gt4sd.configuration module

Module configuration.

Summary

Classes:

GT4SDArtifactManagementConfiguration

Artifact management configuration.

GT4SDConfiguration

GT4SDConfiguration settings from environment variables.

Functions:

get_algorithm_subdirectories_from_s3_coordinates

Wrapper to initialize a client and list the directories in a bucket.

get_algorithm_subdirectories_in_cache

Get algorithm subdirectories from the cache.

get_algorithm_subdirectories_with_s3

Get algorithms in the s3 buckets.

get_cached_algorithm_path

rtype

str

reset_logging_root_logger

Reset the root logger from logging library.

sync_algorithm_with_s3

Sync an algorithm in the local cache using environment variables.

upload_to_s3

Upload an algorithm in source_filepath in target_filepath on a bucket in the model hub. :type target_filepath: str :param target_filepath: path to save the objects in s3. :type source_filepath: str :param source_filepath: path to the file to sync. :type module: str :param module: the submodule of gt4sd that acts as a root for the bucket, defaults to algorithms.

Reference

class GT4SDConfiguration(_case_sensitive=None, _nested_model_default_partial_update=None, _env_prefix=None, _env_prefix_target=None, _env_file=Path('.'), _env_file_encoding=None, _env_ignore_empty=None, _env_nested_delimiter=None, _env_nested_max_split=None, _env_parse_none_str=None, _env_parse_enums=None, _cli_prog_name=None, _cli_parse_args=None, _cli_settings_source=None, _cli_parse_none_str=None, _cli_hide_none_type=None, _cli_avoid_json=None, _cli_enforce_required=None, _cli_use_class_docs_for_groups=None, _cli_exit_on_error=None, _cli_prefix=None, _cli_flag_prefix_char=None, _cli_implicit_flags=None, _cli_ignore_unknown_args=None, _cli_kebab_case=None, _cli_shortcuts=None, _secrets_dir=None, _build_sources=None, **values)[source]

Bases: BaseSettings

GT4SDConfiguration settings from environment variables.

Default configurations for gt4sd including a read-only COS for algorithms’ artifacts. Default configuration for gt4sd hub including a read-write COS for algorithms’ artifacts uploaded by users.

gt4sd_local_cache_path: str
gt4sd_local_cache_path_algorithms: str
gt4sd_local_cache_path_properties: str
gt4sd_max_number_of_stuck_calls: int
gt4sd_max_number_of_samples: int
gt4sd_max_runtime: int
gt4sd_create_unverified_ssl_context: bool
gt4sd_disable_cudnn: bool
gt4sd_s3_host: str
gt4sd_s3_access_key: str
gt4sd_s3_secret_key: str
gt4sd_s3_secure: bool
gt4sd_s3_bucket_algorithms: str
gt4sd_s3_bucket_properties: str
gt4sd_s3_host_hub: str
gt4sd_s3_access_key_hub: str
gt4sd_s3_secret_key_hub: str
gt4sd_s3_secure_hub: bool
gt4sd_s3_bucket_hub_algorithms: str
gt4sd_s3_bucket_hub_properties: str
model_config: ClassVar[SettingsConfigDict] = {'arbitrary_types_allowed': True, 'case_sensitive': False, 'cli_avoid_json': False, 'cli_enforce_required': False, 'cli_exit_on_error': True, 'cli_flag_prefix_char': '-', 'cli_hide_none_type': False, 'cli_ignore_unknown_args': False, 'cli_implicit_flags': False, 'cli_kebab_case': False, 'cli_parse_args': None, 'cli_parse_none_str': None, 'cli_prefix': '', 'cli_prog_name': None, 'cli_shortcuts': None, 'cli_use_class_docs_for_groups': False, 'enable_decoding': True, 'env_file': None, 'env_file_encoding': None, 'env_ignore_empty': False, 'env_nested_delimiter': None, 'env_nested_max_split': None, 'env_parse_enums': None, 'env_parse_none_str': None, 'env_prefix': '', 'env_prefix_target': 'variable', 'extra': 'forbid', 'frozen': True, 'json_file': None, 'json_file_encoding': None, 'nested_model_default_partial_update': False, 'protected_namespaces': ('model_validate', 'model_dump', 'settings_customise_sources'), 'secrets_dir': None, 'toml_file': None, 'validate_default': True, 'yaml_config_section': None, 'yaml_file': None, 'yaml_file_encoding': None}

Configuration for the model, should be a dictionary conforming to [ConfigDict][pydantic.config.ConfigDict].

static get_instance()[source]
Return type

GT4SDConfiguration

__dict__
__pydantic_fields_set__: set[str]

The names of fields explicitly set during instantiation.

__pydantic_extra__: Dict[str, Any] | None

A dictionary containing extra values, if [extra][pydantic.config.ConfigDict.extra] is set to ‘allow’.

__pydantic_private__: Dict[str, Any] | None

Values of private attributes set on the model instance.

__abstractmethods__ = frozenset({})
__annotations__ = {'__class_vars__': 'ClassVar[set[str]]', '__private_attributes__': 'ClassVar[Dict[str, ModelPrivateAttr]]', '__pydantic_complete__': 'ClassVar[bool]', '__pydantic_computed_fields__': 'ClassVar[Dict[str, ComputedFieldInfo]]', '__pydantic_core_schema__': 'ClassVar[CoreSchema]', '__pydantic_custom_init__': 'ClassVar[bool]', '__pydantic_decorators__': 'ClassVar[_decorators.DecoratorInfos]', '__pydantic_extra__': 'Dict[str, Any] | None', '__pydantic_extra_info__': 'ClassVar[PydanticExtraInfo | None]', '__pydantic_fields__': 'ClassVar[Dict[str, FieldInfo]]', '__pydantic_fields_set__': 'set[str]', '__pydantic_generic_metadata__': 'ClassVar[_generics.PydanticGenericMetadata]', '__pydantic_parent_namespace__': 'ClassVar[Dict[str, Any] | None]', '__pydantic_post_init__': "ClassVar[None | Literal['model_post_init']]", '__pydantic_private__': 'Dict[str, Any] | None', '__pydantic_root_model__': 'ClassVar[bool]', '__pydantic_serializer__': 'ClassVar[SchemaSerializer]', '__pydantic_setattr_handlers__': 'ClassVar[Dict[str, Callable[[BaseModel, str, Any], None]]]', '__pydantic_validator__': 'ClassVar[SchemaValidator | PluggableSchemaValidator]', '__signature__': 'ClassVar[Signature]', 'gt4sd_create_unverified_ssl_context': <class 'bool'>, 'gt4sd_disable_cudnn': <class 'bool'>, 'gt4sd_local_cache_path': <class 'str'>, 'gt4sd_local_cache_path_algorithms': <class 'str'>, 'gt4sd_local_cache_path_properties': <class 'str'>, 'gt4sd_max_number_of_samples': <class 'int'>, 'gt4sd_max_number_of_stuck_calls': <class 'int'>, 'gt4sd_max_runtime': <class 'int'>, 'gt4sd_s3_access_key': <class 'str'>, 'gt4sd_s3_access_key_hub': <class 'str'>, 'gt4sd_s3_bucket_algorithms': <class 'str'>, 'gt4sd_s3_bucket_hub_algorithms': <class 'str'>, 'gt4sd_s3_bucket_hub_properties': <class 'str'>, 'gt4sd_s3_bucket_properties': <class 'str'>, 'gt4sd_s3_host': <class 'str'>, 'gt4sd_s3_host_hub': <class 'str'>, 'gt4sd_s3_secret_key': <class 'str'>, 'gt4sd_s3_secret_key_hub': <class 'str'>, 'gt4sd_s3_secure': <class 'bool'>, 'gt4sd_s3_secure_hub': <class 'bool'>, 'model_config': 'ClassVar[SettingsConfigDict]'}
__class_vars__: ClassVar[set[str]] = {}

The names of the class variables defined on the model.

