Index

A

access_key_id (lomas_core.models.collections.DSS3Access attribute)

AdminDBType (class in lomas_core.models.constants) AIM (lomas_core.constants.SSynthMarginalSynthesizer attribute)

B

BOOLEAN (lomas_core.models.constants.MetadataColumnType attribute) BooleanMetadata (class in lomas_core.models.collections)

BoundedColumnMetadata (class in lomas_core.models.collections) bucket (lomas_core.models.collections.DSS3Access attribute) BudgetDBKey (class in lomas_server.admin_database.constants)

C

cardinality (lomas_core.models.collections.IntCategoricalMetadata attribute) (lomas_core.models.collections.StrCategoricalMetadata attribute) CAT_INT (lomas_core.models.constants.MetadataColumnType attribute) CAT_STRING (lomas_core.models.constants.MetadataColumnType attribute) CATEGORICAL (lomas_server.constants.SSynthColumnType attribute) CategoricalColumnMetadata (class in lomas_core.models.collections) categories (lomas_core.models.collections.IntCategoricalMetadata attribute) (lomas_core.models.collections.StrCategoricalMetadata attribute)

censor_dims (lomas_core.models.collections.Metadata attribute) CHANGE_ONE_DISTANCE (lomas_server.constants.OpenDPDatasetInputMetric attribute) ColumnMetadata (class in lomas_core.models.collections) columns (lomas_core.models.collections.Metadata attribute) ConfigKeys (class in lomas_core.models.constants) CONTINUOUS (lomas_server.constants.SSynthColumnType attribute) CostResponse (class in lomas_core.models.responses) credentials_name (lomas_core.models.collections.DSS3Access attribute) CUBE (lomas_server.constants.SSynthTableTransStyle attribute)

D

database_type (lomas_core.models.collections.DSAccess attribute) (lomas_core.models.collections.DSPathAccess attribute) (lomas_core.models.collections.DSS3Access attribute) DataConnector (class in lomas_server.data_connector.data_connector) dataframe_from_dict() (in module lomas_core.models.utils) dataframe_to_dict() (in module lomas_core.models.utils) dataset_access (lomas_core.models.collections.DSInfo attribute) dataset_name (lomas_core.models.collections.DatasetOfUser attribute) (lomas_core.models.collections.DSInfo attribute) DatasetOfUser (class in lomas_core.models.collections) datasets (lomas_core.models.collections.DatasetsCollection attribute) datasets_list (lomas_core.models.collections.User attribute) DatasetsCollection (class in lomas_core.models.collections) DATETIME (lomas_core.models.constants.MetadataColumnType attribute) (lomas_server.constants.SSynthColumnType attribute) datetime_columns (lomas_core.models.responses.DummyDsResponse attribute) DatetimeMetadata (class in lomas_core.models.collections) delta (lomas_core.models.responses.CostResponse attribute) DELTA_INIT (lomas_server.admin_database.constants.BudgetDBKey attribute)

DELTA_SPENT (lomas_server.admin_database.constants.BudgetDBKey attribute) deserialize_dummy_df() (lomas_core.models.responses.DummyDsResponse class method) deserialize_model() (in module lomas_core.models.utils) df (lomas_core.models.responses.SmartnoiseSQLQueryResult attribute) (lomas_server.data_connector.data_connector.DataConnector attribute) df_samples (lomas_core.models.responses.SmartnoiseSynthSamples attribute) DIFFPRIVLIB (lomas_core.constants.DPLibraries attribute) DiffPrivLibQueryResult (class in lomas_core.models.responses) DOUBLE (lomas_core.models.constants.Precision attribute) DP_CTGAN (lomas_core.constants.SSynthGanSynthesizer attribute) DP_GAN (lomas_core.constants.SSynthGanSynthesizer attribute) DPLibraries (class in lomas_core.constants) DSAccess (class in lomas_core.models.collections) DSInfo (class in lomas_core.models.collections) DSPathAccess (class in lomas_core.models.collections) DSS3Access (class in lomas_core.models.collections) dtypes (lomas_core.models.responses.DummyDsResponse attribute) dummy_df (lomas_core.models.responses.DummyDsResponse attribute) DummyDsResponse (class in lomas_core.models.responses)

