API Reference¶
The OmegaConf API¶
- class omegaconf.OmegaConf[source]¶
OmegaConf primary class
- static can_select(cfg: Container, key: str, *, throw_on_resolution_failure: bool = True, throw_on_missing: bool = False) bool[source]¶
Return
TrueifOmegaConf.select()can select a value from a config.This uses the same key path syntax and behavior flag names as
select()for convenience, butcan_select()does not raise for select failures. It returnsFalseinstead of raising or returning a default when the path cannot be selected. A selectedNonevalue counts as selectable.- Parameters:
cfg – Config node to select from
key – Key path to select (dot/bracket notation, backslash-escapable)
throw_on_resolution_failure – Treat an interpolation resolution error as not selectable
throw_on_missing – Treat selecting a missing key (with the value ‘???’) as not selectable
- Returns:
Trueif the key can be selected, otherwiseFalse.
- static clear_cache(conf: BaseContainer) None[source]¶
Clear the resolver cache for
conf.- Parameters:
conf – An OmegaConf container.
- classmethod clear_resolver(name: str) bool[source]¶
Clear(remove) any resolver only if it exists.
Returns a bool: True if resolver is removed and False if not removed.
- Parameters:
name – Name of the resolver.
- Returns:
A bool (
Trueif resolver is removed,Falseif not found before removing).
- static clear_resolvers() None[source]¶
Clear(remove) all OmegaConf resolvers, then re-register OmegaConf’s default resolvers.
- static copy_cache(from_config: BaseContainer, to_config: BaseContainer) None[source]¶
Copy the resolver cache from one config to another.
- Parameters:
from_config – Source container whose cache is copied.
to_config – Destination container that receives the cache copy.
- static create(obj: str, parent: BaseContainer | None = None, flags: dict[str, bool] | None = None, *, max_yaml_expanded_nodes: int | None = _DEFAULT_MAX_YAML_EXPANDED_NODES) DictConfig | ListConfig[source]¶
- static create(obj: list[Any], parent: BaseContainer | None = None, flags: dict[str, bool] | None = None, *, max_yaml_expanded_nodes: int | None = _DEFAULT_MAX_YAML_EXPANDED_NODES) ListConfig
- static create(obj: tuple[Any, ...], parent: BaseContainer | None = None, flags: dict[str, bool] | None = None, *, max_yaml_expanded_nodes: int | None = _DEFAULT_MAX_YAML_EXPANDED_NODES) TupleConfig
- static create(obj: DictConfig, parent: BaseContainer | None = None, flags: dict[str, bool] | None = None, *, max_yaml_expanded_nodes: int | None = _DEFAULT_MAX_YAML_EXPANDED_NODES) DictConfig
- static create(obj: ListConfig, parent: BaseContainer | None = None, flags: dict[str, bool] | None = None, *, max_yaml_expanded_nodes: int | None = _DEFAULT_MAX_YAML_EXPANDED_NODES) ListConfig
- static create(obj: TupleConfig, parent: BaseContainer | None = None, flags: dict[str, bool] | None = None, *, max_yaml_expanded_nodes: int | None = _DEFAULT_MAX_YAML_EXPANDED_NODES) TupleConfig
- static create(obj: None, parent: BaseContainer | None = None, flags: dict[str, bool] | None = None, *, max_yaml_expanded_nodes: int | None = _DEFAULT_MAX_YAML_EXPANDED_NODES) None
- static create(obj: dict[Any, Any] = _DEFAULT_MARKER_, parent: BaseContainer | None = None, flags: dict[str, bool] | None = None, *, max_yaml_expanded_nodes: int | None = _DEFAULT_MAX_YAML_EXPANDED_NODES) DictConfig
Create an OmegaConf config from
obj.objmay be a YAML string, a dict, a list or tuple, a dataclass or attrs class (type or instance), an existingDictConfig/ListConfig/TupleConfig, orNone. Omittingobj(or passing{}explicitly) returns an emptyDictConfig.- Parameters:
obj – Source object to build the config from.
parent – Optional parent node.
flags – Optional flags dict (e.g.
