Pydantic Settings
BaseSettings ¶
BaseSettings(
__pydantic_self__,
_case_sensitive: bool | None = None,
_nested_model_default_partial_update: (
bool | None
) = None,
_env_prefix: str | None = None,
_env_file: DotenvType | None = ENV_FILE_SENTINEL,
_env_file_encoding: str | None = None,
_env_ignore_empty: bool | None = None,
_env_nested_delimiter: str | None = None,
_env_parse_none_str: str | None = None,
_env_parse_enums: bool | None = None,
_cli_prog_name: str | None = None,
_cli_parse_args: (
bool | list[str] | tuple[str, ...] | None
) = None,
_cli_settings_source: (
CliSettingsSource[Any] | None
) = None,
_cli_parse_none_str: str | None = None,
_cli_hide_none_type: bool | None = None,
_cli_avoid_json: bool | None = None,
_cli_enforce_required: bool | None = None,
_cli_use_class_docs_for_groups: bool | None = None,
_cli_exit_on_error: bool | None = None,
_cli_prefix: str | None = None,
_cli_flag_prefix_char: str | None = None,
_cli_implicit_flags: bool | None = None,
_cli_ignore_unknown_args: bool | None = None,
_secrets_dir: PathType | None = None,
**values: Any
)
Bases: BaseModel
Base class for settings, allowing values to be overridden by environment variables.
This is useful in production for secrets you do not wish to save in code, it plays nicely with docker(-compose), Heroku and any 12 factor app design.
All the below attributes can be set via model_config
.
Parameters:
Name | Type | Description | Default |
---|---|---|---|
_case_sensitive |
bool | None
|
Whether environment and CLI variable names should be read with case-sensitivity.
Defaults to |
None
|
_nested_model_default_partial_update |
bool | None
|
Whether to allow partial updates on nested model default object fields.
Defaults to |
None
|
_env_prefix |
str | None
|
Prefix for all environment variables. Defaults to |
None
|
_env_file |
DotenvType | None
|
The env file(s) to load settings values from. Defaults to |
ENV_FILE_SENTINEL
|
_env_file_encoding |
str | None
|
The env file encoding, e.g. |
None
|
_env_ignore_empty |
bool | None
|
Ignore environment variables where the value is an empty string. Default to |
None
|
_env_nested_delimiter |
str | None
|
The nested env values delimiter. Defaults to |
None
|
_env_parse_none_str |
str | None
|
The env string value that should be parsed (e.g. "null", "void", "None", etc.)
into |
None
|
_env_parse_enums |
bool | None
|
Parse enum field names to values. Defaults to |
None
|
_cli_prog_name |
str | None
|
The CLI program name to display in help text. Defaults to |
None
|
_cli_parse_args |
bool | list[str] | tuple[str, ...] | None
|
The list of CLI arguments to parse. Defaults to None.
If set to |
None
|
_cli_settings_source |
CliSettingsSource[Any] | None
|
Override the default CLI settings source with a user defined instance. Defaults to None. |
None
|
_cli_parse_none_str |
str | None
|
The CLI string value that should be parsed (e.g. "null", "void", "None", etc.) into
|
None
|
_cli_hide_none_type |
bool | None
|
Hide |
None
|
_cli_avoid_json |
bool | None
|
Avoid complex JSON objects in CLI help text. Defaults to |
None
|
_cli_enforce_required |
bool | None
|
Enforce required fields at the CLI. Defaults to |
None
|
_cli_use_class_docs_for_groups |
bool | None
|
Use class docstrings in CLI group help text instead of field descriptions.
Defaults to |
None
|
_cli_exit_on_error |
bool | None
|
Determines whether or not the internal parser exits with error info when an error occurs.