__doc__ = "GT4SDConfiguration settings from environment variables.\n\n    Default configurations for gt4sd including a read-only COS for algorithms' artifacts.\n    Default configuration for gt4sd hub including a read-write COS for algorithms' artifacts uploaded by users.\n    "
__hash__() int

Return hash(self).

Return type

int

__module__ = 'gt4sd.configuration'
__private_attributes__: ClassVar[Dict[str, ModelPrivateAttr]] = {}

Metadata about the private attributes of the model.

__pydantic_complete__: ClassVar[bool] = True

Whether model building is completed, or if there are still undefined fields.

__pydantic_computed_fields__: ClassVar[Dict[str, ComputedFieldInfo]] = {}

A dictionary of computed field names and their corresponding [ComputedFieldInfo][pydantic.fields.ComputedFieldInfo] objects.

__pydantic_core_schema__: ClassVar[CoreSchema] = {'cls': <class 'gt4sd.configuration.GT4SDConfiguration'>, 'config': {'extra_fields_behavior': 'forbid', 'title': 'GT4SDConfiguration', 'validate_default': True}, 'custom_init': True, 'metadata': {'pydantic_js_functions': [<bound method BaseModel.__get_pydantic_json_schema__ of <class 'gt4sd.configuration.GT4SDConfiguration'>>]}, 'ref': 'gt4sd.configuration.GT4SDConfiguration:94818137509888', 'root_model': False, 'schema': {'computed_fields': [], 'fields': {'gt4sd_create_unverified_ssl_context': {'metadata': {}, 'schema': {'default': False, 'schema': {'type': 'bool'}, 'type': 'default'}, 'type': 'model-field'}, 'gt4sd_disable_cudnn': {'metadata': {}, 'schema': {'default': False, 'schema': {'type': 'bool'}, 'type': 'default'}, 'type': 'model-field'}, 'gt4sd_local_cache_path': {'metadata': {}, 'schema': {'default': '/home/runner/.gt4sd', 'schema': {'type': 'str'}, 'type': 'default'}, 'type': 'model-field'}, 'gt4sd_local_cache_path_algorithms': {'metadata': {}, 'schema': {'default': 'algorithms', 'schema': {'type': 'str'}, 'type': 'default'}, 'type': 'model-field'}, 'gt4sd_local_cache_path_properties': {'metadata': {}, 'schema': {'default': 'properties', 'schema': {'type': 'str'}, 'type': 'default'}, 'type': 'model-field'}, 'gt4sd_max_number_of_samples': {'metadata': {}, 'schema': {'default': 1000000, 'schema': {'type': 'int'}, 'type': 'default'}, 'type': 'model-field'}, 'gt4sd_max_number_of_stuck_calls': {'metadata': {}, 'schema': {'default': 50, 'schema': {'type': 'int'}, 'type': 'default'}, 'type': 'model-field'}, 'gt4sd_max_runtime': {'metadata': {}, 'schema': {'default': 86400, 'schema': {'type': 'int'}, 'type': 'default'}, 'type': 'model-field'}, 'gt4sd_s3_access_key': {'metadata': {}, 'schema': {'default': '903d388dcbfe434da80b08ac8e74eaf6', 'schema': {'type': 'str'}, 'type': 'default'}, 'type': 'model-field'}, 'gt4sd_s3_access_key_hub': {'metadata': {}, 'schema': {'default': '1168c1d9ce664e75a8a151e6f4a29078', 'schema': {'type': 'str'}, 'type': 'default'}, 'type': 'model-field'}, 'gt4sd_s3_bucket_algorithms': {'metadata': {}, 'schema': {'default': 'gt4sd-cos-algorithms-artifacts', 'schema': {'type': 'str'}, 'type': 'default'}, 'type': 'model-field'}, 'gt4sd_s3_bucket_hub_algorithms': {'metadata': {}, 'schema': {'default': 'gt4sd-cos-hub-algorithms-artifacts', 'schema': {'type': 'str'}, 'type': 'default'}, 'type': 'model-field'}, 'gt4sd_s3_bucket_hub_properties': {'metadata': {}, 'schema': {'default': 'gt4sd-cos-hub-properties-artifacts', 'schema': {'type': 'str'}, 'type': 'default'}, 'type': 'model-field'}, 'gt4sd_s3_bucket_properties': {'metadata': {}, 'schema': {'default': 'gt4sd-cos-properties-artifacts', 'schema': {'type': 'str'}, 'type': 'default'}, 'type': 'model-field'}, 'gt4sd_s3_host': {'metadata': {}, 'schema': {'default': 's3.par01.cloud-object-storage.appdomain.cloud', 'schema': {'type': 'str'}, 'type': 'default'}, 'type': 'model-field'}, 'gt4sd_s3_host_hub': {'metadata': {}, 'schema': {'default': 's3.par01.cloud-object-storage.appdomain.cloud', 'schema': {'type': 'str'}, 'type': 'default'}, 'type': 'model-field'}, 'gt4sd_s3_secret_key': {'metadata': {}, 'schema': {'default': '1f33e15f41bcf7412551bd343108c40fc81a16da5a5fe081', 'schema': {'type': 'str'}, 'type': 'default'}, 'type': 'model-field'}, 'gt4sd_s3_secret_key_hub': {'metadata': {}, 'schema': {'default': '4996c6cc737828213a7afcc7e27450e1af2daf027af95c1d', 'schema': {'type': 'str'}, 'type': 'default'}, 'type': 'model-field'}, 'gt4sd_s3_secure': {'metadata': {}, 'schema': {'default': True, 'schema': {'type': 'bool'}, 'type': 'default'}, 'type': 'model-field'}, 'gt4sd_s3_secure_hub': {'metadata': {}, 'schema': {'default': True, 'schema': {'type': 'bool'}, 'type': 'default'}, 'type': 'model-field'}}, 'model_name': 'GT4SDConfiguration', 'type': 'model-fields'}, 'type': 'model'}

The core schema of the model.

__pydantic_custom_init__: ClassVar[bool] = True

Whether the model has a custom __init__ method.

__pydantic_decorators__: ClassVar[_decorators.DecoratorInfos] = DecoratorInfos(validators={}, field_validators={}, root_validators={}, field_serializers={}, model_serializers={}, model_validators={}, computed_fields={})

Metadata containing the decorators defined on the model. This replaces Model.__validators__ and Model.__root_validators__ from Pydantic V1.

__pydantic_extra_info__: ClassVar[PydanticExtraInfo | None] = None

A wrapper around the __pydantic_extra__ annotation, if explicitly annotated on a model.

This is a private attribute, not meant to be used outside Pydantic.