{"readonly": True}).max_yaml_expanded_nodes – Maximum YAML nodes after alias expansion when
objis a YAML string. By default, OmegaConf uses theOMEGACONF_MAX_YAML_EXPANDED_NODESenvironment variable if set, otherwise10_000. Explicit arguments override the environment. PassNoneonly for trusted input. See https://omegaconf.readthedocs.io/en/latest/yaml_aliases.html.
- Returns:
A
DictConfig,ListConfig,TupleConfig, orNone.
- static from_cli(args_list: list[str] | None = None) DictConfig[source]¶
Create a config from command-line arguments (
sys.argv[1:]by default).Each argument must be a dotlist-style string such as
"foo.bar=1".- Parameters:
args_list – Explicit list of dotlist strings; defaults to
sys.argv[1:].- Returns:
A
DictConfigbuilt from the arguments.
- static from_dotlist(dotlist: list[str]) DictConfig[source]¶
Creates a config from a list of dotlist-style strings (
"key=value"pairs).Each entry is split on the first unescaped
=. Everything before it is the key path; everything after it is the value. Key paths follow the same dot/bracket syntax asselect()andupdate().Backslash escaping in keys: Use a backslash to include a literal special character in a key name. The escapable characters are
.,[,], and=.r"a\.b=1"— key is"a.b"(dot is part of the key)r"a\=b=1"— key is"a=b"(=is part of the key; the second=is the key/value separator)
Values may contain
=freely; only the first unescaped=separates key from value (e.g."url=http://x?a=1"gives keyurl, valuehttp://x?a=1).CLI / shell note: When using
from_cli(), arguments pass through the shell before reaching Python. A single backslash in a shell argument is usually consumed by the shell, so you must double it (\\) or quote the argument ('a\.b=1') to preserve it.- Parameters:
dotlist – A list of dotlist-style strings, e.g.
["foo.bar=1", "baz=qux"].- Returns:
A
DictConfigobject created from the dotlist.
- static get_cache(conf: BaseContainer) dict[str, Any][source]¶
Return the resolver cache for
conf.- Parameters:
conf – An OmegaConf container.
- Returns:
The resolver cache dict (resolver name -> cached values).
- static get_type(obj: Any, key: str | None = None) type[Any] | None[source]¶
Return the type of
obj, or ofobj[key]whenkeyis provided.For structured configs this is the underlying dataclass or attrs class. For plain containers it is
dict,list, ortuple.- Parameters:
obj – An OmegaConf node or container.
key – Optional key within
objto inspect.
- Returns:
The Python type, or
Noneif not determinable.
- classmethod has_resolver(name: str) bool[source]¶
Return
Trueif a resolver with the given name is registered.- Parameters:
name – Resolver name to check.
- Returns:
Trueif registered,Falseotherwise.
- static is_config(obj: Any) bool[source]¶
Return
Trueifobjis an OmegaConf container.- Parameters:
obj – Object to test.
- Returns:
Trueifobjis an OmegaConf container,Falseotherwise.
- static is_dict(obj: Any) bool[source]¶
Return
Trueifobjis an OmegaConfDictConfig.- Parameters:
obj – Object to test.
- Returns:
Trueifobjis aDictConfig,Falseotherwise.
- static is_interpolation(node: Any, key: int | str | None = None) bool[source]¶
Return
Trueif the target node is an interpolation (e.g.${foo.bar}).If
keyis provided, checksnode[key]; otherwise checksnodeitself.- Parameters:
node – An OmegaConf node, or a container when
keyis given.key – Optional key within
nodeto inspect.
- Returns:
Trueif the value is an interpolation,Falseotherwise.
- static is_list(obj: Any) bool[source]¶
Return
Trueifobjis an OmegaConfListConfig.- Parameters:
obj – Object to test.
- Returns:
Trueifobjis aListConfig,Falseotherwise.
- static is_missing(cfg: Any, key: str | bytes | int | Enum | float | bool | object = _DEFAULT_MARKER_) bool[source]¶
Return
Trueifcfg[key]or a detached value is missing.- Parameters:
cfg – An OmegaConf container.
key – Optional key (str for DictConfig, int for a sequence) to check.
- Returns:
Trueif the value is missing,Falseotherwise.
- static is_readonly(conf: Node) bool | None[source]¶
Return the effective read-only flag of
conf.- Parameters:
conf – An OmegaConf node.
- Returns:
Trueif read-only,Falseif writable,Noneif not set (inherits from parent).
