lomas_server package

Subpackages

• lomas_server.admin_database package
  • Submodules
  • lomas_server.admin_database.admin_database module
  • lomas_server.admin_database.factory module
  • lomas_server.admin_database.mongodb_database module
  • lomas_server.admin_database.utils module
  • lomas_server.admin_database.yaml_database module
  • Module contents
• lomas_server.administration package
  • Module contents
• lomas_server.data_connector package
  • Submodules
  • lomas_server.data_connector.data_connector module
    • DataConnector
      • DataConnector.df
      • DataConnector.get_metadata()
      • DataConnector.get_pandas_df()
    • get_column_dtypes()
  • lomas_server.data_connector.factory module
  • lomas_server.data_connector.in_memory_connector module
    • InMemoryConnector
      • InMemoryConnector.get_pandas_df()
  • lomas_server.data_connector.path_connector module
  • lomas_server.data_connector.s3_connector module
  • Module contents
• lomas_server.dp_queries package
  • Subpackages
    • lomas_server.dp_queries.dp_libraries package
      • Submodules
      • lomas_server.dp_queries.dp_libraries.diffprivlib module
      • lomas_server.dp_queries.dp_libraries.factory module
      • lomas_server.dp_queries.dp_libraries.opendp module
      • lomas_server.dp_queries.dp_libraries.smartnoise_sql module
      • lomas_server.dp_queries.dp_libraries.smartnoise_synth module
      • lomas_server.dp_queries.dp_libraries.utils module
      • Module contents
  • Submodules
  • lomas_server.dp_queries.dp_querier module
  • lomas_server.dp_queries.dummy_dataset module
  • Module contents
• lomas_server.routes package
  • Submodules
  • lomas_server.routes.routes_admin module
  • lomas_server.routes.routes_dp module
  • lomas_server.routes.utils module
  • Module contents
• lomas_server.tests package
  • Submodules
  • lomas_server.tests.constants module
  • lomas_server.tests.test_api module
  • lomas_server.tests.test_api_diffprivlib module
  • lomas_server.tests.test_api_smartnoise_synth module
  • lomas_server.tests.test_collection_models module
    • TestMetadataModel
      • TestMetadataModel.test_boolean_column()
      • TestMetadataModel.test_categories()
      • TestMetadataModel.test_categories_match_cardinality()
      • TestMetadataModel.test_categories_match_type()
      • TestMetadataModel.test_categories_required()
      • TestMetadataModel.test_datetime_column()
      • TestMetadataModel.test_float_column()
      • TestMetadataModel.test_int_column()
      • TestMetadataModel.test_lower_upper_bounded()
      • TestMetadataModel.test_metadata_columns_discriminator()
      • TestMetadataModel.test_precision()
      • TestMetadataModel.test_standard_metadata_fields()
  • lomas_server.tests.test_dummy_generation module
  • lomas_server.tests.test_mongodb_admin module
  • lomas_server.tests.test_mongodb_admin_cli module
  • Module contents
• lomas_server.utils package
  • Submodules
  • lomas_server.utils.anti_timing_att module
  • lomas_server.utils.collection_models module
    • BooleanMetadata
      • BooleanMetadata.model_computed_fields
      • BooleanMetadata.model_config
      • BooleanMetadata.model_fields
      • BooleanMetadata.type
    • BoundedColumnMetadata
      • BoundedColumnMetadata.model_computed_fields
      • BoundedColumnMetadata.model_config
      • BoundedColumnMetadata.model_fields
      • BoundedColumnMetadata.validate_bounds()
    • CategoricalColumnMetadata
      • CategoricalColumnMetadata.model_computed_fields
      • CategoricalColumnMetadata.model_config
      • CategoricalColumnMetadata.model_fields
      • CategoricalColumnMetadata.validate_categories()
    • ColumnMetadata
      • ColumnMetadata.max_influenced_partitions
      • ColumnMetadata.max_partition_contributions
      • ColumnMetadata.max_partition_length
      • ColumnMetadata.model_computed_fields
      • ColumnMetadata.model_config
      • ColumnMetadata.model_fields
      • ColumnMetadata.nullable
      • ColumnMetadata.private_id
    • Dataset
      • Dataset.dataset_name
      • Dataset.metadata
      • Dataset.model_computed_fields
      • Dataset.model_config
      • Dataset.model_fields