__pydantic_fields__: ClassVar[Dict[str, FieldInfo]] = {'gt4sd_create_unverified_ssl_context': FieldInfo(annotation=bool, required=False, default=False), 'gt4sd_disable_cudnn': FieldInfo(annotation=bool, required=False, default=False), 'gt4sd_local_cache_path': FieldInfo(annotation=str, required=False, default='/home/runner/.gt4sd'), 'gt4sd_local_cache_path_algorithms': FieldInfo(annotation=str, required=False, default='algorithms'), 'gt4sd_local_cache_path_properties': FieldInfo(annotation=str, required=False, default='properties'), 'gt4sd_max_number_of_samples': FieldInfo(annotation=int, required=False, default=1000000), 'gt4sd_max_number_of_stuck_calls': FieldInfo(annotation=int, required=False, default=50), 'gt4sd_max_runtime': FieldInfo(annotation=int, required=False, default=86400), 'gt4sd_s3_access_key': FieldInfo(annotation=str, required=False, default='903d388dcbfe434da80b08ac8e74eaf6'), 'gt4sd_s3_access_key_hub': FieldInfo(annotation=str, required=False, default='1168c1d9ce664e75a8a151e6f4a29078'), 'gt4sd_s3_bucket_algorithms': FieldInfo(annotation=str, required=False, default='gt4sd-cos-algorithms-artifacts'), 'gt4sd_s3_bucket_hub_algorithms': FieldInfo(annotation=str, required=False, default='gt4sd-cos-hub-algorithms-artifacts'), 'gt4sd_s3_bucket_hub_properties': FieldInfo(annotation=str, required=False, default='gt4sd-cos-hub-properties-artifacts'), 'gt4sd_s3_bucket_properties': FieldInfo(annotation=str, required=False, default='gt4sd-cos-properties-artifacts'), 'gt4sd_s3_host': FieldInfo(annotation=str, required=False, default='s3.par01.cloud-object-storage.appdomain.cloud'), 'gt4sd_s3_host_hub': FieldInfo(annotation=str, required=False, default='s3.par01.cloud-object-storage.appdomain.cloud'), 'gt4sd_s3_secret_key': FieldInfo(annotation=str, required=False, default='1f33e15f41bcf7412551bd343108c40fc81a16da5a5fe081'), 'gt4sd_s3_secret_key_hub': FieldInfo(annotation=str, required=False, default='4996c6cc737828213a7afcc7e27450e1af2daf027af95c1d'), 'gt4sd_s3_secure': FieldInfo(annotation=bool, required=False, default=True), 'gt4sd_s3_secure_hub': FieldInfo(annotation=bool, required=False, default=True)}

A dictionary of field names and their corresponding [FieldInfo][pydantic.fields.FieldInfo] objects. This replaces Model.__fields__ from Pydantic V1.

__pydantic_generic_metadata__: ClassVar[_generics.PydanticGenericMetadata] = {'args': (), 'origin': None, 'parameters': ()}

A dictionary containing metadata about generic Pydantic models.

The origin and args items map to the [__origin__][genericalias.__origin__] and [__args__][genericalias.__args__] attributes of [generic aliases][types-genericalias], and the parameter item maps to the __parameter__ attribute of generic classes.

__pydantic_parent_namespace__: ClassVar[Dict[str, Any] | None] = None

Parent namespace of the model, used for automatic rebuilding of models.

__pydantic_post_init__: ClassVar[None | Literal['model_post_init']] = None

The name of the post-init method for the model, if defined.