- static is_struct(conf: Container) bool | None[source]¶
Return the effective struct flag of
conf.- Parameters:
conf – An OmegaConf container.
- Returns:
Trueif struct mode is on,Falseif off,Noneif not set (inherits from parent).
- static is_tuple(obj: Any) bool[source]¶
Return
Trueifobjis an OmegaConfTupleConfig.Native Python tuples return
False.
- static legacy_register_resolver(name: str, resolver: Callable[[...], Any]) None[source]¶
Deprecated since version 2.4. Use
OmegaConf.register_resolver()instead.
- static load(file_: str | Path | IO[Any], *, max_yaml_expanded_nodes: int | None = 10000) DictConfig | ListConfig[source]¶
Load a YAML config from a file path or file-like object.
- Parameters:
file – A file path (str or
pathlib.Path) or an open file object.max_yaml_expanded_nodes – Maximum YAML nodes after alias expansion. By default, OmegaConf uses the
OMEGACONF_MAX_YAML_EXPANDED_NODESenvironment variable if set, otherwise10_000. Explicit arguments override the environment. PassNoneonly for trusted input. See https://omegaconf.readthedocs.io/en/latest/yaml_aliases.html.
- Returns:
A
DictConfigorListConfigparsed from the YAML content.
- static masked_copy(conf: DictConfig, keys: str | list[str]) DictConfig[source]¶
Create a masked copy of of this config that contains a subset of the keys
- Parameters:
conf – DictConfig object
keys – keys to preserve in the copy
- Returns:
The masked
DictConfigobject.
- static merge(*configs: DictConfig | ListConfig | TupleConfig | dict[str | bytes | int | Enum | float | bool, Any] | list[Any] | tuple[Any, ...] | Any) ListConfig | TupleConfig | DictConfig[source]¶
Merge a list of previously created configs into a single one
Note for maintainers: changes to merge behavior should also consider whether OmegaConf.unsafe_merge() needs the same coverage.
- Parameters:
configs – Input configs
- Returns:
the merged config object.
- static missing_keys(cfg: Any, *, resolve_custom_resolvers: bool = False) set[str][source]¶
Returns a set of missing keys in a dotlist style.
Node interpolations that dereference missing values are reported as missing keys, whether they are the full value or part of a string.
- Parameters:
cfg – An
OmegaConf.Container, or a convertible object viaOmegaConf.create(dict, list, …).resolve_custom_resolvers – If
True, custom resolver interpolations are resolved and reported as missing when they dereference missing values. IfFalse(the default), custom resolver interpolations are not resolved and are not reported as missing keys.
- Returns:
set of strings of the missing keys.
- Raises:
ValueError – On input not representing a config.
- static register_new_resolver(name: str, resolver: Callable[[...], Any], *, replace: bool = False, use_cache: bool = False) None[source]¶
Deprecated since version 2.4. Use
OmegaConf.register_resolver()instead.
- static register_resolver(name: str, resolver: Callable[[...], Any], *, replace: bool = False, use_cache: bool = False, annotation_validation: Literal['off', 'warn', 'error'] = 'warn') None[source]¶
Register a resolver.
- Parameters:
name – Name of the resolver.
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.replace – If set to
False(default), then aValueErroris raised if an existing resolver has already been registered with the same name. If set toTrue, then the new resolver replaces the previous one. NOTE: The cache on existing config objects is not affected, useOmegaConf.clear_cache(cfg)to clear it.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
barif the cache is enabled forfoo.annotation_validation – Runtime policy for resolver parameter and return annotations.
"off"disables validation,"warn"emitsUserWarningand preserves the value, and"error"rejects registration problems withTypeError. Validation mismatches during interpolation resolution are exposed asInterpolationResolutionError. Defaults to"warn"in OmegaConf 2.4.
- static resolve(cfg: Container) None[source]¶
Resolves all interpolations in the given config object in-place.
This function works correctly for configs that use only node interpolations (
${key}) with no custom resolvers. When custom resolvers are involved, results may depend on the depth-first, key insertion order traversal, because custom resolvers can do anything — they may be stateful, have side effects, or return different values on each call — and this function has no way to account for that.- Parameters:
cfg – An OmegaConf container.
- Raises:
ValueError – If the input object is not an OmegaConf container.
