| """OmegaConf module""" |
| import copy |
| import inspect |
| import io |
| import os |
| import pathlib |
| import sys |
| import warnings |
| from collections import defaultdict |
| from contextlib import contextmanager |
| from enum import Enum |
| from textwrap import dedent |
| from typing import ( |
| IO, |
| Any, |
| Callable, |
| Dict, |
| Generator, |
| Iterable, |
| List, |
| Optional, |
| Set, |
| Tuple, |
| Type, |
| Union, |
| overload, |
| ) |
|
|
| import yaml |
|
|
| from . import DictConfig, DictKeyType, ListConfig |
| from ._utils import ( |
| _DEFAULT_MARKER_, |
| _ensure_container, |
| _get_value, |
| format_and_raise, |
| get_dict_key_value_types, |
| get_list_element_type, |
| get_omega_conf_dumper, |
| get_type_of, |
| is_attr_class, |
| is_dataclass, |
| is_dict_annotation, |
| is_int, |
| is_list_annotation, |
| is_primitive_container, |
| is_primitive_dict, |
| is_primitive_list, |
| is_structured_config, |
| is_tuple_annotation, |
| is_union_annotation, |
| nullcontext, |
| split_key, |
| type_str, |
| ) |
| from .base import Box, Container, Node, SCMode, UnionNode |
| from .basecontainer import BaseContainer |
| from .errors import ( |
| MissingMandatoryValue, |
| OmegaConfBaseException, |
| UnsupportedInterpolationType, |
| ValidationError, |
| ) |
| from .nodes import ( |
| AnyNode, |
| BooleanNode, |
| BytesNode, |
| EnumNode, |
| FloatNode, |
| IntegerNode, |
| PathNode, |
| StringNode, |
| ValueNode, |
| ) |
|
|
| MISSING: Any = "???" |
|
|
| Resolver = Callable[..., Any] |
|
|
|
|
| def II(interpolation: str) -> Any: |
| """ |
| Equivalent to ``${interpolation}`` |
| |
| :param interpolation: |
| :return: input ``${node}`` with type Any |
| """ |
| return "${" + interpolation + "}" |
|
|
|
|
| def SI(interpolation: str) -> Any: |
| """ |
| Use this for String interpolation, for example ``"http://${host}:${port}"`` |
| |
| :param interpolation: interpolation string |
| :return: input interpolation with type ``Any`` |
| """ |
| return interpolation |
|
|
|
|
| def register_default_resolvers() -> None: |
| from omegaconf.resolvers import oc |
|
|
| OmegaConf.register_new_resolver("oc.create", oc.create) |
| OmegaConf.register_new_resolver("oc.decode", oc.decode) |
| OmegaConf.register_new_resolver("oc.deprecated", oc.deprecated) |
| OmegaConf.register_new_resolver("oc.env", oc.env) |
| OmegaConf.register_new_resolver("oc.select", oc.select) |
| OmegaConf.register_new_resolver("oc.dict.keys", oc.dict.keys) |
| OmegaConf.register_new_resolver("oc.dict.values", oc.dict.values) |
|
|
|
|
| class OmegaConf: |
| """OmegaConf primary class""" |
|
|
| def __init__(self) -> None: |
| raise NotImplementedError("Use one of the static construction functions") |
|
|
| @staticmethod |
| def structured( |
| obj: Any, |
| parent: Optional[BaseContainer] = None, |
| flags: Optional[Dict[str, bool]] = None, |
| ) -> Any: |
| return OmegaConf.create(obj, parent, flags) |
|
|
| @staticmethod |
| @overload |
| def create( |
| obj: str, |
| parent: Optional[BaseContainer] = None, |
| flags: Optional[Dict[str, bool]] = None, |
| ) -> Union[DictConfig, ListConfig]: |
| ... |
|
|
| @staticmethod |
| @overload |
| def create( |
| obj: Union[List[Any], Tuple[Any, ...]], |
| parent: Optional[BaseContainer] = None, |
| flags: Optional[Dict[str, bool]] = None, |
| ) -> ListConfig: |
| ... |
|
|
| @staticmethod |
| @overload |
| def create( |
| obj: DictConfig, |
| parent: Optional[BaseContainer] = None, |
| flags: Optional[Dict[str, bool]] = None, |
| ) -> DictConfig: |
| ... |
|
|
| @staticmethod |
| @overload |
| def create( |
| obj: ListConfig, |
| parent: Optional[BaseContainer] = None, |
| flags: Optional[Dict[str, bool]] = None, |
| ) -> ListConfig: |
| ... |
|
|
| @staticmethod |
| @overload |
| def create( |
| obj: Optional[Dict[Any, Any]] = None, |
| parent: Optional[BaseContainer] = None, |
| flags: Optional[Dict[str, bool]] = None, |
| ) -> DictConfig: |
| ... |
|
|
| @staticmethod |
| def create( |
| obj: Any = _DEFAULT_MARKER_, |
| parent: Optional[BaseContainer] = None, |
| flags: Optional[Dict[str, bool]] = None, |