__pydantic_serializer__: ClassVar[SchemaSerializer] = SchemaSerializer(serializer=PolymorphismTrampoline(     PolymorphismTrampoline {         class: Py(             0x0000563c91679000,         ),         serializer: PolymorphismTrampoline(             PolymorphismTrampoline {                 class: Py(                     0x0000563c91679000,                 ),                 serializer: Model(                     ModelSerializer {                         class: Py(                             0x0000563c91679000,                         ),                         serializer: Fields(                             GeneralFieldsSerializer {                                 fields: {                                     "gt4sd_create_unverified_ssl_context": SerField {                                         key: "gt4sd_create_unverified_ssl_context",                                         alias: None,                                         serializer: Some(                                             WithDefault(                                                 WithDefaultSerializer {                                                     default: Default(                                                         Py(                                                             0x0000563c55c1c6c0,                                                         ),                                                     ),                                                     serializer: Bool(                                                         BoolSerializer,                                                     ),                                                 },                                             ),                                         ),                                         required: true,                                         serialize_by_alias: None,                                         serialization_exclude_if: None,                                     },                                     "gt4sd_disable_cudnn": SerField {                                         key: "gt4sd_disable_cudnn",                                         alias: None,                                         serializer: Some(                                             WithDefault(                                                 WithDefaultSerializer {                                                     default: Default(                                                         Py(                                                             0x0000563c55c1c6c0,                                                         ),                                                     ),                                                     serializer: Bool(                                                         BoolSerializer,                                                     ),                                                 },                                             ),                                         ),                                         required: true,                                         serialize_by_alias: None,                                         serialization_exclude_if: None,                                     },                                     "gt4sd_s3_host": SerField {                                         key: "gt4sd_s3_host",                                         alias: None,                                         serializer: Some(                                             WithDefault(                                                 WithDefaultSerializer {                                                     default: Default(                                                         Py(                                                             0x00007f222bfa1b90,                                                         ),                                                     ),                                                     serializer: Str(                                                         StrSerializer,                                                     ),                                                 },                                             ),                                         ),                                         required: true,                                         serialize_by_alias: None,                                         serialization_exclude_if: None,                                     },                                     "gt4sd_max_number_of_samples": SerField {                                         key: "gt4sd_max_number_of_samples",                                         alias: None,                                         serializer: Some(                                             WithDefault(                                                 WithDefaultSerializer {                                                     default: Default(                                                         Py(                                                             0x00007f222bf31390,                                                         ),                                                     ),                                                     serializer: Int(                                                         IntSerializer,                                                     ),                                                 },                                             ),                                         ),                                         required: true,                                         serialize_by_alias: None,                                         serialization_exclude_if: None,                                     },                                     "gt4sd_local_cache_path": SerField {                                         key: "gt4sd_local_cache_path",                                         alias: None,                                         serializer: Some(                                             WithDefault(                                                 WithDefaultSerializer {                                                     default: Default(                                                         Py(                                                             0x00007f222b10add0,                                                         ),                                                     ),                                                     serializer: Str(                                                         StrSerializer,                                                     ),                                                 },                                             ),                                         ),                                         required: true,                                         serialize_by_alias: None,                                         serialization_exclude_if: None,                                     },                                     "gt4sd_s3_access_key": SerField {                                         key: "gt4sd_s3_access_key",                                         alias: None,                                         serializer: Some(                                             WithDefault(                                                 WithDefaultSerializer {                                                     default: Default(                                                         Py(                                                             0x00007f222bfa1bf0,                                                         ),                                                     ),                                                     serializer: Str(                                                         StrSerializer,                                                     ),                                                 },                                             ),                                         ),                                         required: true,                                         serialize_by_alias: None,                                         serialization_exclude_if: None,                                     },                                     "gt4sd_s3_secure": SerField {                                         key: "gt4sd_s3_secure",                                         alias: None,                                         serializer: Some(                                             WithDefault(                                                 WithDefaultSerializer {                                                     default: Default(                                                         Py(                                                             0x0000563c55c1c6e0,                                                         ),                                                     ),                                                     serializer: Bool(                                                         BoolSerializer,                                                     ),                                                 },                                             ),                                         ),                                         required: true,                                         serialize_by_alias: None,                                         serialization_exclude_if: None,                                     },                                     "gt4sd_local_cache_path_algorithms": SerField {                                         key: "gt4sd_local_cache_path_algorithms",                                         alias: None,                                         serializer: Some(                                             WithDefault(                                                 WithDefaultSerializer {                                                     default: Default(                                                         Py(                                                             0x00007f222cbd9ff0,                                                         ),                                                     ),                                                     serializer: Str(                                                         StrSerializer,                                                     ),                                                 },                                             ),                                         ),                                         required: true,                                         serialize_by_alias: None,                                         serialization_exclude_if: None,                                     },                                     "gt4sd_max_number_of_stuck_calls": SerField {                                         key: "gt4sd_max_number_of_stuck_calls",                                         alias: None,                                         serializer: Some(                                             WithDefault(                                                 WithDefaultSerializer {                                                     default: Default(                                                         Py(                                                             0x00007f222f300710,                                                         ),                                                     ),                                                     serializer: Int(                                                         IntSerializer,                                                     ),                                                 },                                             ),                                         ),                                         required: true,                                         serialize_by_alias: None,                                         serialization_exclude_if: None,                                     },                                     "gt4sd_max_runtime": SerField {                                         key: "gt4sd_max_runtime",                                         alias: None,                                         serializer: Some(                                             WithDefault(                                                 WithDefaultSerializer {                                                     default: Default(                                                         Py(                                                             0x00007f222bf31310,                                                         ),                                                     ),                                                     serializer: Int(                                                         IntSerializer,                                                     ),                                                 },                                             ),                                         ),                                         required: true,                                         serialize_by_alias: None,                                         serialization_exclude_if: None,                                     },                                     "gt4sd_s3_host_hub": SerField {                                         key: "gt4sd_s3_host_hub",                                         alias: None,                                         serializer: Some(                                             WithDefault(                                                 WithDefaultSerializer {                                                     default: Default(                                                         Py(                                                             0x00007f222bfa1b90,                                                         ),                                                     ),                                                     serializer: Str(                                                         StrSerializer,                                                     ),                                                 },                                             ),                                         ),                                         required: true,                                         serialize_by_alias: None,                                         serialization_exclude_if: None,                                     },                                     "gt4sd_s3_secret_key_hub": SerField {                                         key: "gt4sd_s3_secret_key_hub",                                         alias: None,                                         serializer: Some(                                             WithDefault(                                                 WithDefaultSerializer {                                                     default: Default(                                                         Py(                                                             0x00007f222bf8e090,                                                         ),                                                     ),                                                     serializer: Str(                                                         StrSerializer,                                                     ),                                                 },                                             ),                                         ),                                         required: true,                                         serialize_by_alias: None,                                         serialization_exclude_if: None,                                     },                                     "gt4sd_s3_secret_key": SerField {                                         key: "gt4sd_s3_secret_key",                                         alias: None,                                         serializer: Some(                                             WithDefault(                                                 WithDefaultSerializer {                                                     default: Default(                                                         Py(                                                             0x00007f222bf8e020,                                                         ),                                                     ),                                                     serializer: Str(                                                         StrSerializer,                                                     ),                                                 },                                             ),                                         ),                                         required: true,                                         serialize_by_alias: None,                                         serialization_exclude_if: None,                                     },                                     "gt4sd_local_cache_path_properties": SerField {                                         key: "gt4sd_local_cache_path_properties",                                         alias: None,                                         serializer: Some(                                             WithDefault(                                                 WithDefaultSerializer {                                                     default: Default(                                                         Py(                                                             0x00007f222e8d6fb0,                                                         ),                                                     ),                                                     serializer: Str(                                                         StrSerializer,                                                     ),                                                 },                                             ),                                         ),                                         required: true,                                         serialize_by_alias: None,                                         serialization_exclude_if: None,                                     },                                     "gt4sd_s3_bucket_hub_algorithms": SerField {                                         key: "gt4sd_s3_bucket_hub_algorithms",                                         alias: None,                                         serializer: Some(                                             WithDefault(                                                 WithDefaultSerializer {                                                     default: Default(                                                         Py(                                                             0x00007f222bfa1cb0,                                                         ),                                                     ),                                                     serializer: Str(                                                         StrSerializer,                                                     ),                                                 },                                             ),                                         ),                                         required: true,                                         serialize_by_alias: None,                                         serialization_exclude_if: None,                                     },                                     "gt4sd_s3_bucket_hub_properties": SerField {                                         key: "gt4sd_s3_bucket_hub_properties",                                         alias: None,                                         serializer: Some(                                             WithDefault(                                                 WithDefaultSerializer {                                                     default: Default(                                                         Py(                                                             0x00007f222bfa1d10,                                                         ),                                                     ),                                                     serializer: Str(                                                         StrSerializer,                                                     ),                                                 },                                             ),                                         ),                                         required: true,                                         serialize_by_alias: None,                                         serialization_exclude_if: None,                                     },                                     "gt4sd_s3_secure_hub": SerField {                                         key: "gt4sd_s3_secure_hub",                                         alias: None,                                         serializer: Some(                                             WithDefault(                                                 WithDefaultSerializer {                                                     default: Default(                                                         Py(                                                             0x0000563c55c1c6e0,                                                         ),                                                     ),                                                     serializer: Bool(                                                         BoolSerializer,                                                     ),                                                 },                                             ),                                         ),                                         required: true,                                         serialize_by_alias: None,                                         serialization_exclude_if: None,                                     },                                     "gt4sd_s3_bucket_properties": SerField {                                         key: "gt4sd_s3_bucket_properties",                                         alias: None,                                         serializer: Some(                                             WithDefault(                                                 WithDefaultSerializer {                                                     default: Default(                                                         Py(                                                             0x00007f222bfbe420,                                                         ),                                                     ),                                                     serializer: Str(                                                         StrSerializer,                                                     ),                                                 },                                             ),                                         ),                                         required: true,                                         serialize_by_alias: None,                                         serialization_exclude_if: None,                                     },                                     "gt4sd_s3_bucket_algorithms": SerField {                                         key: "gt4sd_s3_bucket_algorithms",                                         alias: None,                                         serializer: Some(                                             WithDefault(                                                 WithDefaultSerializer {                                                     default: Default(                                                         Py(                                                             0x00007f222bfbe380,                                                         ),                                                     ),                                                     serializer: Str(                                                         StrSerializer,                                                     ),                                                 },                                             ),                                         ),                                         required: true,                                         serialize_by_alias: None,                                         serialization_exclude_if: None,                                     },                                     "gt4sd_s3_access_key_hub": SerField {                                         key: "gt4sd_s3_access_key_hub",                                         alias: None,                                         serializer: Some(                                             WithDefault(                                                 WithDefaultSerializer {                                                     default: Default(                                                         Py(                                                             0x00007f222bfa1c50,                                                         ),                                                     ),                                                     serializer: Str(                                                         StrSerializer,                                                     ),                                                 },                                             ),                                         ),                                         required: true,                                         serialize_by_alias: None,                                         serialization_exclude_if: None,                                     },                                 },                                 computed_fields: Some(                                     ComputedFields(                                         [],                                     ),                                 ),                                 mode: SimpleDict,                                 extra_serializer: None,                                 filter: SchemaFilter {                                     include: None,                                     exclude: None,                                 },                                 required_fields: 20,                             },                         ),                         has_extra: false,                         root_model: false,                         name: "GT4SDConfiguration",                     },                 ),                 enabled_from_config: false,             },         ),         enabled_from_config: false,     }, ), definitions=[])

The pydantic-core SchemaSerializer used to dump instances of the model.