E

endpoint_url (lomas_core.models.collections.DSS3Access attribute) epsilon (lomas_core.models.responses.CostResponse attribute) EPSILON_INIT (lomas_server.admin_database.constants.BudgetDBKey attribute)

EPSILON_SPENT (lomas_server.admin_database.constants.BudgetDBKey attribute) ExceptionType (class in lomas_core.models.constants) EXTERNAL_LIBRARY (lomas_core.models.constants.ExceptionType attribute) ExternalLibraryExceptionModel (class in lomas_core.models.exceptions)

F

FIXED_SMOOTHED_MAX_DIVERGENCE (lomas_server.constants.OpenDPMeasurement attribute)

FLOAT (lomas_core.models.constants.MetadataColumnType attribute) FloatMetadata (class in lomas_core.models.collections)

G

GAN (lomas_server.constants.SSynthTableTransStyle attribute) get_column_dtypes() (in module lomas_server.data_connector.data_connector) get_column_metadata_discriminator() (in module lomas_core.models.collections)

get_metadata() (lomas_server.data_connector.data_connector.DataConnector method) get_pandas_df() (lomas_server.data_connector.data_connector.DataConnector method) (lomas_server.data_connector.in_memory_connector.InMemoryConnector method) get_ressource() (in module lomas_core.instrumentation)

H

HAMMING_DISTANCE (lomas_server.constants.OpenDPDatasetInputMetric attribute)

I

init_logs_exporter() (in module lomas_core.instrumentation) init_metrics_exporter() (in module lomas_core.instrumentation) init_telemetry() (in module lomas_core.instrumentation) init_traces_exporter() (in module lomas_core.instrumentation) initial_delta (lomas_core.models.collections.DatasetOfUser attribute) (lomas_core.models.responses.InitialBudgetResponse attribute) initial_epsilon (lomas_core.models.collections.DatasetOfUser attribute) (lomas_core.models.responses.InitialBudgetResponse attribute) InitialBudgetResponse (class in lomas_core.models.responses)

InMemoryConnector (class in lomas_server.data_connector.in_memory_connector) INSERT_DELETE_DISTANCE (lomas_server.constants.OpenDPDatasetInputMetric attribute) INT (lomas_core.models.constants.MetadataColumnType attribute) INT_DISTANCE (lomas_server.constants.OpenDPDatasetInputMetric attribute) IntCategoricalMetadata (class in lomas_core.models.collections) INTERNAL_SERVER (lomas_core.models.constants.ExceptionType attribute) InternalServerExceptionModel (class in lomas_core.models.exceptions) IntMetadata (class in lomas_core.models.collections) INVALID_QUERY (lomas_core.models.constants.ExceptionType attribute) InvalidQueryExceptionModel (class in lomas_core.models.exceptions)

J

JITTER (lomas_core.models.constants.TimeAttackMethod attribute)

K

key (lomas_core.models.collections.DSS3Access attribute)

L

library (lomas_core.models.exceptions.ExternalLibraryExceptionModel attribute) lomas_client.constants module lomas_core module lomas_core.constants module lomas_core.instrumentation module lomas_core.models module lomas_core.models.collections module lomas_core.models.constants module lomas_core.models.exceptions module lomas_core.models.requests_examples module lomas_core.models.responses module lomas_core.models.utils module lomas_server module lomas_server.admin_database module lomas_server.admin_database.constants module lomas_server.administration module

lomas_server.administration.tests module lomas_server.constants module lomas_server.data_connector module lomas_server.data_connector.data_connector module lomas_server.data_connector.in_memory_connector module lomas_server.dp_queries module lomas_server.dp_queries.dp_libraries module lomas_server.routes module lomas_server.tests module lomas_server.tests.constants module lomas_server.tests.test_collection_models module lomas_server.utils module lomas_server.utils.metrics module LomasServerExceptionModel (class in lomas_core.models.exceptions) lower (lomas_core.models.collections.DatetimeMetadata attribute) (lomas_core.models.collections.FloatMetadata attribute) (lomas_core.models.collections.IntMetadata attribute)