| ) -> Union[DictConfig, ListConfig]: |
| return OmegaConf._create_impl( |
| obj=obj, |
| parent=parent, |
| flags=flags, |
| ) |
|
|
| @staticmethod |
| def load(file_: Union[str, pathlib.Path, IO[Any]]) -> Union[DictConfig, ListConfig]: |
| from ._utils import get_yaml_loader |
|
|
| if isinstance(file_, (str, pathlib.Path)): |
| with io.open(os.path.abspath(file_), "r", encoding="utf-8") as f: |
| obj = yaml.load(f, Loader=get_yaml_loader()) |
| elif getattr(file_, "read", None): |
| obj = yaml.load(file_, Loader=get_yaml_loader()) |
| else: |
| raise TypeError("Unexpected file type") |
|
|
| if obj is not None and not isinstance(obj, (list, dict, str)): |
| raise IOError( |
| f"Invalid loaded object type: {type(obj).__name__}" |
| ) |
|
|
| ret: Union[DictConfig, ListConfig] |
| if obj is None: |
| ret = OmegaConf.create() |
| else: |
| ret = OmegaConf.create(obj) |
| return ret |
|
|
| @staticmethod |
| def save( |
| config: Any, f: Union[str, pathlib.Path, IO[Any]], resolve: bool = False |
| ) -> None: |
| """ |
| Save as configuration object to a file |
| |
| :param config: omegaconf.Config object (DictConfig or ListConfig). |
| :param f: filename or file object |
| :param resolve: True to save a resolved config (defaults to False) |
| """ |
| if is_dataclass(config) or is_attr_class(config): |
| config = OmegaConf.create(config) |
| data = OmegaConf.to_yaml(config, resolve=resolve) |
| if isinstance(f, (str, pathlib.Path)): |
| with io.open(os.path.abspath(f), "w", encoding="utf-8") as file: |
| file.write(data) |
| elif hasattr(f, "write"): |
| f.write(data) |
| f.flush() |
| else: |
| raise TypeError("Unexpected file type") |
|
|
| @staticmethod |
| def from_cli(args_list: Optional[List[str]] = None) -> DictConfig: |
| if args_list is None: |
| |
| args_list = sys.argv[1:] |
| return OmegaConf.from_dotlist(args_list) |
|
|
| @staticmethod |
| def from_dotlist(dotlist: List[str]) -> DictConfig: |
| """ |
| Creates config from the content sys.argv or from the specified args list of not None |
| |
| :param dotlist: A list of dotlist-style strings, e.g. ``["foo.bar=1", "baz=qux"]``. |
| :return: A ``DictConfig`` object created from the dotlist. |
| """ |
| conf = OmegaConf.create() |
| conf.merge_with_dotlist(dotlist) |
| return conf |
|
|
| @staticmethod |
| def merge( |
| *configs: Union[ |
| DictConfig, |
| ListConfig, |
| Dict[DictKeyType, Any], |
| List[Any], |
| Tuple[Any, ...], |
| Any, |
| ], |
| ) -> Union[ListConfig, DictConfig]: |
| """ |
| Merge a list of previously created configs into a single one |
| |
| :param configs: Input configs |
| :return: the merged config object. |
| """ |
| assert len(configs) > 0 |
| target = copy.deepcopy(configs[0]) |
| target = _ensure_container(target) |
| assert isinstance(target, (DictConfig, ListConfig)) |
|
|
| with flag_override(target, "readonly", False): |
| target.merge_with(*configs[1:]) |
| turned_readonly = target._get_flag("readonly") is True |
|
|
| if turned_readonly: |
| OmegaConf.set_readonly(target, True) |
|
|
| return target |
|
|
| @staticmethod |
| def unsafe_merge( |
| *configs: Union[ |
| DictConfig, |
| ListConfig, |
| Dict[DictKeyType, Any], |
| List[Any], |
| Tuple[Any, ...], |
| Any, |
| ], |
| ) -> Union[ListConfig, DictConfig]: |
| """ |
| Merge a list of previously created configs into a single one |
| This is much faster than OmegaConf.merge() as the input configs are not copied. |
| However, the input configs must not be used after this operation as will become inconsistent. |
| |
| :param configs: Input configs |
| :return: the merged config object. |
| """ |
| assert len(configs) > 0 |
| target = configs[0] |
| target = _ensure_container(target) |
| assert isinstance(target, (DictConfig, ListConfig)) |
|
|
| with flag_override( |
| target, ["readonly", "no_deepcopy_set_nodes"], [False, True] |
| ): |
| target.merge_with(*configs[1:]) |
| turned_readonly = target._get_flag("readonly") is True |
|
|
| if turned_readonly: |
| OmegaConf.set_readonly(target, True) |
|
|
| return target |
|
|
| @staticmethod |
