Index

A

access_key_id (lomas_server.utils.collection_models.MetadataOfS3DB attribute) AdminDBType (class in lomas_server.constants)

AIM (lomas_client.utils.SSynthMarginalSynthesizer attribute) (lomas_server.constants.SSynthMarginalSynthesizer attribute)

B

BASIC (lomas_server.constants.DatasetStoreType attribute)

bucket (lomas_server.utils.collection_models.DatasetOfS3DB attribute) (lomas_server.utils.collection_models.MetadataOfS3DB attribute)

C

CATEGORICAL (lomas_server.constants.SSynthColumnType attribute) censor_dims (lomas_server.utils.collection_models.Metadata attribute) CHANGE_ONE_DISTANCE (lomas_server.constants.OpenDPDatasetInputMetric attribute) Client (class in lomas_client.client) columns (lomas_server.utils.collection_models.Metadata attribute) condition (lomas_server.utils.query_models.SmartnoiseSynthQueryModel attribute)

ConfigKeys (class in lomas_server.constants) constraints (lomas_server.utils.query_models.SmartnoiseSynthCostModel attribute) CONTINUOUS (lomas_server.constants.SSynthColumnType attribute) credentials_name (lomas_server.utils.collection_models.DatasetOfS3DB attribute) (lomas_server.utils.collection_models.MetadataOfS3DB attribute) CUBE (lomas_server.constants.SSynthTableTransStyle attribute)

D

database_type (lomas_server.utils.collection_models.DatasetOfPathDB attribute) (lomas_server.utils.collection_models.DatasetOfS3DB attribute) (lomas_server.utils.collection_models.MetadataOfPathDB attribute) (lomas_server.utils.collection_models.MetadataOfS3DB attribute) Dataset (class in lomas_server.utils.collection_models) dataset_name (lomas_server.utils.collection_models.Dataset attribute) (lomas_server.utils.collection_models.DatasetOfUser attribute) (lomas_server.utils.query_models.DiffPrivLibModel attribute) (lomas_server.utils.query_models.DummyDiffPrivLibModel attribute) (lomas_server.utils.query_models.DummyOpenDPModel attribute) (lomas_server.utils.query_models.DummySmartnoiseSQLModel attribute) (lomas_server.utils.query_models.GetDbData attribute) (lomas_server.utils.query_models.GetDummyDataset attribute) (lomas_server.utils.query_models.OpenDPModel attribute) (lomas_server.utils.query_models.SmartnoiseSQLCostModel attribute) (lomas_server.utils.query_models.SmartnoiseSQLModel attribute) (lomas_server.utils.query_models.SmartnoiseSynthCostModel attribute) dataset_path (lomas_server.utils.collection_models.DatasetOfPathDB attribute) DATASET_STORE (lomas_server.constants.ConfigKeys attribute) DATASET_STORE_TYPE (lomas_server.constants.ConfigKeys attribute) DatasetOfPathDB (class in lomas_server.utils.collection_models) DatasetOfS3DB (class in lomas_server.utils.collection_models) DatasetOfUser (class in lomas_server.utils.collection_models) datasets (lomas_server.utils.collection_models.DatasetsCollection attribute) datasets_list (lomas_server.utils.collection_models.User attribute) DatasetsCollection (class in lomas_server.utils.collection_models) DatasetStoreType (class in lomas_server.constants) DATETIME (lomas_server.constants.SSynthColumnType attribute) DB (lomas_server.constants.ConfigKeys attribute) DB_TYPE (lomas_server.constants.ConfigKeys attribute) DB_TYPE_MONGODB (lomas_server.constants.ConfigKeys attribute)