M

make_dummy() (in module lomas_core.models.requests_examples) MAX_DIVERGENCE (lomas_server.constants.OpenDPMeasurement attribute) max_ids (lomas_core.models.collections.Metadata attribute) max_influenced_partitions (lomas_core.models.collections.ColumnMetadata attribute) max_partition_contributions (lomas_core.models.collections.ColumnMetadata attribute) max_partition_length (lomas_core.models.collections.ColumnMetadata attribute) may_query (lomas_core.models.collections.User attribute) message (lomas_core.models.exceptions.ExternalLibraryExceptionModel attribute) (lomas_core.models.exceptions.InvalidQueryExceptionModel attribute) (lomas_core.models.exceptions.UnauthorizedAccessExceptionModel attribute) Metadata (class in lomas_core.models.collections) metadata_access (lomas_core.models.collections.DSInfo attribute) MetadataColumnType (class in lomas_core.models.constants) model (lomas_core.models.responses.DiffPrivLibQueryResult attribute) (lomas_core.models.responses.SmartnoiseSynthModel attribute) model_config (lomas_core.models.collections.BooleanMetadata attribute) (lomas_core.models.collections.BoundedColumnMetadata attribute) (lomas_core.models.collections.CategoricalColumnMetadata attribute) (lomas_core.models.collections.ColumnMetadata attribute) (lomas_core.models.collections.DatasetOfUser attribute) (lomas_core.models.collections.DatasetsCollection attribute) (lomas_core.models.collections.DatetimeMetadata attribute) (lomas_core.models.collections.DSAccess attribute) (lomas_core.models.collections.DSInfo attribute) (lomas_core.models.collections.DSPathAccess attribute) (lomas_core.models.collections.DSS3Access attribute) (lomas_core.models.collections.FloatMetadata attribute) (lomas_core.models.collections.IntCategoricalMetadata attribute) (lomas_core.models.collections.IntMetadata attribute) (lomas_core.models.collections.Metadata attribute) (lomas_core.models.collections.StrCategoricalMetadata attribute) (lomas_core.models.collections.StrMetadata attribute) (lomas_core.models.collections.User attribute) (lomas_core.models.collections.UserCollection attribute) (lomas_core.models.exceptions.ExternalLibraryExceptionModel attribute) (lomas_core.models.exceptions.InternalServerExceptionModel attribute) (lomas_core.models.exceptions.InvalidQueryExceptionModel attribute) (lomas_core.models.exceptions.LomasServerExceptionModel attribute) (lomas_core.models.exceptions.UnauthorizedAccessExceptionModel attribute) (lomas_core.models.responses.CostResponse attribute) (lomas_core.models.responses.DiffPrivLibQueryResult attribute) (lomas_core.models.responses.DummyDsResponse attribute) (lomas_core.models.responses.InitialBudgetResponse attribute) (lomas_core.models.responses.OpenDPQueryResult attribute) (lomas_core.models.responses.QueryResponse attribute) (lomas_core.models.responses.RemainingBudgetResponse attribute) (lomas_core.models.responses.ResponseModel attribute) (lomas_core.models.responses.SmartnoiseSQLQueryResult attribute) (lomas_core.models.responses.SmartnoiseSynthModel attribute) (lomas_core.models.responses.SmartnoiseSynthSamples attribute) (lomas_core.models.responses.SpentBudgetResponse attribute)