__pydantic_setattr_handlers__: ClassVar[Dict[str, Callable[[BaseModel, str, Any], None]]] = {}

__setattr__ handlers. Memoizing the handlers leads to a dramatic performance improvement in __setattr__

__pydantic_validator__: ClassVar[SchemaValidator | PluggableSchemaValidator] = SchemaValidator(title="GT4SDConfiguration", validator=Model(     ModelValidator {         revalidate: Never,         validator: ModelFields(             ModelFieldsValidator {                 fields: [                     Field {                         name: "gt4sd_local_cache_path",                         lookup_path_collection: LookupPathCollection {                             by_name: LookupPath {                                 first_item: PathItemString(                                     "gt4sd_local_cache_path",                                 ),                                 rest: [],                             },                             by_alias: [],                         },                         validator: WithDefault(                             WithDefaultValidator {                                 default: Default(                                     Py(                                         0x00007f222b10add0,                                     ),                                 ),                                 on_error: Raise,                                 validator: Str(                                     StrValidator {                                         strict: false,                                         coerce_numbers_to_str: false,                                     },                                 ),                                 validate_default: true,                                 copy_default: false,                                 name: "default[str]",                                 undefined: Py(                                     0x00007f222cf13af0,                                 ),                             },                         ),                         frozen: false,                     },                     Field {                         name: "gt4sd_local_cache_path_algorithms",                         lookup_path_collection: LookupPathCollection {                             by_name: LookupPath {                                 first_item: PathItemString(                                     "gt4sd_local_cache_path_algorithms",                                 ),                                 rest: [],                             },                             by_alias: [],                         },                         validator: WithDefault(                             WithDefaultValidator {                                 default: Default(                                     Py(                                         0x00007f222cbd9ff0,                                     ),                                 ),                                 on_error: Raise,                                 validator: Str(                                     StrValidator {                                         strict: false,                                         coerce_numbers_to_str: false,                                     },                                 ),                                 validate_default: true,                                 copy_default: false,                                 name: "default[str]",                                 undefined: Py(                                     0x00007f222cf13af0,                                 ),                             },                         ),                         frozen: false,                     },                     Field {                         name: "gt4sd_local_cache_path_properties",                         lookup_path_collection: LookupPathCollection {                             by_name: LookupPath {                                 first_item: PathItemString(                                     "gt4sd_local_cache_path_properties",                                 ),                                 rest: [],                             },                             by_alias: [],                         },                         validator: WithDefault(                             WithDefaultValidator {                                 default: Default(                                     Py(                                         0x00007f222e8d6fb0,                                     ),                                 ),                                 on_error: Raise,                                 validator: Str(                                     StrValidator {                                         strict: false,                                         coerce_numbers_to_str: false,                                     },                                 ),                                 validate_default: true,                                 copy_default: false,                                 name: "default[str]",                                 undefined: Py(                                     0x00007f222cf13af0,                                 ),                             },                         ),                         frozen: false,                     },                     Field {                         name: "gt4sd_max_number_of_stuck_calls",                         lookup_path_collection: LookupPathCollection {                             by_name: LookupPath {                                 first_item: PathItemString(                                     "gt4sd_max_number_of_stuck_calls",                                 ),                                 rest: [],                             },                             by_alias: [],                         },                         validator: WithDefault(                             WithDefaultValidator {                                 default: Default(                                     Py(                                         0x00007f222f300710,                                     ),                                 ),                                 on_error: Raise,                                 validator: Int(                                     IntValidator {                                         strict: false,                                     },                                 ),                                 validate_default: true,                                 copy_default: false,                                 name: "default[int]",                                 undefined: Py(                                     0x00007f222cf13af0,                                 ),                             },                         ),                         frozen: false,                     },                     Field {                         name: "gt4sd_max_number_of_samples",                         lookup_path_collection: LookupPathCollection {                             by_name: LookupPath {                                 first_item: PathItemString(                                     "gt4sd_max_number_of_samples",                                 ),                                 rest: [],                             },                             by_alias: [],                         },                         validator: WithDefault(                             WithDefaultValidator {                                 default: Default(                                     Py(                                         0x00007f222bf31390,                                     ),                                 ),                                 on_error: Raise,                                 validator: Int(                                     IntValidator {                                         strict: false,                                     },                                 ),                                 validate_default: true,                                 copy_default: false,                                 name: "default[int]",                                 undefined: Py(                                     0x00007f222cf13af0,                                 ),                             },                         ),                         frozen: false,                     },                     Field {                         name: "gt4sd_max_runtime",                         lookup_path_collection: LookupPathCollection {                             by_name: LookupPath {                                 first_item: PathItemString(                                     "gt4sd_max_runtime",                                 ),                                 rest: [],                             },                             by_alias: [],                         },                         validator: WithDefault(                             WithDefaultValidator {                                 default: Default(                                     Py(                                         0x00007f222bf31310,                                     ),                                 ),                                 on_error: Raise,                                 validator: Int(                                     IntValidator {                                         strict: false,                                     },                                 ),                                 validate_default: true,                                 copy_default: false,                                 name: "default[int]",                                 undefined: Py(                                     0x00007f222cf13af0,                                 ),                             },                         ),                         frozen: false,                     },                     Field {                         name: "gt4sd_create_unverified_ssl_context",                         lookup_path_collection: LookupPathCollection {                             by_name: LookupPath {                                 first_item: PathItemString(                                     "gt4sd_create_unverified_ssl_context",                                 ),                                 rest: [],                             },                             by_alias: [],                         },                         validator: WithDefault(                             WithDefaultValidator {                                 default: Default(                                     Py(                                         0x0000563c55c1c6c0,                                     ),                                 ),                                 on_error: Raise,                                 validator: Bool(                                     BoolValidator {                                         strict: false,                                     },                                 ),                                 validate_default: true,                                 copy_default: false,                                 name: "default[bool]",                                 undefined: Py(                                     0x00007f222cf13af0,                                 ),                             },                         ),                         frozen: false,                     },                     Field {                         name: "gt4sd_disable_cudnn",                         lookup_path_collection: LookupPathCollection {                             by_name: LookupPath {                                 first_item: PathItemString(                                     "gt4sd_disable_cudnn",                                 ),                                 rest: [],                             },                             by_alias: [],                         },                         validator: WithDefault(                             WithDefaultValidator {                                 default: Default(                                     Py(                                         0x0000563c55c1c6c0,                                     ),                                 ),                                 on_error: Raise,                                 validator: Bool(                                     BoolValidator {                                         strict: false,                                     },                                 ),                                 validate_default: true,                                 copy_default: false,                                 name: "default[bool]",                                 undefined: Py(                                     0x00007f222cf13af0,                                 ),                             },                         ),                         frozen: false,                     },                     Field {                         name: "gt4sd_s3_host",                         lookup_path_collection: LookupPathCollection {                             by_name: LookupPath {                                 first_item: PathItemString(                                     "gt4sd_s3_host",                                 ),                                 rest: [],                             },                             by_alias: [],                         },                         validator: WithDefault(                             WithDefaultValidator {                                 default: Default(                                     Py(                                         0x00007f222bfa1b90,                                     ),                                 ),                                 on_error: Raise,                                 validator: Str(                                     StrValidator {                                         strict: false,                                         coerce_numbers_to_str: false,                                     },                                 ),                                 validate_default: true,                                 copy_default: false,                                 name: "default[str]",                                 undefined: Py(                                     0x00007f222cf13af0,                                 ),                             },                         ),                         frozen: false,                     },                     Field {                         name: "gt4sd_s3_access_key",                         lookup_path_collection: LookupPathCollection {                             by_name: LookupPath {                                 first_item: PathItemString(                                     "gt4sd_s3_access_key",                                 ),                                 rest: [],                             },                             by_alias: [],                         },                         validator: WithDefault(                             WithDefaultValidator {                                 default: Default(                                     Py(                                         0x00007f222bfa1bf0,                                     ),                                 ),                                 on_error: Raise,                                 