delta (lomas_server.utils.query_models.DummySmartnoiseSQLModel attribute) (lomas_server.utils.query_models.SmartnoiseSQLCostModel attribute) (lomas_server.utils.query_models.SmartnoiseSQLModel attribute) (lomas_server.utils.query_models.SmartnoiseSynthCostModel attribute) DEVELOP_MODE (lomas_server.constants.ConfigKeys attribute) DIFFPRIVLIB (lomas_client.client.DPLibraries attribute) (lomas_server.constants.DPLibraries attribute) diffprivlib_json (lomas_server.utils.query_models.DiffPrivLibModel attribute) (lomas_server.utils.query_models.DummyDiffPrivLibModel attribute) diffprivlib_query() (lomas_client.client.Client method) DiffPrivLibModel (class in lomas_server.utils.query_models) DP_CTGAN (lomas_client.utils.SSynthGanSynthesizer attribute) (lomas_server.constants.SSynthGanSynthesizer attribute) DP_GAN (lomas_client.utils.SSynthGanSynthesizer attribute) (lomas_server.constants.SSynthGanSynthesizer attribute) DP_LIBRARY (lomas_server.constants.ConfigKeys attribute) DPLibraries (class in lomas_client.client) (class in lomas_server.constants) dummy_nb_rows (lomas_server.utils.query_models.DummyDiffPrivLibModel attribute) (lomas_server.utils.query_models.DummyOpenDPModel attribute) (lomas_server.utils.query_models.DummySmartnoiseSQLModel attribute) (lomas_server.utils.query_models.DummySmartnoiseSynthQueryModel attribute) (lomas_server.utils.query_models.GetDummyDataset attribute) dummy_seed (lomas_server.utils.query_models.DummyDiffPrivLibModel attribute) (lomas_server.utils.query_models.DummyOpenDPModel attribute) (lomas_server.utils.query_models.DummySmartnoiseSQLModel attribute) (lomas_server.utils.query_models.DummySmartnoiseSynthQueryModel attribute) (lomas_server.utils.query_models.GetDummyDataset attribute) DummyDiffPrivLibModel (class in lomas_server.utils.query_models) DummyOpenDPModel (class in lomas_server.utils.query_models) DummySmartnoiseSQLModel (class in lomas_server.utils.query_models) DummySmartnoiseSynthQueryModel (class in lomas_server.utils.query_models)

E

endpoint_url (lomas_server.utils.collection_models.DatasetOfS3DB attribute) (lomas_server.utils.collection_models.MetadataOfS3DB attribute) epsilon (lomas_server.utils.query_models.DummySmartnoiseSQLModel attribute) (lomas_server.utils.query_models.SmartnoiseSQLCostModel attribute) (lomas_server.utils.query_models.SmartnoiseSQLModel attribute) (lomas_server.utils.query_models.SmartnoiseSynthCostModel attribute)

error_message() (in module lomas_client.client) estimate_diffprivlib_cost() (lomas_client.client.Client method) estimate_opendp_cost() (lomas_client.client.Client method) estimate_smartnoise_sql_cost() (lomas_client.client.Client method) estimate_smartnoise_synth_cost() (lomas_client.client.Client method)

F

feature_columns (lomas_server.utils.query_models.DiffPrivLibModel attribute) (lomas_server.utils.query_models.DummyDiffPrivLibModel attribute)

fixed_delta (lomas_server.utils.query_models.DummyOpenDPModel attribute) (lomas_server.utils.query_models.OpenDPModel attribute) FIXED_SMOOTHED_MAX_DIVERGENCE (lomas_server.constants.OpenDPMeasurement attribute)

G

GAN (lomas_server.constants.SSynthTableTransStyle attribute) get_dataset_metadata() (lomas_client.client.Client method) get_dummy_dataset() (lomas_client.client.Client method) get_initial_budget() (lomas_client.client.Client method)

get_previous_queries() (lomas_client.client.Client method) get_remaining_budget() (lomas_client.client.Client method) get_total_spent_budget() (lomas_client.client.Client method) GetDbData (class in lomas_server.utils.query_models) GetDummyDataset (class in lomas_server.utils.query_models)

H

HAMMING_DISTANCE (lomas_server.constants.OpenDPDatasetInputMetric attribute)

I

imputer_strategy (lomas_server.utils.query_models.DiffPrivLibModel attribute) (lomas_server.utils.query_models.DummyDiffPrivLibModel attribute) initial_delta (lomas_server.utils.collection_models.DatasetOfUser attribute)

initial_epsilon (lomas_server.utils.collection_models.DatasetOfUser attribute) INSERT_DELETE_DISTANCE (lomas_server.constants.OpenDPDatasetInputMetric attribute) INT_DISTANCE (lomas_server.constants.OpenDPDatasetInputMetric attribute)