| def register_resolver(name: str, resolver: Resolver) -> None: |
| warnings.warn( |
| dedent( |
| """\ |
| register_resolver() is deprecated. |
| See https://github.com/omry/omegaconf/issues/426 for migration instructions. |
| """ |
| ), |
| stacklevel=2, |
| ) |
| return OmegaConf.legacy_register_resolver(name, resolver) |
|
|
| |
| @staticmethod |
| def legacy_register_resolver(name: str, resolver: Resolver) -> None: |
| assert callable(resolver), "resolver must be callable" |
| |
| assert ( |
| name not in BaseContainer._resolvers |
| ), f"resolver '{name}' is already registered" |
|
|
| def resolver_wrapper( |
| config: BaseContainer, |
| parent: BaseContainer, |
| node: Node, |
| args: Tuple[Any, ...], |
| args_str: Tuple[str, ...], |
| ) -> Any: |
| cache = OmegaConf.get_cache(config)[name] |
| |
| args_unesc = [x.replace(r"\ ", " ").replace(r"\,", ",") for x in args_str] |
|
|
| |
| |
| |
| try: |
| bad_arg = next(i for i in args_unesc if "${" in i) |
| except StopIteration: |
| pass |
| else: |
| raise ValueError( |
| f"Resolver '{name}' was called with argument '{bad_arg}' that appears " |
| f"to be an interpolation. Nested interpolations are not supported for " |
| f"resolvers registered with `[legacy_]register_resolver()`, please use " |
| f"`register_new_resolver()` instead (see " |
| f"https://github.com/omry/omegaconf/issues/426 for migration instructions)." |
| ) |
| key = args_str |
| val = cache[key] if key in cache else resolver(*args_unesc) |
| cache[key] = val |
| return val |
|
|
| |
| BaseContainer._resolvers[name] = resolver_wrapper |
|
|
| @staticmethod |
| def register_new_resolver( |
| name: str, |
| resolver: Resolver, |
| *, |
| replace: bool = False, |
| use_cache: bool = False, |
| ) -> None: |
| """ |
| Register a resolver. |
| |
| :param name: Name of the resolver. |
| :param resolver: Callable whose arguments are provided in the interpolation, |
| e.g., with ${foo:x,0,${y.z}} these arguments are respectively "x" (str), |
| 0 (int) and the value of ``y.z``. |
| :param replace: If set to ``False`` (default), then a ``ValueError`` is raised if |
| an existing resolver has already been registered with the same name. |
| If set to ``True``, then the new resolver replaces the previous one. |
| NOTE: The cache on existing config objects is not affected, use |
| ``OmegaConf.clear_cache(cfg)`` to clear it. |
| :param use_cache: Whether the resolver's outputs should be cached. The cache is |
| based only on the string literals representing the resolver arguments, e.g., |
| ${foo:${bar}} will always return the same value regardless of the value of |
| ``bar`` if the cache is enabled for ``foo``. |
| """ |
| if not callable(resolver): |
| raise TypeError("resolver must be callable") |
| if not name: |
| raise ValueError("cannot use an empty resolver name") |
|
|
| if not replace and OmegaConf.has_resolver(name): |
| raise ValueError(f"resolver '{name}' is already registered") |
|
|
| try: |
| sig: Optional[inspect.Signature] = inspect.signature(resolver) |
| except ValueError: |
| sig = None |
|
|
| def _should_pass(special: str) -> bool: |
| ret = sig is not None and special in sig.parameters |
| if ret and use_cache: |
| raise ValueError( |
| f"use_cache=True is incompatible with functions that receive the {special}" |
| ) |
| return ret |
|
|
| pass_parent = _should_pass("_parent_") |
| pass_node = _should_pass("_node_") |
| pass_root = _should_pass("_root_") |
|
|
| def resolver_wrapper( |
| config: BaseContainer, |
| parent: Container, |
| node: Node, |
| args: Tuple[Any, ...], |
| args_str: Tuple[str, ...], |
| ) -> Any: |
| if use_cache: |
| cache = OmegaConf.get_cache(config)[name] |
| try: |
| return cache[args_str] |
| except KeyError: |
| pass |
|
|
| |
| kwargs: Dict[str, Node] = {} |
| if pass_parent: |
| kwargs["_parent_"] = parent |
| if pass_node: |
| kwargs["_node_"] = node |
| if pass_root: |
| kwargs["_root_"] = config |
|
|
| ret = resolver(*args, **kwargs) |
|
|
| if use_cache: |
| cache[args_str] = ret |
| return ret |
|
|
| |
| BaseContainer._resolvers[name] = resolver_wrapper |
|
|