Defaults to |
None
|
_cli_prefix |
str | None
|
The root parser command line arguments prefix. Defaults to "". |
None
|
_cli_flag_prefix_char |
str | None
|
The flag prefix character to use for CLI optional arguments. Defaults to '-'. |
None
|
_cli_implicit_flags |
bool | None
|
Whether |
None
|
_cli_ignore_unknown_args |
bool | None
|
Whether to ignore unknown CLI args and parse only known ones. Defaults to |
None
|
_secrets_dir |
PathType | None
|
The secret files directory or a sequence of directories. Defaults to |
None
|
Source code in .venv/lib/python3.12/site-packages/pydantic_settings/main.py
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|
settings_customise_sources
classmethod
¶
settings_customise_sources(
settings_cls: type[BaseSettings],
init_settings: PydanticBaseSettingsSource,
env_settings: PydanticBaseSettingsSource,
dotenv_settings: PydanticBaseSettingsSource,
file_secret_settings: PydanticBaseSettingsSource,
) -> tuple[PydanticBaseSettingsSource, ...]
Define the sources and their order for loading the settings values.
Parameters:
Name | Type | Description | Default |
---|---|---|---|
settings_cls |
type[BaseSettings]
|
The Settings class. |
required |
init_settings |
PydanticBaseSettingsSource
|
The |
required |
env_settings |
PydanticBaseSettingsSource
|
The |
required |
dotenv_settings |
PydanticBaseSettingsSource
|
The |
required |
file_secret_settings |
PydanticBaseSettingsSource
|
The |
required |
Returns:
Type | Description |
---|---|
tuple[PydanticBaseSettingsSource, ...]
|
A tuple containing the sources and their order for loading the settings values. |
Source code in .venv/lib/python3.12/site-packages/pydantic_settings/main.py
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|
CliApp ¶
A utility class for running Pydantic BaseSettings
, BaseModel
, or pydantic.dataclasses.dataclass
as
CLI applications.
run
staticmethod
¶
run(
model_cls: type[T],
cli_args: (
list[str]
| Namespace
| SimpleNamespace
| dict[str, Any]
| None
) = None,
cli_settings_source: (
CliSettingsSource[Any] | None
) = None,
cli_exit_on_error: bool | None = None,
cli_cmd_method_name: str = "cli_cmd",
**model_init_data: Any
) -> T
Runs a Pydantic BaseSettings
, BaseModel
, or pydantic.dataclasses.dataclass
as a CLI application.
Running a model as a CLI application requires the cli_cmd
method to be defined in the model class.
Parameters:
Name | Type | Description | Default |
---|---|---|---|
model_cls |
type[T]
|
The model class to run as a CLI application. |
required |
cli_args |
list[str] | Namespace | SimpleNamespace | dict[str, Any] | None
|
The list of CLI arguments to parse. If |
None
|
cli_settings_source |
CliSettingsSource[Any] | None
|
Override the default CLI settings source with a user defined instance.
Defaults to |
None
|
cli_exit_on_error |
bool | None
|
Determines whether this function exits on error. If model is subclass of
|
None
|
cli_cmd_method_name |
str
|
The CLI command method name to run. Defaults to "cli_cmd". |
'cli_cmd'
|
model_init_data |
Any
|
The model init data. |
{}
|
Returns:
Type | Description |
---|---|
T
|
The ran instance of model. |
Raises:
Type | Description |
---|---|
SettingsError
|
If model_cls is not subclass of |
SettingsError
|
If model_cls does not have a |
Source code in .venv/lib/python3.12/site-packages/pydantic_settings/main.py
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|
run_subcommand
staticmethod
¶
run_subcommand(
model: PydanticModel,
cli_exit_on_error: bool | None = None,
cli_cmd_method_name: str = "cli_cmd",
) -> PydanticModel
Runs the model subcommand. Running a model subcommand requires the cli_cmd
method to be defined in
the nested model subcommand class.
Parameters:
Name | Type | Description | Default |
---|---|---|---|
model |
PydanticModel
|
The model to run the subcommand from. |
required |
cli_exit_on_error |
bool | None
|
Determines whether this function exits with error if no subcommand is found.