- static save(config: Any, f: str | Path | IO[Any], resolve: bool = False) None[source]¶
Save as configuration object to a file
- Parameters:
config – OmegaConf container to save.
f – filename or file object
resolve – True to save a resolved config (defaults to False)
- static select(cfg: Container, key: str, *, default: Any = _DEFAULT_MARKER_, throw_on_resolution_failure: bool = True, throw_on_missing: bool = False) Any[source]¶
Select a value from a config using a key path.
The key path uses dot notation (
"a.b.c") or bracket notation ("a[b][c]"), or a mix of both.Keys containing special characters (
.,[,],=) can be expressed by escaping them with a backslash:r"a\.b"— selects the key"a.b"(single key with a literal dot)r"a\[0\]"— selects the key"a[0]"r"a\=b"— selects the key"a=b"
A backslash before any other character passes through unchanged (
r"a\b"selects the key"a\\b"— a backslash followed byb).- Parameters:
cfg – Config node to select from
key – Key path to select (dot/bracket notation, backslash-escapable)
default – Default value to return if key is not found
throw_on_resolution_failure – Raise an exception if an interpolation resolution error occurs, otherwise return None
throw_on_missing – Raise an exception if an attempt to select a missing key (with the value ‘???’) is made, otherwise return None
- Returns:
selected value or None if not found.
- static set_cache(conf: BaseContainer, cache: dict[str, Any]) None[source]¶
Replace the resolver cache for
confwith a deep copy ofcache.- Parameters:
conf – An OmegaConf container.
cache – New cache dict to install (will be deep-copied).
- static set_readonly(conf: Node, value: bool | None) None[source]¶
Set the read-only flag on
conf.- Parameters:
conf – An OmegaConf node.
value –
Trueto make read-only,Falseto make writable,Noneto inherit from the parent.
- static set_struct(conf: Container, value: bool | None) None[source]¶
Set the struct flag on
conf.When struct mode is enabled, accessing or setting keys that do not exist in the config raises an exception.
- Parameters:
conf – An OmegaConf container.
value –
Trueto enable struct mode,Falseto disable it,Noneto inherit from the parent.
- static structural_equality(cfg1: Any, cfg2: Any) bool[source]¶
Compare two configs by their unresolved container structure.
Interpolations and custom resolver expressions are compared as their raw strings and are not resolved. Missing values do not raise. An escaped literal
???is distinct from a missing value.- Parameters:
cfg1 – First OmegaConf config to compare.
cfg2 – Second OmegaConf config to compare.
- Returns:
Trueif both configs have the same unresolved structure.
- static structured(obj: Any, parent: BaseContainer | None = None, flags: dict[str, bool] | None = None, *, max_yaml_expanded_nodes: int | None = 10000) Any[source]¶
Alias for
OmegaConf.create(obj). Accepts any input thatcreateaccepts, though intended for structured config objects (dataclass or attrs types/instances).- Parameters:
obj – Source object — typically a dataclass or attrs type or instance, but any value accepted by
OmegaConf.createis valid.parent – Optional parent node.
flags – Optional flags dict (e.g.
{"readonly": True}).max_yaml_expanded_nodes – Maximum YAML nodes after alias expansion when
objis a YAML string. By default, OmegaConf uses theOMEGACONF_MAX_YAML_EXPANDED_NODESenvironment variable if set, otherwise10_000. Explicit arguments override the environment. PassNoneonly for trusted input. See https://omegaconf.readthedocs.io/en/latest/yaml_aliases.html.
- Returns:
A
DictConfig,ListConfig,TupleConfig, orNone.
- static to_container(cfg: Any, *, resolve: bool = False, throw_on_missing: bool = False, enum_to_str: bool = False, structured_config_mode: SCMode = SCMode.DICT) Any | str | dict[str | bytes | int | Enum | float | bool, Any] | list[Any] | tuple[Any, ...] | None[source]¶
Recursively converts an OmegaConf config to a primitive container.
- Parameters:
cfg – the config to convert
resolve – True to resolve all values
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.
enum_to_str – True to convert Enum keys and values to strings
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.
- Returns:
A dict, list, or tuple representing this config as a primitive container.