| @classmethod |
| def has_resolver(cls, name: str) -> bool: |
| return cls._get_resolver(name) is not None |
|
|
| |
| @staticmethod |
| def clear_resolvers() -> None: |
| """ |
| Clear(remove) all OmegaConf resolvers, then re-register OmegaConf's default resolvers. |
| """ |
| BaseContainer._resolvers = {} |
| register_default_resolvers() |
|
|
| @classmethod |
| def clear_resolver(cls, name: str) -> bool: |
| """ |
| Clear(remove) any resolver only if it exists. |
| |
| Returns a bool: True if resolver is removed and False if not removed. |
| |
| .. warning: |
| This method can remove deafult resolvers as well. |
| |
| :param name: Name of the resolver. |
| :return: A bool (``True`` if resolver is removed, ``False`` if not found before removing). |
| """ |
| if cls.has_resolver(name): |
| BaseContainer._resolvers.pop(name) |
| return True |
| else: |
| |
| return False |
|
|
| @staticmethod |
| def get_cache(conf: BaseContainer) -> Dict[str, Any]: |
| return conf._metadata.resolver_cache |
|
|
| @staticmethod |
| def set_cache(conf: BaseContainer, cache: Dict[str, Any]) -> None: |
| conf._metadata.resolver_cache = copy.deepcopy(cache) |
|
|
| @staticmethod |
| def clear_cache(conf: BaseContainer) -> None: |
| OmegaConf.set_cache(conf, defaultdict(dict, {})) |
|
|
| @staticmethod |
| def copy_cache(from_config: BaseContainer, to_config: BaseContainer) -> None: |
| OmegaConf.set_cache(to_config, OmegaConf.get_cache(from_config)) |
|
|
| @staticmethod |
| def set_readonly(conf: Node, value: Optional[bool]) -> None: |
| |
| conf._set_flag("readonly", value) |
|
|
| @staticmethod |
| def is_readonly(conf: Node) -> Optional[bool]: |
| |
| return conf._get_flag("readonly") |
|
|
| @staticmethod |
| def set_struct(conf: Container, value: Optional[bool]) -> None: |
| |
| conf._set_flag("struct", value) |
|
|
| @staticmethod |
| def is_struct(conf: Container) -> Optional[bool]: |
| |
| return conf._get_flag("struct") |
|
|
| @staticmethod |
| def masked_copy(conf: DictConfig, keys: Union[str, List[str]]) -> DictConfig: |
| """ |
| Create a masked copy of of this config that contains a subset of the keys |
| |
| :param conf: DictConfig object |
| :param keys: keys to preserve in the copy |
| :return: The masked ``DictConfig`` object. |
| """ |
| from .dictconfig import DictConfig |
|
|
| if not isinstance(conf, DictConfig): |
| raise ValueError("masked_copy is only supported for DictConfig") |
|
|
| if isinstance(keys, str): |
| keys = [keys] |
| content = {key: value for key, value in conf.items_ex(resolve=False, keys=keys)} |
| return DictConfig(content=content) |
|
|
| @staticmethod |
| def to_container( |
| cfg: Any, |
| *, |
| resolve: bool = False, |
| throw_on_missing: bool = False, |
| enum_to_str: bool = False, |
| structured_config_mode: SCMode = SCMode.DICT, |
| ) -> Union[Dict[DictKeyType, Any], List[Any], None, str, Any]: |
| """ |
| Resursively converts an OmegaConf config to a primitive container (dict or list). |
| |
| :param cfg: the config to convert |
| :param resolve: True to resolve all values |
| :param throw_on_missing: When True, raise MissingMandatoryValue if any missing values are present. |
| When False (the default), replace missing values with the string "???" in the output container. |
| :param enum_to_str: True to convert Enum keys and values to strings |
| :param structured_config_mode: Specify how Structured Configs (DictConfigs backed by a dataclass) are handled. |
| - By default (``structured_config_mode=SCMode.DICT``) structured configs are converted to plain dicts. |
| - If ``structured_config_mode=SCMode.DICT_CONFIG``, structured config nodes will remain as DictConfig. |
| - If ``structured_config_mode=SCMode.INSTANTIATE``, this function will instantiate structured configs |
| (DictConfigs backed by a dataclass), by creating an instance of the underlying dataclass. |
| |
| See also OmegaConf.to_object. |
| :return: A dict or a list representing this config as a primitive container. |
| """ |
| if not OmegaConf.is_config(cfg): |
| raise ValueError( |
| f"Input cfg is not an OmegaConf config object ({type_str(type(cfg))})" |