Defaults to model_config |
None
|
cli_cmd_method_name |
str
|
The CLI command method name to run. Defaults to "cli_cmd". |
'cli_cmd'
|
Returns:
Type | Description |
---|---|
PydanticModel
|
The ran subcommand model. |
Raises:
Type | Description |
---|---|
SystemExit
|
When no subcommand is found and cli_exit_on_error= |
SettingsError
|
When no subcommand is found and cli_exit_on_error= |
Source code in .venv/lib/python3.12/site-packages/pydantic_settings/main.py
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|
SettingsConfigDict ¶
Bases: ConfigDict
pyproject_toml_depth
instance-attribute
¶
pyproject_toml_depth: int
Number of levels up from the current working directory to attempt to find a pyproject.toml file.
This is only used when a pyproject.toml file is not found in the current working directory.
pyproject_toml_table_header
instance-attribute
¶
Header of the TOML table within a pyproject.toml file to use when filling variables.
This is supplied as a tuple[str, ...]
instead of a str
to accommodate for headers
containing a .
.
For example, toml_table_header = ("tool", "my.tool", "foo")
can be used to fill variable
values from a table with header [tool."my.tool".foo]
.
To use the root table, exclude this config setting or provide an empty tuple.
CliSettingsSource ¶
CliSettingsSource(
settings_cls: type[BaseSettings],
cli_prog_name: str | None = None,
cli_parse_args: (
bool | list[str] | tuple[str, ...] | None
) = None,
cli_parse_none_str: str | None = None,
cli_hide_none_type: bool | None = None,
cli_avoid_json: bool | None = None,
cli_enforce_required: bool | None = None,
cli_use_class_docs_for_groups: bool | None = None,
cli_exit_on_error: bool | None = None,
cli_prefix: str | None = None,
cli_flag_prefix_char: str | None = None,
cli_implicit_flags: bool | None = None,
cli_ignore_unknown_args: bool | None = None,
case_sensitive: bool | None = True,
root_parser: Any = None,
parse_args_method: Callable[..., Any] | None = None,
add_argument_method: (
Callable[..., Any] | None
) = ArgumentParser.add_argument,
add_argument_group_method: (
Callable[..., Any] | None
) = ArgumentParser.add_argument_group,
add_parser_method: (
Callable[..., Any] | None
) = _SubParsersAction.add_parser,
add_subparsers_method: (
Callable[..., Any] | None
) = ArgumentParser.add_subparsers,
formatter_class: Any = RawDescriptionHelpFormatter,
)
Bases: EnvSettingsSource
, Generic[T]
Source class for loading settings values from CLI.
Note
A CliSettingsSource
connects with a root_parser
object by using the parser methods to add
settings_cls
fields as command line arguments. The CliSettingsSource
internal parser representation
is based upon the argparse
parsing library, and therefore, requires the parser methods to support
the same attributes as their argparse
library counterparts.
Parameters:
Name | Type | Description | Default |
---|---|---|---|
cli_prog_name |
str | None
|
The CLI program name to display in help text. Defaults to |
None
|
cli_parse_args |
bool | list[str] | tuple[str, ...] | None
|
The list of CLI arguments to parse. Defaults to None.
If set to |
None
|
cli_parse_none_str |
str | None
|
The CLI string value that should be parsed (e.g. "null", "void", "None", etc.) into |
None
|
cli_hide_none_type |
bool | None
|
Hide |
None
|
cli_avoid_json |
bool | None
|
Avoid complex JSON objects in CLI help text. Defaults to |
None
|
cli_enforce_required |
bool | None
|
Enforce required fields at the CLI. Defaults to |
None
|
cli_use_class_docs_for_groups |
bool | None
|
Use class docstrings in CLI group help text instead of field descriptions.
Defaults to |
None
|
cli_exit_on_error |
bool | None
|
Determines whether or not the internal parser exits with error info when an error occurs.
