# 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)