| ) |
|
|
| return BaseContainer._to_content( |
| cfg, |
| resolve=resolve, |
| throw_on_missing=throw_on_missing, |
| enum_to_str=enum_to_str, |
| structured_config_mode=structured_config_mode, |
| ) |
|
|
| @staticmethod |
| def to_object(cfg: Any) -> Union[Dict[DictKeyType, Any], List[Any], None, str, Any]: |
| """ |
| Resursively converts an OmegaConf config to a primitive container (dict or list). |
| Any DictConfig objects backed by dataclasses or attrs classes are instantiated |
| as instances of those backing classes. |
| |
| This is an alias for OmegaConf.to_container(..., resolve=True, throw_on_missing=True, |
| structured_config_mode=SCMode.INSTANTIATE) |
| |
| :param cfg: the config to convert |
| :return: A dict or a list or dataclass representing this config. |
| """ |
| return OmegaConf.to_container( |
| cfg=cfg, |
| resolve=True, |
| throw_on_missing=True, |
| enum_to_str=False, |
| structured_config_mode=SCMode.INSTANTIATE, |
| ) |
|
|
| @staticmethod |
| def is_missing(cfg: Any, key: DictKeyType) -> bool: |
| assert isinstance(cfg, Container) |
| try: |
| node = cfg._get_child(key) |
| if node is None: |
| return False |
| assert isinstance(node, Node) |
| return node._is_missing() |
| except (UnsupportedInterpolationType, KeyError, AttributeError): |
| return False |
|
|
| @staticmethod |
| def is_interpolation(node: Any, key: Optional[Union[int, str]] = None) -> bool: |
| if key is not None: |
| assert isinstance(node, Container) |
| target = node._get_child(key) |
| else: |
| target = node |
| if target is not None: |
| assert isinstance(target, Node) |
| return target._is_interpolation() |
| return False |
|
|
| @staticmethod |
| def is_list(obj: Any) -> bool: |
| from . import ListConfig |
|
|
| return isinstance(obj, ListConfig) |
|
|
| @staticmethod |
| def is_dict(obj: Any) -> bool: |
| from . import DictConfig |
|
|
| return isinstance(obj, DictConfig) |
|
|
| @staticmethod |
| def is_config(obj: Any) -> bool: |
| from . import Container |
|
|
| return isinstance(obj, Container) |
|
|
| @staticmethod |
| def get_type(obj: Any, key: Optional[str] = None) -> Optional[Type[Any]]: |
| if key is not None: |
| c = obj._get_child(key) |
| else: |
| c = obj |
| return OmegaConf._get_obj_type(c) |
|
|
| @staticmethod |
| def select( |
| cfg: Container, |
| key: str, |
| *, |
| default: Any = _DEFAULT_MARKER_, |
| throw_on_resolution_failure: bool = True, |
| throw_on_missing: bool = False, |
| ) -> Any: |
| """ |
| :param cfg: Config node to select from |
| :param key: Key to select |
| :param default: Default value to return if key is not found |
| :param throw_on_resolution_failure: Raise an exception if an interpolation |
| resolution error occurs, otherwise return None |
| :param throw_on_missing: Raise an exception if an attempt to select a missing key (with the value '???') |
| is made, otherwise return None |
| :return: selected value or None if not found. |
| """ |
| from ._impl import select_value |
|
|
| try: |
| return select_value( |
| cfg=cfg, |
| key=key, |
| default=default, |
| throw_on_resolution_failure=throw_on_resolution_failure, |
| throw_on_missing=throw_on_missing, |
| ) |
| except Exception as e: |
| format_and_raise(node=cfg, key=key, value=None, cause=e, msg=str(e)) |
|
|
| @staticmethod |
| def update( |
| cfg: Container, |
| key: str, |
| value: Any = None, |
| *, |
| merge: bool = True, |
| force_add: bool = False, |
| ) -> None: |
| """ |
| Updates a dot separated key sequence to a value |
| |
| :param cfg: input config to update |
| :param key: key to update (can be a dot separated path) |
| :param value: value to set, if value if a list or a dict it will be merged or set |
| depending on merge_config_values |
| :param merge: If value is a dict or a list, True (default) to merge |
| into the destination, False to replace the destination. |
| :param force_add: insert the entire path regardless of Struct flag or Structured Config nodes. |
| """ |
|
|
| split = split_key(key) |
| root = cfg |
| for i in range(len(split) - 1): |
| k = split[i] |