module lomas_client.constants lomas_core lomas_core.constants lomas_core.instrumentation lomas_core.models lomas_core.models.collections lomas_core.models.constants lomas_core.models.exceptions lomas_core.models.requests_examples lomas_core.models.responses lomas_core.models.utils lomas_server lomas_server.admin_database lomas_server.admin_database.constants lomas_server.administration lomas_server.administration.tests lomas_server.constants lomas_server.data_connector lomas_server.data_connector.data_connector lomas_server.data_connector.in_memory_connector lomas_server.dp_queries lomas_server.dp_queries.dp_libraries lomas_server.routes lomas_server.tests lomas_server.tests.constants lomas_server.tests.test_collection_models lomas_server.utils lomas_server.utils.metrics MONGODB (lomas_core.models.constants.AdminDBType attribute) MST (lomas_core.constants.SSynthMarginalSynthesizer attribute) MWEM (lomas_core.constants.SSynthMarginalSynthesizer attribute)

N

nullable (lomas_core.models.collections.ColumnMetadata attribute)

O

OPENDP (lomas_core.constants.DPLibraries attribute) OpenDPDatasetInputMetric (class in lomas_server.constants)

OpenDPMeasurement (class in lomas_server.constants) OpenDPQueryResult (class in lomas_core.models.responses)

P

PAC_SYNTH (lomas_core.constants.SSynthMarginalSynthesizer attribute) PATE_CTGAN (lomas_core.constants.SSynthGanSynthesizer attribute) PATE_GAN (lomas_core.constants.SSynthGanSynthesizer attribute) path (lomas_core.models.collections.DSPathAccess attribute) PATH (lomas_core.models.constants.PrivateDatabaseType attribute) Precision (class in lomas_core.models.constants)

precision (lomas_core.models.collections.FloatMetadata attribute) (lomas_core.models.collections.IntCategoricalMetadata attribute) (lomas_core.models.collections.IntMetadata attribute) private_id (lomas_core.models.collections.ColumnMetadata attribute) PRIVATE_ID (lomas_server.constants.SSynthColumnType attribute) PrivateDatabaseType (class in lomas_core.models.constants)

Q

QueryResponse (class in lomas_core.models.responses)

R

remaining_delta (lomas_core.models.responses.RemainingBudgetResponse attribute) remaining_epsilon (lomas_core.models.responses.RemainingBudgetResponse attribute) RemainingBudgetResponse (class in lomas_core.models.responses) requested_by (lomas_core.models.responses.QueryResponse attribute) res_type (lomas_core.models.responses.DiffPrivLibQueryResult attribute) (lomas_core.models.responses.OpenDPQueryResult attribute) (lomas_core.models.responses.SmartnoiseSQLQueryResult attribute) (lomas_core.models.responses.SmartnoiseSynthModel attribute) (lomas_core.models.responses.SmartnoiseSynthSamples attribute)

ResponseModel (class in lomas_core.models.responses) result (lomas_core.models.responses.QueryResponse attribute) row_privacy (lomas_core.models.collections.Metadata attribute) rows (lomas_core.models.collections.Metadata attribute) RUNTIME_ARGS (lomas_core.models.constants.ConfigKeys attribute)

S

S3 (lomas_core.models.constants.PrivateDatabaseType attribute) score (lomas_core.models.responses.DiffPrivLibQueryResult attribute) secret_access_key (lomas_core.models.collections.DSS3Access attribute) serialize_model() (in module lomas_core.models.utils) SETTINGS (lomas_core.models.constants.ConfigKeys attribute) SINGLE (lomas_core.models.constants.Precision attribute) SMARTNOISE_SQL (lomas_core.constants.DPLibraries attribute) SMARTNOISE_SYNTH (lomas_core.constants.DPLibraries attribute) SmartnoiseSQLQueryResult (class in lomas_core.models.responses) SmartnoiseSynthModel (class in lomas_core.models.responses) SmartnoiseSynthSamples (class in lomas_core.models.responses)