Defaults to |
None
|
cli_prefix |
str | None
|
Prefix for command line arguments added under the root parser. Defaults to "". |
None
|
cli_flag_prefix_char |
str | None
|
The flag prefix character to use for CLI optional arguments. Defaults to '-'. |
None
|
cli_implicit_flags |
bool | None
|
Whether |
None
|
cli_ignore_unknown_args |
bool | None
|
Whether to ignore unknown CLI args and parse only known ones. Defaults to |
None
|
case_sensitive |
bool | None
|
Whether CLI "--arg" names should be read with case-sensitivity. Defaults to |
True
|
root_parser |
Any
|
The root parser object. |
None
|
parse_args_method |
Callable[..., Any] | None
|
The root parser parse args method. Defaults to |
None
|
add_argument_method |
Callable[..., Any] | None
|
The root parser add argument method. Defaults to |
add_argument
|
add_argument_group_method |
Callable[..., Any] | None
|
The root parser add argument group method.
Defaults to |
add_argument_group
|
add_parser_method |
Callable[..., Any] | None
|
The root parser add new parser (sub-command) method.
Defaults to |
add_parser
|
add_subparsers_method |
Callable[..., Any] | None
|
The root parser add subparsers (sub-commands) method.
Defaults to |
add_subparsers
|
formatter_class |
Any
|
A class for customizing the root parser help text. Defaults to |
RawDescriptionHelpFormatter
|
Source code in .venv/lib/python3.12/site-packages/pydantic_settings/sources.py
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|
DotEnvSettingsSource ¶
DotEnvSettingsSource(
settings_cls: type[BaseSettings],
env_file: DotenvType | None = ENV_FILE_SENTINEL,
env_file_encoding: str | None = None,
case_sensitive: bool | None = None,
env_prefix: str | None = None,
env_nested_delimiter: str | None = None,
env_ignore_empty: bool | None = None,
env_parse_none_str: str | None = None,
env_parse_enums: bool | None = None,
)
Bases: EnvSettingsSource
Source class for loading settings values from env files.
Source code in .venv/lib/python3.12/site-packages/pydantic_settings/sources.py
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|
EnvSettingsSource ¶
EnvSettingsSource(
settings_cls: type[BaseSettings],
case_sensitive: bool | None = None,
env_prefix: str | None = None,
env_nested_delimiter: str | None = None,
env_ignore_empty: bool | None = None,
env_parse_none_str: str | None = None,
env_parse_enums: bool | None = None,
)
Bases: PydanticBaseEnvSettingsSource
Source class for loading settings values from environment variables.
Source code in .venv/lib/python3.12/site-packages/pydantic_settings/sources.py
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|
get_field_value ¶
Gets the value for field from environment variables and a flag to determine whether value is complex.
Parameters:
Name | Type | Description | Default |
---|---|---|---|
field |
FieldInfo
|
The field. |
required |
field_name |
str
|
The field name. |
required |
Returns:
Type | Description |
---|---|
tuple[Any, str, bool]
|
A tuple contains the key, value if the file exists otherwise |
Source code in .venv/lib/python3.12/site-packages/pydantic_settings/sources.py
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|
prepare_field_value ¶
prepare_field_value(
field_name: str,
field: FieldInfo,
value: Any,
value_is_complex: bool,
) -> Any
Prepare value for the field.
- Extract value for nested field.
- Deserialize value to python object for complex field.
Parameters:
Name | Type | Description | Default |
---|---|---|---|
field |
FieldInfo
|
The field. |
required |
field_name |
str
|
The field name. |
required |
Returns:
Type | Description |
---|---|
Any
|
A tuple contains prepared value for the field. |
Raises:
Type | Description |
---|---|
ValuesError
|
When There is an error in deserializing value for complex field. |
Source code in .venv/lib/python3.12/site-packages/pydantic_settings/sources.py
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|
next_field ¶
next_field(
field: FieldInfo | Any | None,
key: str,
case_sensitive: bool | None = None,
) -> FieldInfo | None
Find the field in a sub model by key(env name)
By having the following models:
```py
class SubSubModel(BaseSettings):
dvals: Dict
class SubModel(BaseSettings):
vals: list[str]
sub_sub_model: SubSubModel
class Cfg(BaseSettings):
sub_model: SubModel
```
Then
next_field(sub_model, 'vals') Returns the vals
field of SubModel
class
next_field(sub_model, 'sub_sub_model') Returns sub_sub_model
field of SubModel
class
Parameters:
Name | Type | Description | Default |
---|---|---|---|
field |
FieldInfo | Any | None
|
The field. |
required |
key |
str
|
The key (env name). |
required |
case_sensitive |
bool | None
|
Whether to search for key case sensitively. |
None
|
Returns:
Type | Description |
---|---|
FieldInfo | None
|
Field if it finds the next field otherwise |
Source code in .venv/lib/python3.12/site-packages/pydantic_settings/sources.py
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|
explode_env_vars ¶
explode_env_vars(
field_name: str,
field: FieldInfo,
env_vars: Mapping[str, str | None],
) -> dict[str, Any]
Process env_vars and extract the values of keys containing env_nested_delimiter into nested dictionaries.