| |
| next_root, key_ = _select_one(root, k, throw_on_missing=False) |
| if not isinstance(next_root, Container): |
| if force_add: |
| with flag_override(root, "struct", False): |
| root[key_] = {} |
| else: |
| root[key_] = {} |
| root = root[key_] |
|
|
| last = split[-1] |
|
|
| assert isinstance( |
| root, Container |
| ), f"Unexpected type for root: {type(root).__name__}" |
|
|
| last_key: Union[str, int] = last |
| if isinstance(root, ListConfig): |
| last_key = int(last) |
|
|
| ctx = flag_override(root, "struct", False) if force_add else nullcontext() |
| with ctx: |
| if merge and (OmegaConf.is_config(value) or is_primitive_container(value)): |
| assert isinstance(root, BaseContainer) |
| node = root._get_child(last_key) |
| if OmegaConf.is_config(node): |
| assert isinstance(node, BaseContainer) |
| node.merge_with(value) |
| return |
|
|
| if OmegaConf.is_dict(root): |
| assert isinstance(last_key, str) |
| root.__setattr__(last_key, value) |
| elif OmegaConf.is_list(root): |
| assert isinstance(last_key, int) |
| root.__setitem__(last_key, value) |
| else: |
| assert False |
|
|
| @staticmethod |
| def to_yaml(cfg: Any, *, resolve: bool = False, sort_keys: bool = False) -> str: |
| """ |
| returns a yaml dump of this config object. |
| |
| :param cfg: Config object, Structured Config type or instance |
| :param resolve: if True, will return a string with the interpolations resolved, otherwise |
| interpolations are preserved |
| :param sort_keys: If True, will print dict keys in sorted order. default False. |
| :return: A string containing the yaml representation. |
| """ |
| cfg = _ensure_container(cfg) |
| container = OmegaConf.to_container(cfg, resolve=resolve, enum_to_str=True) |
| return yaml.dump( |
| container, |
| default_flow_style=False, |
| allow_unicode=True, |
| sort_keys=sort_keys, |
| Dumper=get_omega_conf_dumper(), |
| ) |
|
|
| @staticmethod |
| def resolve(cfg: Container) -> None: |
| """ |
| Resolves all interpolations in the given config object in-place. |
| |
| :param cfg: An OmegaConf container (DictConfig, ListConfig) |
| Raises a ValueError if the input object is not an OmegaConf container. |
| """ |
| import omegaconf._impl |
|
|
| if not OmegaConf.is_config(cfg): |
| |
| |
| raise ValueError( |
| f"Invalid config type ({type(cfg).__name__}), expected an OmegaConf Container" |
| ) |
| omegaconf._impl._resolve(cfg) |
|
|
| @staticmethod |
| def missing_keys(cfg: Any) -> Set[str]: |
| """ |
| Returns a set of missing keys in a dotlist style. |
| |
| :param cfg: An ``OmegaConf.Container``, |
| or a convertible object via ``OmegaConf.create`` (dict, list, ...). |
| :return: set of strings of the missing keys. |
| :raises ValueError: On input not representing a config. |
| """ |
| cfg = _ensure_container(cfg) |
| missings: Set[str] = set() |
|
|
| def gather(_cfg: Container) -> None: |
| itr: Iterable[Any] |
| if isinstance(_cfg, ListConfig): |
| itr = range(len(_cfg)) |
| else: |
| itr = _cfg |
|
|
| for key in itr: |
| if OmegaConf.is_missing(_cfg, key): |
| missings.add(_cfg._get_full_key(key)) |
| elif OmegaConf.is_config(_cfg[key]): |
| gather(_cfg[key]) |
|
|
| gather(cfg) |
| return missings |
|
|
| |
|
|
| @staticmethod |
| def _create_impl( |
| obj: Any = _DEFAULT_MARKER_, |
| parent: Optional[BaseContainer] = None, |
| flags: Optional[Dict[str, bool]] = None, |
| ) -> Union[DictConfig, ListConfig]: |
| try: |
| from ._utils import get_yaml_loader |
| from .dictconfig import DictConfig |
| from .listconfig import ListConfig |
|
|
| if obj is _DEFAULT_MARKER_: |
| obj = {} |
| if isinstance(obj, str): |
| obj = yaml.load(obj, Loader=get_yaml_loader()) |
| if obj is None: |
| return OmegaConf.create({}, parent=parent, flags=flags) |
| elif isinstance(obj, str): |
| return OmegaConf.create({obj: None}, parent=parent, flags=flags) |
| else: |
| assert isinstance(obj, (list, dict)) |
| return OmegaConf.create(obj, parent=parent, flags=flags) |
|
|
| else: |
| if ( |
| is_primitive_dict(obj) |
| or OmegaConf.is_dict(obj) |
| or is_structured_config(obj) |
| or obj is None |
| ): |