    • DatasetOfPathDB
      • DatasetOfPathDB.database_type
      • DatasetOfPathDB.dataset_path
      • DatasetOfPathDB.model_computed_fields
      • DatasetOfPathDB.model_config
      • DatasetOfPathDB.model_fields
    • DatasetOfS3DB
      • DatasetOfS3DB.bucket
      • DatasetOfS3DB.credentials_name
      • DatasetOfS3DB.database_type
      • DatasetOfS3DB.endpoint_url
      • DatasetOfS3DB.key
      • DatasetOfS3DB.model_computed_fields
      • DatasetOfS3DB.model_config
      • DatasetOfS3DB.model_fields
    • DatasetOfUser
      • DatasetOfUser.dataset_name
      • DatasetOfUser.initial_delta
      • DatasetOfUser.initial_epsilon
      • DatasetOfUser.model_computed_fields
      • DatasetOfUser.model_config
      • DatasetOfUser.model_fields
      • DatasetOfUser.total_spent_delta
      • DatasetOfUser.total_spent_epsilon
    • DatasetsCollection
      • DatasetsCollection.datasets
      • DatasetsCollection.model_computed_fields
      • DatasetsCollection.model_config
      • DatasetsCollection.model_fields
    • DatetimeMetadata
      • DatetimeMetadata.lower
      • DatetimeMetadata.model_computed_fields
      • DatetimeMetadata.model_config
      • DatetimeMetadata.model_fields
      • DatetimeMetadata.type
      • DatetimeMetadata.upper
    • FloatMetadata
      • FloatMetadata.lower
      • FloatMetadata.model_computed_fields
      • FloatMetadata.model_config
      • FloatMetadata.model_fields
      • FloatMetadata.precision
      • FloatMetadata.type
      • FloatMetadata.upper
    • IntCategoricalMetadata
      • IntCategoricalMetadata.cardinality
      • IntCategoricalMetadata.categories
      • IntCategoricalMetadata.model_computed_fields
      • IntCategoricalMetadata.model_config
      • IntCategoricalMetadata.model_fields
      • IntCategoricalMetadata.precision
      • IntCategoricalMetadata.type
    • IntMetadata
      • IntMetadata.lower
      • IntMetadata.model_computed_fields
      • IntMetadata.model_config
      • IntMetadata.model_fields
      • IntMetadata.precision
      • IntMetadata.type
      • IntMetadata.upper
    • Metadata
      • Metadata.censor_dims
      • Metadata.columns
      • Metadata.max_ids
      • Metadata.model_computed_fields
      • Metadata.model_config
      • Metadata.model_fields
      • Metadata.row_privacy
      • Metadata.rows
    • MetadataOfDataset
      • MetadataOfDataset.model_computed_fields
      • MetadataOfDataset.model_config
      • MetadataOfDataset.model_fields
    • MetadataOfPathDB
      • MetadataOfPathDB.database_type
      • MetadataOfPathDB.metadata_path
      • MetadataOfPathDB.model_computed_fields
      • MetadataOfPathDB.model_config
      • MetadataOfPathDB.model_fields
    • MetadataOfS3DB
      • MetadataOfS3DB.access_key_id
      • MetadataOfS3DB.bucket
      • MetadataOfS3DB.credentials_name
      • MetadataOfS3DB.database_type
      • MetadataOfS3DB.endpoint_url
      • MetadataOfS3DB.key
      • MetadataOfS3DB.model_computed_fields
      • MetadataOfS3DB.model_config
      • MetadataOfS3DB.model_fields
      • MetadataOfS3DB.secret_access_key
    • Precision
      • Precision.DOUBLE
      • Precision.SINGLE
    • StrCategoricalMetadata
      • StrCategoricalMetadata.cardinality
      • StrCategoricalMetadata.categories
      • StrCategoricalMetadata.model_computed_fields
      • StrCategoricalMetadata.model_config
      • StrCategoricalMetadata.model_fields
      • StrCategoricalMetadata.type
    • StrMetadata
      • StrMetadata.model_computed_fields
      • StrMetadata.model_config
      • StrMetadata.model_fields
      • StrMetadata.type
    • User
      • User.datasets_list
      • User.may_query
      • User.model_computed_fields
      • User.model_config
      • User.model_fields
      • User.user_name
    • UserCollection
      • UserCollection.model_computed_fields
      • UserCollection.model_config
      • UserCollection.model_fields
      • UserCollection.users
    • get_column_metadata_discriminator()
  • lomas_server.utils.config module
  • lomas_server.utils.error_handler module
  • lomas_server.utils.logger module
  • lomas_server.utils.query_examples module
  • lomas_server.utils.query_models module
  • Module contents