validator: Str(                                     StrValidator {                                         strict: false,                                         coerce_numbers_to_str: false,                                     },                                 ),                                 validate_default: true,                                 copy_default: false,                                 name: "default[str]",                                 undefined: Py(                                     0x00007f222cf13af0,                                 ),                             },                         ),                         frozen: false,                     },                     Field {                         name: "gt4sd_s3_secret_key",                         lookup_path_collection: LookupPathCollection {                             by_name: LookupPath {                                 first_item: PathItemString(                                     "gt4sd_s3_secret_key",                                 ),                                 rest: [],                             },                             by_alias: [],                         },                         validator: WithDefault(                             WithDefaultValidator {                                 default: Default(                                     Py(                                         0x00007f222bf8e020,                                     ),                                 ),                                 on_error: Raise,                                 validator: Str(                                     StrValidator {                                         strict: false,                                         coerce_numbers_to_str: false,                                     },                                 ),                                 validate_default: true,                                 copy_default: false,                                 name: "default[str]",                                 undefined: Py(                                     0x00007f222cf13af0,                                 ),                             },                         ),                         frozen: false,                     },                     Field {                         name: "gt4sd_s3_secure",                         lookup_path_collection: LookupPathCollection {                             by_name: LookupPath {                                 first_item: PathItemString(                                     "gt4sd_s3_secure",                                 ),                                 rest: [],                             },                             by_alias: [],                         },                         validator: WithDefault(                             WithDefaultValidator {                                 default: Default(                                     Py(                                         0x0000563c55c1c6e0,                                     ),                                 ),                                 on_error: Raise,                                 validator: Bool(                                     BoolValidator {                                         strict: false,                                     },                                 ),                                 validate_default: true,                                 copy_default: false,                                 name: "default[bool]",                                 undefined: Py(                                     0x00007f222cf13af0,                                 ),                             },                         ),                         frozen: false,                     },                     Field {                         name: "gt4sd_s3_bucket_algorithms",                         lookup_path_collection: LookupPathCollection {                             by_name: LookupPath {                                 first_item: PathItemString(                                     "gt4sd_s3_bucket_algorithms",                                 ),                                 rest: [],                             },                             by_alias: [],                         },                         validator: WithDefault(                             WithDefaultValidator {                                 default: Default(                                     Py(                                         0x00007f222bfbe380,                                     ),                                 ),                                 on_error: Raise,                                 validator: Str(                                     StrValidator {                                         strict: false,                                         coerce_numbers_to_str: false,                                     },                                 ),                                 validate_default: true,                                 copy_default: false,                                 name: "default[str]",                                 undefined: Py(                                     0x00007f222cf13af0,                                 ),                             },                         ),                         frozen: false,                     },                     Field {                         name: "gt4sd_s3_bucket_properties",                         lookup_path_collection: LookupPathCollection {                             by_name: LookupPath {                                 first_item: PathItemString(                                     "gt4sd_s3_bucket_properties",                                 ),                                 rest: [],                             },                             by_alias: [],                         },                         validator: WithDefault(                             WithDefaultValidator {                                 default: Default(                                     Py(                                         0x00007f222bfbe420,                                     ),                                 ),                                 on_error: Raise,                                 validator: Str(                                     StrValidator {                                         strict: false,                                         coerce_numbers_to_str: false,                                     },                                 ),                                 validate_default: true,                                 copy_default: false,                                 name: "default[str]",                                 undefined: Py(                                     0x00007f222cf13af0,                                 ),                             },                         ),                         frozen: false,                     },                     Field {                         name: "gt4sd_s3_host_hub",                         lookup_path_collection: LookupPathCollection {                             by_name: LookupPath {                                 first_item: PathItemString(                                     "gt4sd_s3_host_hub",                                 ),                                 rest: [],                             },                             by_alias: [],                         },                         validator: WithDefault(                             WithDefaultValidator {                                 default: Default(                                     Py(                                         0x00007f222bfa1b90,                                     ),                                 ),                                 on_error: Raise,                                 validator: Str(                                     StrValidator {                                         strict: false,                                         coerce_numbers_to_str: false,                                     },                                 ),                                 validate_default: true,                                 copy_default: false,                                 name: "default[str]",                                 undefined: Py(                                     0x00007f222cf13af0,                                 ),                             },                         ),                         frozen: false,                     },                     Field {                         name: "gt4sd_s3_access_key_hub",                         lookup_path_collection: LookupPathCollection {                             by_name: LookupPath {                                 first_item: PathItemString(                                     "gt4sd_s3_access_key_hub",                                 ),                                 rest: [],                             },                             by_alias: [],                         },                         validator: WithDefault(                             WithDefaultValidator {                                 default: Default(                                     Py(                                         0x00007f222bfa1c50,                                     ),                                 ),                                 on_error: Raise,                                 validator: Str(                                     StrValidator {                                         strict: false,                                         coerce_numbers_to_str: false,                                     },                                 ),                                 validate_default: true,                                 copy_default: false,                                 name: "default[str]",                                 undefined: Py(                                     0x00007f222cf13af0,                                 ),                             },                         ),                         frozen: false,                     },                     Field {                         name: "gt4sd_s3_secret_key_hub",                         lookup_path_collection: LookupPathCollection {                             by_name: LookupPath {                                 first_item: PathItemString(                                     "gt4sd_s3_secret_key_hub",                                 ),                                 rest: [],                             },                             by_alias: [],                         },                         validator: WithDefault(                             WithDefaultValidator {                                 default: Default(                                     Py(                                         0x00007f222bf8e090,                                     ),                                 ),                                 on_error: Raise,                                 validator: Str(                                     StrValidator {                                         strict: false,                                         coerce_numbers_to_str: false,                                     },                                 ),                                 validate_default: true,                                 copy_default: false,                                 name: "default[str]",                                 undefined: Py(                                     0x00007f222cf13af0,                                 ),                             },                         ),                         frozen: false,                     },                     Field {                         name: "gt4sd_s3_secure_hub",                         lookup_path_collection: LookupPathCollection {                             by_name: LookupPath {                                 first_item: PathItemString(                                     "gt4sd_s3_secure_hub",                                 ),                                 rest: [],                             },                             by_alias: [],                         },                         validator: WithDefault(                             WithDefaultValidator {                                 default: Default(                                     Py(                                         0x0000563c55c1c6e0,                                     ),                                 ),                                 on_error: Raise,                                 validator: Bool(                                     BoolValidator {                                         strict: false,                                     },                                 ),                                 validate_default: true,                                 copy_default: false,                                 name: "default[bool]",                                 undefined: Py(                                     0x00007f222cf13af0,                                 ),                             },                         ),                         frozen: false,                     },                     Field {                         name: "gt4sd_s3_bucket_hub_algorithms",                         lookup_path_collection: LookupPathCollection {                             by_name: LookupPath {                                 first_item: PathItemString(                                     "gt4sd_s3_bucket_hub_algorithms",                                 ),                                 rest: [],                             },                             by_alias: [],                         },                         validator: WithDefault(                             WithDefaultValidator {                                 default: Default(                                     Py(                                         0x00007f222bfa1cb0,                                     ),                                 ),                                 on_error: Raise,                                 validator: Str(                                     StrValidator {                                         strict: false,                                         coerce_numbers_to_str: false,                                     },                                 ),                                 validate_default: true,                                 copy_default: false,                                 name: "default[str]",                                 undefined: Py(                                     0x00007f222cf13af0,                                 ),                             },                         ),                         frozen: false,                     },                     Field {                         name: "gt4sd_s3_bucket_hub_properties",                         lookup_path_collection: LookupPathCollection {                             by_name: LookupPath {                                 first_item: PathItemString(                                     "gt4sd_s3_bucket_hub_properties",                                 ),                                 rest: [],                             },                             by_alias: [],                         },                         validator: WithDefault(                             WithDefaultValidator {                                 default: Default(                                     Py(                                         0x00007f222bfa1d10,                                     ),                                 ),                                 on_error: Raise,                                 validator: Str(                                     StrValidator {                                         strict: false,                                         coerce_numbers_to_str: false,                                     },                                 ),                                 validate_default: true,                                 copy_default: false,                                 name: "default[str]",                                 undefined: Py(                                     0x00007f222cf13af0,                                 ),                             },                         ),                         frozen: false,                     },                 ],                 model_name: "GT4SDConfiguration",                 extra_behavior: Forbid,                 extras_validator: None,                 extras_keys_validator: None,                 strict: false,                 from_attributes: false,                 loc_by_alias: true,                 lookup: LookupTree {                     inner: {                         PathItemString(                             "gt4sd_s3_access_key",                         ): LookupTreeNode {                             fields: [                                 LookupFieldInfo {                                     field_index: 9,                                     lookup_priority: LookupFieldPriority {                                         lookup_type: Both,                                         alias_index: 0,                                     },                                 },                             ],                             map: {},                             list: {},                         },                         PathItemString(                             "gt4sd_s3_bucket_properties",                         ): LookupTreeNode {                             fields: [                                 LookupFieldInfo {                                     field_index: 13,                                     lookup_priority: LookupFieldPriority {                                         lookup_type: Both,                                         alias_index: 0,                                     },                                 },                             ],                             map: {},                             list: {},                         },                         PathItemString(                             "gt4sd_s3_host_hub",                         ): LookupTreeNode {                             fields: [                                 LookupFieldInfo {                                     field_index: 14,                                     lookup_priority: LookupFieldPriority {                                         lookup_type: Both,                                         alias_index: 0,                                     },                                 },                             ],                             map: {},                             list: {},                         },                         PathItemString(                             "gt4sd_s3_secret_key_hub",                         ): LookupTreeNode {                             fields: [                                 LookupFieldInfo {                                     field_index: 16,                                     lookup_priority: LookupFieldPriority {                                         lookup_type: Both,                                         alias_index: 0,                                     },                                 },                             ],                             map: {},                             list: {},                         },                         PathItemString(                             "gt4sd_s3_secure_hub",                         ): LookupTreeNode {                             fields: [                                 LookupFieldInfo {                                     field_index: 17,                                     lookup_priority: LookupFieldPriority {                                         lookup_type: Both,                                         alias_index: 0,                                     },                                 },                             ],                             map: {},                             list: {},                         },                         PathItemString(                             "gt4sd_s3_bucket_hub_algorithms",                         ): LookupTreeNode {                             fields: [                                 LookupFieldInfo {                                     field_index: 18,                                     lookup_priority: LookupFieldPriority {                                         lookup_type: Both,                                         alias_index: 0,                                     },                                 },                             ],                             map: {},                             list: {},                         },                         PathItemString(                             "gt4sd_max_number_of_stuck_calls",                         ): LookupTreeNode {                             fields: [                                 LookupFieldInfo {                                     field_index: 3,                                     lookup_priority: LookupFieldPriority {                                         lookup_type: Both,                                         alias_index: 0,                                     },                                 },                             ],                             map: {},                             list: {},                         },                         PathItemString(                             "gt4sd_s3_bucket_algorithms",                         ): LookupTreeNode {                             fields: [                                 LookupFieldInfo {                                     field_index: 12,                                     lookup_priority: LookupFieldPriority {                                         lookup_type: Both,                                         alias_index: 0,                                     },                                 },                             ],                             map: {},                             list: {},                         },                         PathItemString(                             "gt4sd_local_cache_path",                         ): LookupTreeNode {                             fields: [                                 LookupFieldInfo {                                     field_index: 0,                                     lookup_priority: LookupFieldPriority {                                         lookup_type: Both,                                         alias_index: 0,                                     },                                 },                             ],                             map: {},                             list: {},                         },                         PathItemString(                             "gt4sd_local_cache_path_algorithms",                         ): LookupTreeNode {                             fields: [                                 LookupFieldInfo {                                     field_index: 1,                                     lookup_priority: LookupFieldPriority {                                         lookup_type: Both,                                         alias_index: 0,                                     },                                 },                             ],                             map: {},                             list: {},                         },                         PathItemString(                             "gt4sd_max_number_of_samples",                         ): LookupTreeNode {                             fields: [                                 LookupFieldInfo {                                     field_index: 4,                                     lookup_priority: LookupFieldPriority {                                         lookup_type: Both,                                         alias_index: 0,                                     },                                 },                             ],                             map: {},                             list: {},                         },                         PathItemString(                             "gt4sd_s3_secret_key",                         ): LookupTreeNode {                             fields: [                                 LookupFieldInfo {                                     field_index: 10,                                     lookup_priority: LookupFieldPriority {                                         lookup_type: Both,                                         alias_index: 0,                                     },                                 },                             ],                             map: {},                             list: {},                         },                         PathItemString(                             "gt4sd_s3_secure",                         ): LookupTreeNode {                             fields: [                                 LookupFieldInfo {                                     field_index: 11,                                     lookup_priority: LookupFieldPriority {                                         lookup_type: Both,                                         alias_index: 0,                                     },                                 },                             ],                             map: {},                             list: {},                         },                         PathItemString(                             "gt4sd_s3_access_key_hub",                         ): LookupTreeNode {                             fields: [                                 LookupFieldInfo {                                     field_index: 15,                                     lookup_priority: LookupFieldPriority {                                         lookup_type: Both,                                         alias_index: 0,                                     },                                 },                             ],                             map: {},                             list: {},                         },                         PathItemString(                             "gt4sd_local_cache_path_properties",                         ): LookupTreeNode {                             fields: [                                 LookupFieldInfo {                                     field_index: 2,                                     lookup_priority: LookupFieldPriority {                                         lookup_type: Both,                                         alias_index: 0,                                     },                                 },                             ],                             map: {},                             list: {},                         },                         PathItemString(                             "gt4sd_s3_bucket_hub_properties",                         ): LookupTreeNode {                             fields: [                                 LookupFieldInfo {                                     field_index: 19,                                     lookup_priority: LookupFieldPriority {                                         lookup_type: Both,                                         alias_index: 0,                                     },                                 },                             ],                             map: {},                             list: {},                         },                         PathItemString(                             "gt4sd_s3_host",                         ): LookupTreeNode {                             fields: [                                 LookupFieldInfo {                                     field_index: 8,                                     lookup_priority: LookupFieldPriority {                                         lookup_type: Both,                                         alias_index: 0,                                     },                                 },                             ],                             map: {},                             list: {},                         },                         PathItemString(                             "gt4sd_disable_cudnn",                         ): LookupTreeNode {                             fields: [                                 LookupFieldInfo {                                     field_index: 7,                                     lookup_priority: LookupFieldPriority {                                         lookup_type: Both,                                         alias_index: 0,                                     },                                 },                             ],                             map: {},                             list: {},                         },                         PathItemString(                             "gt4sd_create_unverified_ssl_context",                         ): LookupTreeNode {                             fields: [                                 LookupFieldInfo {                                     field_index: 6,                                     lookup_priority: LookupFieldPriority {                                         lookup_type: Both,                                         alias_index: 0,                                     },                                 },                             ],                             map: {},                             list: {},                         },                         PathItemString(                             "gt4sd_max_runtime",                         ): LookupTreeNode {                             fields: [                                 LookupFieldInfo {                                     field_index: 5,                                     lookup_priority: LookupFieldPriority {                                         lookup_type: Both,                                         alias_index: 0,                                     },                                 },                             ],                             map: {},                             list: {},                         },                     },                 },                 validate_by_alias: None,                 validate_by_name: None,             },         ),         class: Py(             0x0000563c91679000,         ),         generic_origin: None,         post_init: None,         frozen: false,         custom_init: true,         root_model: false,         undefined: Py(             0x00007f222cf13af0,         ),         name: "GT4SDConfiguration",     }, ), definitions=[], cache_strings=True)