| if isinstance(obj, DictConfig): |
| return DictConfig( |
| content=obj, |
| parent=parent, |
| ref_type=obj._metadata.ref_type, |
| is_optional=obj._metadata.optional, |
| key_type=obj._metadata.key_type, |
| element_type=obj._metadata.element_type, |
| flags=flags, |
| ) |
| else: |
| obj_type = OmegaConf.get_type(obj) |
| key_type, element_type = get_dict_key_value_types(obj_type) |
| return DictConfig( |
| content=obj, |
| parent=parent, |
| key_type=key_type, |
| element_type=element_type, |
| flags=flags, |
| ) |
| elif is_primitive_list(obj) or OmegaConf.is_list(obj): |
| if isinstance(obj, ListConfig): |
| return ListConfig( |
| content=obj, |
| parent=parent, |
| element_type=obj._metadata.element_type, |
| ref_type=obj._metadata.ref_type, |
| is_optional=obj._metadata.optional, |
| flags=flags, |
| ) |
| else: |
| obj_type = OmegaConf.get_type(obj) |
| element_type = get_list_element_type(obj_type) |
| return ListConfig( |
| content=obj, |
| parent=parent, |
| element_type=element_type, |
| ref_type=Any, |
| is_optional=True, |
| flags=flags, |
| ) |
| else: |
| if isinstance(obj, type): |
| raise ValidationError( |
| f"Input class '{obj.__name__}' is not a structured config. " |
| "did you forget to decorate it as a dataclass?" |
| ) |
| else: |
| raise ValidationError( |
| f"Object of unsupported type: '{type(obj).__name__}'" |
| ) |
| except OmegaConfBaseException as e: |
| format_and_raise(node=None, key=None, value=None, msg=str(e), cause=e) |
| assert False |
|
|
| @staticmethod |
| def _get_obj_type(c: Any) -> Optional[Type[Any]]: |
| if is_structured_config(c): |
| return get_type_of(c) |
| elif c is None: |
| return None |
| elif isinstance(c, DictConfig): |
| if c._is_none(): |
| return None |
| elif c._is_missing(): |
| return None |
| else: |
| if is_structured_config(c._metadata.object_type): |
| return c._metadata.object_type |
| else: |
| return dict |
| elif isinstance(c, ListConfig): |
| return list |
| elif isinstance(c, ValueNode): |
| return type(c._value()) |
| elif isinstance(c, UnionNode): |
| return type(_get_value(c)) |
| elif isinstance(c, dict): |
| return dict |
| elif isinstance(c, (list, tuple)): |
| return list |
| else: |
| return get_type_of(c) |
|
|
| @staticmethod |
| def _get_resolver( |
| name: str, |
| ) -> Optional[ |
| Callable[ |
| [Container, Container, Node, Tuple[Any, ...], Tuple[str, ...]], |
| Any, |
| ] |
| ]: |
| |
| return ( |
| BaseContainer._resolvers[name] if name in BaseContainer._resolvers else None |
| ) |
|
|
|
|
| |
| register_default_resolvers() |
|
|
|
|
| @contextmanager |
| def flag_override( |
| config: Node, |
| names: Union[List[str], str], |
| values: Union[List[Optional[bool]], Optional[bool]], |
| ) -> Generator[Node, None, None]: |
| if isinstance(names, str): |
| names = [names] |
| if values is None or isinstance(values, bool): |
| values = [values] |
|
|
| prev_states = [config._get_node_flag(name) for name in names] |
|
|
| try: |
| config._set_flag(names, values) |
| yield config |
| finally: |
| config._set_flag(names, prev_states) |
|
|
|
|
| @contextmanager |
| def read_write(config: Node) -> Generator[Node, None, None]: |
| prev_state = config._get_node_flag("readonly") |
| try: |
| OmegaConf.set_readonly(config, False) |
| yield config |
| finally: |
| OmegaConf.set_readonly(config, prev_state) |
|
|
|
|
| @contextmanager |
| def open_dict(config: Container) -> Generator[Container, None, None]: |
| prev_state = config._get_node_flag("struct") |
| try: |
| OmegaConf.set_struct(config, False) |
| yield config |
| finally: |
| OmegaConf.set_struct(config, prev_state) |
|
|
|
|
| |
|
|
|
|
| def _node_wrap( |
| parent: Optional[Box], |
| is_optional: bool, |
| value: Any, |
| key: Any, |
| ref_type: Any = Any, |
| ) -> Node: |
| node: Node |
| if is_dict_annotation(ref_type) or (is_primitive_dict(value) and ref_type is Any): |
| key_type, element_type = get_dict_key_value_types(ref_type) |
| node = DictConfig( |
| content=value, |
| key=key, |
| parent=parent, |
| ref_type=ref_type, |
| is_optional=is_optional, |
| key_type=key_type, |