J

JITTER (lomas_server.constants.TimeAttackMethod attribute)

K

key (lomas_server.utils.collection_models.DatasetOfS3DB attribute) (lomas_server.utils.collection_models.MetadataOfS3DB attribute)

L

lomas_client module lomas_client.client module lomas_client.utils module lomas_server module lomas_server.admin_database module lomas_server.administration module lomas_server.constants module lomas_server.data_connector module lomas_server.dataset_store module lomas_server.dataset_store.private_dataset_observer module lomas_server.dp_queries module

lomas_server.dp_queries.dp_libraries module lomas_server.private_dataset module lomas_server.routes module lomas_server.tests module lomas_server.tests.constants module lomas_server.utils module lomas_server.utils.collection_models module lomas_server.utils.logger module lomas_server.utils.query_examples module lomas_server.utils.query_models module LRU (lomas_server.constants.DatasetStoreType attribute) LRU_DATASET_STORE_MAX_SIZE (lomas_server.constants.ConfigKeys attribute)

M

make_dummy() (in module lomas_server.utils.query_examples) MAX_DIVERGENCE (lomas_server.constants.OpenDPMeasurement attribute) max_ids (lomas_server.utils.collection_models.Metadata attribute) may_query (lomas_server.utils.collection_models.User attribute) mechanisms (lomas_server.utils.query_models.DummySmartnoiseSQLModel attribute) (lomas_server.utils.query_models.SmartnoiseSQLCostModel attribute) (lomas_server.utils.query_models.SmartnoiseSQLModel attribute) Metadata (class in lomas_server.utils.collection_models) metadata (lomas_server.utils.collection_models.Dataset attribute) metadata_path (lomas_server.utils.collection_models.MetadataOfPathDB attribute) MetadataOfDataset (class in lomas_server.utils.collection_models) MetadataOfPathDB (class in lomas_server.utils.collection_models) MetadataOfS3DB (class in lomas_server.utils.collection_models) model_computed_fields (lomas_server.utils.collection_models.Dataset attribute) (lomas_server.utils.collection_models.DatasetOfPathDB attribute) (lomas_server.utils.collection_models.DatasetOfS3DB attribute) (lomas_server.utils.collection_models.DatasetOfUser attribute) (lomas_server.utils.collection_models.DatasetsCollection attribute) (lomas_server.utils.collection_models.Metadata attribute) (lomas_server.utils.collection_models.MetadataOfDataset attribute) (lomas_server.utils.collection_models.MetadataOfPathDB attribute) (lomas_server.utils.collection_models.MetadataOfS3DB attribute) (lomas_server.utils.collection_models.User attribute) (lomas_server.utils.collection_models.UserCollection attribute) (lomas_server.utils.query_models.DiffPrivLibModel attribute) (lomas_server.utils.query_models.DummyDiffPrivLibModel attribute) (lomas_server.utils.query_models.DummyOpenDPModel attribute) (lomas_server.utils.query_models.DummySmartnoiseSQLModel attribute) (lomas_server.utils.query_models.DummySmartnoiseSynthQueryModel attribute) (lomas_server.utils.query_models.GetDbData attribute) (lomas_server.utils.query_models.GetDummyDataset attribute) (lomas_server.utils.query_models.OpenDPModel attribute) (lomas_server.utils.query_models.SmartnoiseSQLCostModel attribute) (lomas_server.utils.query_models.SmartnoiseSQLModel attribute) (lomas_server.utils.query_models.SmartnoiseSynthCostModel attribute) (lomas_server.utils.query_models.SmartnoiseSynthQueryModel attribute) model_config (lomas_server.utils.collection_models.Dataset attribute) (lomas_server.utils.collection_models.DatasetOfPathDB attribute) (lomas_server.utils.collection_models.DatasetOfS3DB attribute) (lomas_server.utils.collection_models.DatasetOfUser attribute) (lomas_server.utils.collection_models.DatasetsCollection attribute) (lomas_server.utils.collection_models.Metadata attribute) (lomas_server.utils.collection_models.MetadataOfDataset attribute) (lomas_server.utils.collection_models.MetadataOfPathDB attribute) (lomas_server.utils.collection_models.MetadataOfS3DB attribute) (lomas_server.utils.collection_models.User attribute) (lomas_server.utils.collection_models.UserCollection attribute) (lomas_server.utils.query_models.DiffPrivLibModel attribute) (lomas_server.utils.query_models.DummyDiffPrivLibModel attribute) (lomas_server.utils.query_models.DummyOpenDPModel attribute) (lomas_server.utils.query_models.DummySmartnoiseSQLModel attribute) (lomas_server.utils.query_models.DummySmartnoiseSynthQueryModel attribute) (lomas_server.utils.query_models.GetDbData attribute) (lomas_server.utils.query_models.GetDummyDataset attribute) (lomas_server.utils.query_models.OpenDPModel attribute) (lomas_server.utils.query_models.SmartnoiseSQLCostModel attribute) (lomas_server.utils.query_models.SmartnoiseSQLModel attribute) (lomas_server.utils.query_models.SmartnoiseSynthCostModel attribute) (lomas_server.utils.query_models.SmartnoiseSynthQueryModel attribute)