This is applied to a single field, hence filtering by env_var prefix.
Parameters:
Name | Type | Description | Default |
---|---|---|---|
field_name |
str
|
The field name. |
required |
field |
FieldInfo
|
The field. |
required |
env_vars |
Mapping[str, str | None]
|
Environment variables. |
required |
Returns:
Type | Description |
---|---|
dict[str, Any]
|
A dictionary contains extracted values from nested env values. |
Source code in .venv/lib/python3.12/site-packages/pydantic_settings/sources.py
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|
InitSettingsSource ¶
InitSettingsSource(
settings_cls: type[BaseSettings],
init_kwargs: dict[str, Any],
nested_model_default_partial_update: bool | None = None,
)
Bases: PydanticBaseSettingsSource
Source class for loading values provided during settings class initialization.
Source code in .venv/lib/python3.12/site-packages/pydantic_settings/sources.py
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|
JsonConfigSettingsSource ¶
JsonConfigSettingsSource(
settings_cls: type[BaseSettings],
json_file: PathType | None = DEFAULT_PATH,
json_file_encoding: str | None = None,
)
Bases: InitSettingsSource
, ConfigFileSourceMixin
A source class that loads variables from a JSON file
Source code in .venv/lib/python3.12/site-packages/pydantic_settings/sources.py
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|
PydanticBaseSettingsSource ¶
PydanticBaseSettingsSource(
settings_cls: type[BaseSettings],
)
Bases: ABC
Abstract base class for settings sources, every settings source classes should inherit from it.
Source code in .venv/lib/python3.12/site-packages/pydantic_settings/sources.py
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|
current_state
property
¶
The current state of the settings, populated by the previous settings sources.
settings_sources_data
property
¶
The state of all previous settings sources.
get_field_value
abstractmethod
¶
Gets the value, the key for model creation, and a flag to determine whether value is complex.
This is an abstract method that should be overridden in every settings source classes.
Parameters:
Name | Type | Description | Default |
---|---|---|---|
field |
FieldInfo
|
The field. |
required |
field_name |
str
|
The field name. |
required |
Returns:
Type | Description |
---|---|
tuple[Any, str, bool]
|
A tuple contains the key, value and a flag to determine whether value is complex. |
Source code in .venv/lib/python3.12/site-packages/pydantic_settings/sources.py
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|
field_is_complex ¶
Checks whether a field is complex, in which case it will attempt to be parsed as JSON.
Parameters:
Name | Type | Description | Default |
---|---|---|---|
field |
FieldInfo
|
The field. |
required |
Returns:
Type | Description |
---|---|
bool
|
Whether the field is complex. |
Source code in .venv/lib/python3.12/site-packages/pydantic_settings/sources.py
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|
prepare_field_value ¶
prepare_field_value(
field_name: str,
field: FieldInfo,
value: Any,
value_is_complex: bool,
) -> Any
Prepares the value of a field.