| element_type=element_type, |
| ) |
| elif (is_list_annotation(ref_type) or is_tuple_annotation(ref_type)) or ( |
| type(value) in (list, tuple) and ref_type is Any |
| ): |
| element_type = get_list_element_type(ref_type) |
| node = ListConfig( |
| content=value, |
| key=key, |
| parent=parent, |
| is_optional=is_optional, |
| element_type=element_type, |
| ref_type=ref_type, |
| ) |
| elif is_structured_config(ref_type) or is_structured_config(value): |
| key_type, element_type = get_dict_key_value_types(value) |
| node = DictConfig( |
| ref_type=ref_type, |
| is_optional=is_optional, |
| content=value, |
| key=key, |
| parent=parent, |
| key_type=key_type, |
| element_type=element_type, |
| ) |
| elif is_union_annotation(ref_type): |
| node = UnionNode( |
| content=value, |
| ref_type=ref_type, |
| is_optional=is_optional, |
| key=key, |
| parent=parent, |
| ) |
| elif ref_type == Any or ref_type is None: |
| node = AnyNode(value=value, key=key, parent=parent) |
| elif isinstance(ref_type, type) and issubclass(ref_type, Enum): |
| node = EnumNode( |
| enum_type=ref_type, |
| value=value, |
| key=key, |
| parent=parent, |
| is_optional=is_optional, |
| ) |
| elif ref_type == int: |
| node = IntegerNode(value=value, key=key, parent=parent, is_optional=is_optional) |
| elif ref_type == float: |
| node = FloatNode(value=value, key=key, parent=parent, is_optional=is_optional) |
| elif ref_type == bool: |
| node = BooleanNode(value=value, key=key, parent=parent, is_optional=is_optional) |
| elif ref_type == str: |
| node = StringNode(value=value, key=key, parent=parent, is_optional=is_optional) |
| elif ref_type == bytes: |
| node = BytesNode(value=value, key=key, parent=parent, is_optional=is_optional) |
| elif ref_type == pathlib.Path: |
| node = PathNode(value=value, key=key, parent=parent, is_optional=is_optional) |
| else: |
| if parent is not None and parent._get_flag("allow_objects") is True: |
| if type(value) in (list, tuple): |
| node = ListConfig( |
| content=value, |
| key=key, |
| parent=parent, |
| ref_type=ref_type, |
| is_optional=is_optional, |
| ) |
| elif is_primitive_dict(value): |
| node = DictConfig( |
| content=value, |
| key=key, |
| parent=parent, |
| ref_type=ref_type, |
| is_optional=is_optional, |
| ) |
| else: |
| node = AnyNode(value=value, key=key, parent=parent) |
| else: |
| raise ValidationError(f"Unexpected type annotation: {type_str(ref_type)}") |
| return node |
|
|
|
|
| def _maybe_wrap( |
| ref_type: Any, |
| key: Any, |
| value: Any, |
| is_optional: bool, |
| parent: Optional[BaseContainer], |
| ) -> Node: |
| |
| |
| if isinstance(value, Node): |
| value._set_key(key) |
| value._set_parent(parent) |
| return value |
| else: |
| return _node_wrap( |
| ref_type=ref_type, |
| parent=parent, |
| is_optional=is_optional, |
| value=value, |
| key=key, |
| ) |
|
|
|
|
| def _select_one( |
| c: Container, key: str, throw_on_missing: bool, throw_on_type_error: bool = True |
| ) -> Tuple[Optional[Node], Union[str, int]]: |
| from .dictconfig import DictConfig |
| from .listconfig import ListConfig |
|
|
| ret_key: Union[str, int] = key |
| assert isinstance(c, Container), f"Unexpected type: {c}" |
| if c._is_none(): |
| return None, ret_key |
|
|
| if isinstance(c, DictConfig): |
| assert isinstance(ret_key, str) |
| val = c._get_child(ret_key, validate_access=False) |
| elif isinstance(c, ListConfig): |
| assert isinstance(ret_key, str) |
| if not is_int(ret_key): |
| if throw_on_type_error: |
| raise TypeError( |
| f"Index '{ret_key}' ({type(ret_key).__name__}) is not an int" |
| ) |
| else: |
| val = None |
| else: |
| ret_key = int(ret_key) |
| if ret_key < 0 or ret_key + 1 > len(c): |
| val = None |
| else: |
| val = c._get_child(ret_key) |
| else: |
| assert False |
|
|
| if val is not None: |
| assert isinstance(val, Node) |
| if val._is_missing(): |
| if throw_on_missing: |
| raise MissingMandatoryValue( |
| f"Missing mandatory value: {c._get_full_key(ret_key)}" |
| ) |
| else: |
| return val, ret_key |
|
|
| assert val is None or isinstance(val, Node) |
| return val, ret_key |
|
|