model_fields (lomas_server.utils.collection_models.Dataset attribute) (lomas_server.utils.collection_models.DatasetOfPathDB attribute) (lomas_server.utils.collection_models.DatasetOfS3DB attribute) (lomas_server.utils.collection_models.DatasetOfUser attribute) (lomas_server.utils.collection_models.DatasetsCollection attribute) (lomas_server.utils.collection_models.Metadata attribute) (lomas_server.utils.collection_models.MetadataOfDataset attribute) (lomas_server.utils.collection_models.MetadataOfPathDB attribute) (lomas_server.utils.collection_models.MetadataOfS3DB attribute) (lomas_server.utils.collection_models.User attribute) (lomas_server.utils.collection_models.UserCollection attribute) (lomas_server.utils.query_models.DiffPrivLibModel attribute) (lomas_server.utils.query_models.DummyDiffPrivLibModel attribute) (lomas_server.utils.query_models.DummyOpenDPModel attribute) (lomas_server.utils.query_models.DummySmartnoiseSQLModel attribute) (lomas_server.utils.query_models.DummySmartnoiseSynthQueryModel attribute) (lomas_server.utils.query_models.GetDbData attribute) (lomas_server.utils.query_models.GetDummyDataset attribute) (lomas_server.utils.query_models.OpenDPModel attribute) (lomas_server.utils.query_models.SmartnoiseSQLCostModel attribute) (lomas_server.utils.query_models.SmartnoiseSQLModel attribute) (lomas_server.utils.query_models.SmartnoiseSynthCostModel attribute) (lomas_server.utils.query_models.SmartnoiseSynthQueryModel attribute) module lomas_client lomas_client.client lomas_client.utils lomas_server lomas_server.admin_database lomas_server.administration lomas_server.constants lomas_server.data_connector lomas_server.dataset_store lomas_server.dataset_store.private_dataset_observer lomas_server.dp_queries lomas_server.dp_queries.dp_libraries lomas_server.private_dataset lomas_server.routes lomas_server.tests lomas_server.tests.constants lomas_server.utils lomas_server.utils.collection_models lomas_server.utils.logger lomas_server.utils.query_examples lomas_server.utils.query_models MONGODB (lomas_server.constants.AdminDBType attribute) MONGODB_ADDR (lomas_server.constants.ConfigKeys attribute) MONGODB_PORT (lomas_server.constants.ConfigKeys attribute) MST (lomas_client.utils.SSynthMarginalSynthesizer attribute) (lomas_server.constants.SSynthMarginalSynthesizer attribute) MWEM (lomas_client.utils.SSynthMarginalSynthesizer attribute) (lomas_server.constants.SSynthMarginalSynthesizer attribute)