- static to_object(cfg: Any) dict[str | bytes | int | Enum | float | bool, Any] | list[Any] | tuple[Any, ...] | None | str | Any[source]¶
Recursively converts an OmegaConf config to a primitive container. 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)
- Parameters:
cfg – the config to convert
- Returns:
A dict, list, tuple, or dataclass representing this config.
- static to_yaml(cfg: Any, *, resolve: bool = False, sort_keys: bool = False, default_flow_style: bool | None = False) str[source]¶
returns a yaml dump of this config object.
- Parameters:
cfg – Config object, Structured Config type or instance
resolve – if True, will return a string with the interpolations resolved, otherwise interpolations are preserved
sort_keys – If True, will print dict keys in sorted order. default False.
default_flow_style – PyYAML default_flow_style setting. default False.
- Returns:
A string containing the yaml representation.
- static typed_dict(content: dict[Any, Any] | None = None, key_type: Any = typing.Any, element_type: Any = typing.Any) DictConfig[source]¶
Create a DictConfig with explicit key and value types.
Useful for disambiguating assignment to a dict[str, X] | dict[str, Y] field when the value is empty or otherwise matches multiple candidates.
- static typed_list(content: list[Any] | None = None, element_type: Any = typing.Any) ListConfig[source]¶
Create a ListConfig with an explicit element type.
Useful for disambiguating assignment to a list[X] | list[Y] field when the value is empty or otherwise matches multiple candidates.
- static typed_tuple(content: Any, tuple_type: Any = typing.Tuple[typing.Any, ...]) TupleConfig[source]¶
Create and immediately validate a TupleConfig.
contentis required because TupleConfig is structurally immutable.tuple_typeaccepts complete fixed or variadic tuple annotations, such astuple[int, str]ortuple[int, ...].
- static unsafe_merge(*configs: DictConfig | ListConfig | TupleConfig | dict[str | bytes | int | Enum | float | bool, Any] | list[Any] | tuple[Any, ...] | Any) ListConfig | TupleConfig | DictConfig[source]¶
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.
- Parameters:
configs – Input configs
- Returns:
the merged config object.
- static update(cfg: Container, key: str, value: Any = None, *, merge: bool = True, force_add: bool = False) None[source]¶
Update a value in a config using a key path.
The key path uses dot notation (
"a.b.c") or bracket notation ("a[b][c]"), or a mix of both.Keys containing special characters (
.,[,],=) can be expressed by escaping them with a backslash:r"a\.b"— targets the key"a.b"(single key with a literal dot)r"a\[0\]"— targets the key"a[0]"r"a\=b"— targets the key"a=b"
- Parameters:
cfg – input config to update
key – key path to update (dot/bracket notation, backslash-escapable)
value – value to set, if value if a list or a dict it will be merged or set depending on merge_config_values
merge – If value is a dict or a list, True (default) to merge into the destination, False to replace the destination.
force_add – insert the entire path regardless of Struct flag or Structured Config nodes.
Utility functions importable from the omegaconf module¶
- omegaconf.II() Any¶
Equivalent to
${interpolation}- Parameters:
interpolation
- Returns:
input
${node}with type Any
- omegaconf.SI() Any¶
Use this for String interpolation, for example
"http://${host}:${port}"- Parameters:
interpolation – interpolation string
- Returns:
input interpolation with type
Any
- omegaconf.flag_override(names: list[str] | str, values: list[bool | None] | bool | None) Generator[Node, None, None]¶
Context manager that temporarily overrides one or more flags on
config.The original flag values are restored on exit, even if an exception is raised.
- Parameters:
config – An OmegaConf node whose flags will be overridden.
names – Flag name or list of flag names (e.g.
"readonly","struct").values – New value or list of values corresponding to
names.
- Returns:
Yields
configwith the overridden flags.
- omegaconf.open_dict() Generator[Container, None, None]¶
Context manager that temporarily disables struct mode on
config.While active, new keys can be added freely. The original struct state is restored on exit, even if an exception is raised.
- Parameters:
config – An OmegaConf container.
- Returns:
Yields
configwith struct mode disabled.
- omegaconf.read_write() Generator[Node, None, None]¶
Context manager that temporarily makes
configwritable.The original read-only state is restored on exit, even if an exception is raised.
- Parameters:
config – An OmegaConf node.
- Returns:
Yields
configin a writable state.
- omegaconf.MISSING¶
alias of ???