Submodules

lomas_server.app module

lomas_server.constants module

class lomas_server.constants.AdminDBType(value, names=<not given>, *values, module=None, qualname=None, type=None, start=1, boundary=None)

Bases: StrEnum

Types of administration databases

MONGODB: str = 'mongodb'

YAML: str = 'yaml'

class lomas_server.constants.ConfigKeys(value, names=<not given>, *values, module=None, qualname=None, type=None, start=1, boundary=None)

Bases: StrEnum

Keys of the configuration file

DB: str = 'admin_database'

DB_TYPE: str = 'db_type'

DB_TYPE_MONGODB: str = 'mongodb'

DEVELOP_MODE: str = 'develop_mode'

DP_LIBRARY: str = 'dp_libraries'

MONGODB_ADDR: str = 'address'

MONGODB_PORT: str = 'port'

RUNTIME_ARGS: str = 'runtime_args'

SERVER: str = 'server'

SETTINGS: str = 'settings'

SUBMIT_LIMIT: str = 'submit_limit'

TIME_ATTACK: str = 'time_attack'

class lomas_server.constants.OpenDPDatasetInputMetric(value, names=<not given>, *values, module=None, qualname=None, type=None, start=1, boundary=None)

Bases: StrEnum

Type of opendp input metric for datasets see https://docs.opendp.org/en/stable/api/python/opendp.metrics.html see https://github.com/opendp/opendp/blob/main/rust/src/metrics/mod.rs

CHANGE_ONE_DISTANCE = 'ChangeOneDistance'

HAMMING_DISTANCE = 'HammingDistance'

INSERT_DELETE_DISTANCE = 'InsertDeleteDistance'

INT_DISTANCE = 'u32'

SYMMETRIC_DISTANCE = 'SymmetricDistance'

class lomas_server.constants.OpenDPMeasurement(value, names=<not given>, *values, module=None, qualname=None, type=None, start=1, boundary=None)

Bases: StrEnum

Type of divergence for opendp measurement see https://docs.opendp.org/en/stable/api/python/opendp.measurements.html

FIXED_SMOOTHED_MAX_DIVERGENCE = 'fixed_smoothed_max_divergence'

MAX_DIVERGENCE = 'max_divergence'

SMOOTHED_MAX_DIVERGENCE = 'smoothed_max_divergence'

ZERO_CONCENTRATED_DIVERGENCE = 'zero_concentrated_divergence'

class lomas_server.constants.PrivateDatabaseType(value, names=<not given>, *values, module=None, qualname=None, type=None, start=1, boundary=None)

Bases: StrEnum

Type of Private Database for the private data

PATH = 'PATH_DB'

S3 = 'S3_DB'

class lomas_server.constants.SSynthColumnType(value, names=<not given>, *values, module=None, qualname=None, type=None, start=1, boundary=None)

Bases: StrEnum

Type of columns for SmartnoiseSynth transformer pre-processing

CATEGORICAL = 'categorical'

CONTINUOUS = 'continuous'

DATETIME = 'datetime'

PRIVATE_ID = 'private_id'

class lomas_server.constants.SSynthTableTransStyle(value, names=<not given>, *values, module=None, qualname=None, type=None, start=1, boundary=None)

Bases: StrEnum

Transformer style for smartnoise synth

CUBE = 'cube'

GAN = 'gan'

class lomas_server.constants.TimeAttackMethod(value, names=<not given>, *values, module=None, qualname=None, type=None, start=1, boundary=None)

Bases: StrEnum

Possible methods against timing attacks

JITTER = 'jitter'

STALL = 'stall'

lomas_server.mongodb_admin module

lomas_server.mongodb_admin_cli module

lomas_server.uvicorn_serve module

Module contents