Parameters:
Name | Type | Description | Default |
---|---|---|---|
field_name |
str
|
The field name. |
required |
field |
FieldInfo
|
The field. |
required |
value |
Any
|
The value of the field that has to be prepared. |
required |
value_is_complex |
bool
|
A flag to determine whether value is complex. |
required |
Returns:
Type | Description |
---|---|
Any
|
The prepared value. |
Source code in .venv/lib/python3.12/site-packages/pydantic_settings/sources.py
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|
decode_complex_value ¶
Decode the value for a complex field
Parameters:
Name | Type | Description | Default |
---|---|---|---|
field_name |
str
|
The field name. |
required |
field |
FieldInfo
|
The field. |
required |
value |
Any
|
The value of the field that has to be prepared. |
required |
Returns:
Type | Description |
---|---|
Any
|
The decoded value for further preparation |
Source code in .venv/lib/python3.12/site-packages/pydantic_settings/sources.py
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|
PyprojectTomlConfigSettingsSource ¶
PyprojectTomlConfigSettingsSource(
settings_cls: type[BaseSettings],
toml_file: Path | None = None,
)
Bases: TomlConfigSettingsSource
A source class that loads variables from a pyproject.toml
file.
Source code in .venv/lib/python3.12/site-packages/pydantic_settings/sources.py
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|
SecretsSettingsSource ¶
SecretsSettingsSource(
settings_cls: type[BaseSettings],
secrets_dir: PathType | None = None,
case_sensitive: bool | None = None,
env_prefix: str | None = None,
env_ignore_empty: bool | None = None,
env_parse_none_str: str | None = None,
env_parse_enums: bool | None = None,
)
Bases: PydanticBaseEnvSettingsSource
Source class for loading settings values from secret files.
Source code in .venv/lib/python3.12/site-packages/pydantic_settings/sources.py
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|
find_case_path
classmethod
¶
Find a file within path's directory matching filename, optionally ignoring case.
Parameters:
Name | Type | Description | Default |
---|---|---|---|
dir_path |
Path
|
Directory path. |
required |
file_name |
str
|
File name. |
required |
case_sensitive |
bool
|
Whether to search for file name case sensitively. |
required |
Returns:
Type | Description |
---|---|
Path | None
|
Whether file path or |
Source code in .venv/lib/python3.12/site-packages/pydantic_settings/sources.py
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|
get_field_value ¶
Gets the value for field from secret file and a flag to determine whether value is complex.
Parameters:
Name | Type | Description | Default |
---|---|---|---|
field |
FieldInfo
|
The field. |
required |
field_name |
str
|
The field name. |
required |
Returns:
Type | Description |
---|---|
tuple[Any, str, bool]
|
A tuple contains the key, value if the file exists otherwise |
Source code in .venv/lib/python3.12/site-packages/pydantic_settings/sources.py
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|
TomlConfigSettingsSource ¶
TomlConfigSettingsSource(
settings_cls: type[BaseSettings],
toml_file: PathType | None = DEFAULT_PATH,
)
Bases: InitSettingsSource
, ConfigFileSourceMixin
A source class that loads variables from a TOML file
Source code in .venv/lib/python3.12/site-packages/pydantic_settings/sources.py
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|
YamlConfigSettingsSource ¶
YamlConfigSettingsSource(
settings_cls: type[BaseSettings],
yaml_file: PathType | None = DEFAULT_PATH,
yaml_file_encoding: str | None = None,
)
Bases: InitSettingsSource
, ConfigFileSourceMixin
A source class that loads variables from a yaml file
Source code in .venv/lib/python3.12/site-packages/pydantic_settings/sources.py
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|
get_subcommand ¶
get_subcommand(
model: PydanticModel,
is_required: bool = True,
cli_exit_on_error: bool | None = None,
) -> Optional[PydanticModel]
Get the subcommand from a model.
Parameters:
Name | Type | Description | Default |
---|---|---|---|
model |
PydanticModel
|
The model to get the subcommand from. |
required |
is_required |
bool
|
Determines whether a model must have subcommand set and raises error if not
found. Defaults to |
True
|
cli_exit_on_error |
bool | None
|
Determines whether this function exits with error if no subcommand is found.
Defaults to model_config |
None
|
Returns:
Type | Description |
---|---|
Optional[PydanticModel]
|
The subcommand model if found, otherwise |
Raises:
Type | Description |
---|---|
SystemExit
|
When no subcommand is found and is_required= |
SettingsError
|
When no subcommand is found and is_required= |
Source code in .venv/lib/python3.12/site-packages/pydantic_settings/sources.py
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|