The pydantic-core SchemaValidator used to validate instances of the model.

__signature__: ClassVar[Signature] = <Signature (_case_sensitive: 'bool | None' = None, _nested_model_default_partial_update: 'bool | None' = None, _env_prefix: 'str | None' = None, _env_prefix_target: 'EnvPrefixTarget | None' = None, _env_file: 'DotenvType | None' = Path('.'), _env_file_encoding: 'str | None' = None, _env_ignore_empty: 'bool | None' = None, _env_nested_delimiter: 'str | None' = None, _env_nested_max_split: 'int | 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 | Literal['dual', 'toggle'] | None" = None, _cli_ignore_unknown_args: 'bool | None' = None, _cli_kebab_case: "bool | Literal['all', 'no_enums'] | None" = None, _cli_shortcuts: 'Mapping[str, str | list[str]] | None' = None, _secrets_dir: 'PathType | None' = None, _build_sources: 'tuple[tuple[PydanticBaseSettingsSource, ...], dict[str, Any]] | None' = None, *, gt4sd_local_cache_path: str = '/home/runner/.gt4sd', gt4sd_local_cache_path_algorithms: str = 'algorithms', gt4sd_local_cache_path_properties: str = 'properties', gt4sd_max_number_of_stuck_calls: int = 50, gt4sd_max_number_of_samples: int = 1000000, gt4sd_max_runtime: int = 86400, gt4sd_create_unverified_ssl_context: bool = False, gt4sd_disable_cudnn: bool = False, gt4sd_s3_host: str = 's3.par01.cloud-object-storage.appdomain.cloud', gt4sd_s3_access_key: str = '903d388dcbfe434da80b08ac8e74eaf6', gt4sd_s3_secret_key: str = '1f33e15f41bcf7412551bd343108c40fc81a16da5a5fe081', gt4sd_s3_secure: bool = True, gt4sd_s3_bucket_algorithms: str = 'gt4sd-cos-algorithms-artifacts', gt4sd_s3_bucket_properties: str = 'gt4sd-cos-properties-artifacts', gt4sd_s3_host_hub: str = 's3.par01.cloud-object-storage.appdomain.cloud', gt4sd_s3_access_key_hub: str = '1168c1d9ce664e75a8a151e6f4a29078', gt4sd_s3_secret_key_hub: str = '4996c6cc737828213a7afcc7e27450e1af2daf027af95c1d', gt4sd_s3_secure_hub: bool = True, gt4sd_s3_bucket_hub_algorithms: str = 'gt4sd-cos-hub-algorithms-artifacts', gt4sd_s3_bucket_hub_properties: str = 'gt4sd-cos-hub-properties-artifacts') -> None>

The synthesized __init__ [Signature][inspect.Signature] of the model.

_abc_impl = <_abc._abc_data object>
class GT4SDArtifactManagementConfiguration(gt4sd_configuration)[source]

Bases: object

Artifact management configuration.

gt4sd_s3_modules: Set[str] = {'algorithms', 'properties'}
__init__(gt4sd_configuration)[source]

Initialize the artifact management configuration from the base one.

Parameters

gt4sd_configuration (GT4SDConfiguration) – GT4SD base configuration.

__annotations__ = {'gt4sd_s3_modules': typing.Set[str], 'local_cache_path': 'Dict[str, str]', 's3_bucket': 'Dict[str, str]', 's3_bucket_hub': 'Dict[str, str]'}
__dict__ = mappingproxy({'__module__': 'gt4sd.configuration', '__annotations__': {'gt4sd_s3_modules': typing.Set[str], 'local_cache_path': 'Dict[str, str]', 's3_bucket': 'Dict[str, str]', 's3_bucket_hub': 'Dict[str, str]'}, '__doc__': 'Artifact management configuration.', 'gt4sd_s3_modules': {'algorithms', 'properties'}, '__init__': <function GT4SDArtifactManagementConfiguration.__init__>, '__dict__': <attribute '__dict__' of 'GT4SDArtifactManagementConfiguration' objects>, '__weakref__': <attribute '__weakref__' of 'GT4SDArtifactManagementConfiguration' objects>})
__doc__ = 'Artifact management configuration.'
__module__ = 'gt4sd.configuration'
__weakref__

list of weak references to the object (if defined)

upload_to_s3(target_filepath, source_filepath, module='algorithms')[source]

Upload an algorithm in source_filepath in target_filepath on a bucket in the model hub. :type target_filepath: str :param target_filepath: path to save the objects in s3. :type source_filepath: str :param source_filepath: path to the file to sync. :type module: str :param module: the submodule of gt4sd that acts as a root for the bucket, defaults

to algorithms.

sync_algorithm_with_s3(prefix=None, module='algorithms')[source]

Sync an algorithm in the local cache using environment variables.

Parameters
  • prefix (Optional[str, None]) – the relative path in the bucket (both on S3 and locally) to match files to download. Defaults to None.

  • module (str) – the submodule of gt4sd that acts as a root for the bucket, defaults to algorithms.

Returns

local path using the prefix.

Return type

str

get_cached_algorithm_path(prefix=None, module='algorithms')[source]
Return type

str

get_algorithm_subdirectories_from_s3_coordinates(host, access_key, secret_key, bucket, secure=True, prefix=None)[source]

Wrapper to initialize a client and list the directories in a bucket.

Return type

Set[str]

get_algorithm_subdirectories_with_s3(prefix=None, module='algorithms')[source]

Get algorithms in the s3 buckets.

Parameters
  • prefix (Optional[str, None]) – the relative path in the bucket (both on S3 and locally) to match files to download. Defaults to None.

  • module (str) – the submodule of gt4sd that acts as a root for the bucket, defaults to algorithms.

Returns

set of available algorithms on s3 with that prefix.

Return type

Set

get_algorithm_subdirectories_in_cache(prefix=None, module='algorithms')[source]

Get algorithm subdirectories from the cache.

Parameters
  • prefix (Optional[str, None]) – prefix matching cache subdirectories. Defaults to None.

  • module (str) – the submodule of gt4sd that acts as a root for the bucket, defaults to algorithms.

Return type

Set[str]

Returns

a set of subdirectories.

reset_logging_root_logger()[source]

Reset the root logger from logging library.