SMOOTHED_MAX_DIVERGENCE (lomas_server.constants.OpenDPMeasurement attribute) SpentBudgetResponse (class in lomas_core.models.responses) SSynthColumnType (class in lomas_server.constants) SSynthGanSynthesizer (class in lomas_core.constants) SSynthMarginalSynthesizer (class in lomas_core.constants) SSynthTableTransStyle (class in lomas_server.constants) STALL (lomas_core.models.constants.TimeAttackMethod attribute) StrCategoricalMetadata (class in lomas_core.models.collections) STRING (lomas_core.models.constants.MetadataColumnType attribute) StrMetadata (class in lomas_core.models.collections) SYMMETRIC_DISTANCE (lomas_server.constants.OpenDPDatasetInputMetric attribute)

T

test_boolean_column() (lomas_server.tests.test_collection_models.TestMetadataModel method) test_categories() (lomas_server.tests.test_collection_models.TestMetadataModel method) test_categories_match_cardinality() (lomas_server.tests.test_collection_models.TestMetadataModel method) test_categories_match_type() (lomas_server.tests.test_collection_models.TestMetadataModel method) test_categories_required() (lomas_server.tests.test_collection_models.TestMetadataModel method) test_datetime_column() (lomas_server.tests.test_collection_models.TestMetadataModel method) test_float_column() (lomas_server.tests.test_collection_models.TestMetadataModel method) test_int_column() (lomas_server.tests.test_collection_models.TestMetadataModel method) test_lower_upper_bounded() (lomas_server.tests.test_collection_models.TestMetadataModel method) test_metadata_columns_discriminator() (lomas_server.tests.test_collection_models.TestMetadataModel method) test_precision() (lomas_server.tests.test_collection_models.TestMetadataModel method) test_standard_metadata_fields() (lomas_server.tests.test_collection_models.TestMetadataModel method) TestMetadataModel (class in lomas_server.tests.test_collection_models) TimeAttackMethod (class in lomas_core.models.constants) total_spent_delta (lomas_core.models.collections.DatasetOfUser attribute) (lomas_core.models.responses.SpentBudgetResponse attribute)

total_spent_epsilon (lomas_core.models.collections.DatasetOfUser attribute) (lomas_core.models.responses.SpentBudgetResponse attribute) type (lomas_core.models.collections.BooleanMetadata attribute) (lomas_core.models.collections.DatetimeMetadata attribute) (lomas_core.models.collections.FloatMetadata attribute) (lomas_core.models.collections.IntCategoricalMetadata attribute) (lomas_core.models.collections.IntMetadata attribute) (lomas_core.models.collections.StrCategoricalMetadata attribute) (lomas_core.models.collections.StrMetadata attribute) (lomas_core.models.exceptions.ExternalLibraryExceptionModel attribute) (lomas_core.models.exceptions.InternalServerExceptionModel attribute) (lomas_core.models.exceptions.InvalidQueryExceptionModel attribute) (lomas_core.models.exceptions.LomasServerExceptionModel attribute) (lomas_core.models.exceptions.UnauthorizedAccessExceptionModel attribute)

U

UNAUTHORIZED_ACCESS (lomas_core.models.constants.ExceptionType attribute) UnauthorizedAccessExceptionModel (class in lomas_core.models.exceptions) upper (lomas_core.models.collections.DatetimeMetadata attribute) (lomas_core.models.collections.FloatMetadata attribute) (lomas_core.models.collections.IntMetadata attribute)

User (class in lomas_core.models.collections) user_name (lomas_core.models.collections.User attribute) UserCollection (class in lomas_core.models.collections) users (lomas_core.models.collections.UserCollection attribute)

V

validate_bounds() (lomas_core.models.collections.BoundedColumnMetadata method)

validate_categories() (lomas_core.models.collections.CategoricalColumnMetadata method) value (lomas_core.models.responses.OpenDPQueryResult attribute)

Y

YAML (lomas_core.models.constants.AdminDBType attribute)

Z

ZERO_CONCENTRATED_DIVERGENCE (lomas_server.constants.OpenDPMeasurement attribute)