defaults list by assigning 'null' "
"is deprecated and will be removed in Hydra 1.1."
"\nUse ~db"
)
defaults = ConfigLoaderImpl._parse_defaults(
OmegaConf.create({"defaults": [{"db": "mysql"}]})
)
parsed_overrides = [ConfigLoaderImpl._parse_override("db=null")]
with pytest.warns(expected_warning=UserWarning, match=re.escape(msg)):
assert parsed_overrides[0].override.is_delete()
ConfigLoaderImpl._apply_overrides_to_defaults(
overrides=parsed_overrides, defaults=defaults
)
assert defaults == []
@pytest.mark.parametrize( # type: ignore
"input_cfg,strict,overrides,expected",
[
# append
pytest.param({}, False, ["x=10"], {"x": 10}, id="append"),
pytest.param(
{},
True,
["x=10"],
pytest.raises(
HydraException,
match=re.escape(
"Could not override 'x'. No match in config."
"\nTo append to your config use +x=10"
),
),
id="append",
),
pytest.param({}, True, ["+x=10"], {"x": 10}, id="append"),
# append item with @
pytest.param(
{},
False,
["user@hostname=active"],
{"user@hostname": "active"},
id="append@",
),
pytest.param(
{},
True,
["+user@hostname=active"],
{"user@hostname": "active"},
id="append@",
),
pytest.param(
{"x": 20},
True,
["+x=10"],
pytest.raises(
HydraException,
match=re.escape(
"Could not append to config. An item is already at 'x'"
),
),
id="append",
),
# override
pytest.param({"x": 20}, False, ["x=10"], {"x": 10}, id="override"),
pytest.param({"x": 20}, True, ["x=10"], {"x": 10}, id="override"),
pytest.param(
{"x": 20}, False, ["x=null"], {"x": None}, id="override_with_null"
),
# delete
pytest.param({"x": 20}, False, ["~x"], {}, id="delete"),
pytest.param({"x": 20}, False, ["~x=20"], {}, id="delete"),
pytest.param({"x": {"y": 10}}, False, ["~x"], {}, id="delete"),
pytest.param({"x": {"y": 10}}, False, ["~x.y"], {"x": {}}, id="delete"),
pytest.param({"x": {"y": 10}}, False, ["~x.y=10"], {"x": {}}, id="delete"),
pytest.param({"x": 20}, True, ["~x"], {}, id="delete_strict"),
pytest.param({"x": 20}, True, ["~x=20"], {}, id="delete_strict"),
pytest.param({"x": {"y": 10}}, True, ["~x"], {}, id="delete_strict"),
pytest.param({"x": {"y": 10}}, True, ["~x.y"], {"x": {}}, id="delete_strict"),
pytest.param(
{"x": {"y": 10}}, True, ["~x.y=10"], {"x": {}}, id="delete_strict"
),
pytest.param(
{"x": 20},
False,
["~z"],
pytest.raises(
HydraException,
match=re.escape("Could not delete from config. 'z' does not exist."),
),
id="delete_error_key",
),
pytest.param(
{"x": 20},
False,
["~x=10"],
pytest.raises(
HydraException,
match=re.escape(
"Could not delete from config. The value of 'x' is 20 and not 10."
),
),
id="delete_error_value",
),
],
)
def test_apply_overrides_to_config(
input_cfg: Any, strict: bool, overrides: List[str], expected: Any
) -> None:
cfg = OmegaConf.create(input_cfg)
OmegaConf.set_struct(cfg, strict)
if isinstance(expected, dict):
ConfigLoaderImpl._apply_overrides_to_config(overrides=overrides, cfg=cfg)
assert cfg == expected
else:
with expected:
ConfigLoaderImpl._apply_overrides_to_config(overrides=overrides, cfg=cfg)