N

nb_samples (lomas_server.utils.query_models.SmartnoiseSynthQueryModel attribute)

nullable (lomas_server.utils.query_models.SmartnoiseSynthCostModel attribute)

O

OPENDP (lomas_client.client.DPLibraries attribute) (lomas_server.constants.DPLibraries attribute) opendp_json (lomas_server.utils.query_models.DummyOpenDPModel attribute) (lomas_server.utils.query_models.OpenDPModel attribute)

opendp_query() (lomas_client.client.Client method) OpenDPDatasetInputMetric (class in lomas_server.constants) OpenDPMeasurement (class in lomas_server.constants) OpenDPModel (class in lomas_server.utils.query_models)

P

PAC_SYNTH (lomas_client.utils.SSynthMarginalSynthesizer attribute) (lomas_server.constants.SSynthMarginalSynthesizer attribute) PATE_CTGAN (lomas_client.utils.SSynthGanSynthesizer attribute) (lomas_server.constants.SSynthGanSynthesizer attribute) PATE_GAN (lomas_client.utils.SSynthGanSynthesizer attribute) (lomas_server.constants.SSynthGanSynthesizer attribute)

PATH (lomas_server.constants.PrivateDatabaseType attribute) postprocess (lomas_server.utils.query_models.DummySmartnoiseSQLModel attribute) (lomas_server.utils.query_models.SmartnoiseSQLModel attribute) PRIVATE_ID (lomas_server.constants.SSynthColumnType attribute) PrivateDatabaseType (class in lomas_server.constants) PrivateDatasetObserver (class in lomas_server.dataset_store.private_dataset_observer)

Q

query_str (lomas_server.utils.query_models.DummySmartnoiseSQLModel attribute) (lomas_server.utils.query_models.SmartnoiseSQLCostModel attribute) (lomas_server.utils.query_models.SmartnoiseSQLModel attribute)

R

return_model (lomas_server.utils.query_models.SmartnoiseSynthQueryModel attribute)

row_privacy (lomas_server.utils.collection_models.Metadata attribute) RUNTIME_ARGS (lomas_server.constants.ConfigKeys attribute)

S

S3 (lomas_server.constants.PrivateDatabaseType attribute) secret_access_key (lomas_server.utils.collection_models.MetadataOfS3DB attribute) select_cols (lomas_server.utils.query_models.SmartnoiseSynthCostModel attribute) SERVER (lomas_server.constants.ConfigKeys attribute) SETTINGS (lomas_server.constants.ConfigKeys attribute) SMARTNOISE_SQL (lomas_client.client.DPLibraries attribute) (lomas_server.constants.DPLibraries attribute) smartnoise_sql_query() (lomas_client.client.Client method) SMARTNOISE_SYNTH (lomas_client.client.DPLibraries attribute) (lomas_server.constants.DPLibraries attribute) smartnoise_synth_query() (lomas_client.client.Client method) SmartnoiseSQLCostModel (class in lomas_server.utils.query_models) SmartnoiseSQLModel (class in lomas_server.utils.query_models)

SmartnoiseSynthCostModel (class in lomas_server.utils.query_models) SmartnoiseSynthQueryModel (class in lomas_server.utils.query_models) SMOOTHED_MAX_DIVERGENCE (lomas_server.constants.OpenDPMeasurement attribute) SSynthColumnType (class in lomas_server.constants) SSynthGanSynthesizer (class in lomas_client.utils) (class in lomas_server.constants) SSynthMarginalSynthesizer (class in lomas_client.utils) (class in lomas_server.constants) SSynthTableTransStyle (class in lomas_server.constants) STALL (lomas_server.constants.TimeAttackMethod attribute) SUBMIT_LIMIT (lomas_server.constants.ConfigKeys attribute) SYMMETRIC_DISTANCE (lomas_server.constants.OpenDPDatasetInputMetric attribute) synth_name (lomas_server.utils.query_models.SmartnoiseSynthCostModel attribute) synth_params (lomas_server.utils.query_models.SmartnoiseSynthCostModel attribute)

T

target_columns (lomas_server.utils.query_models.DiffPrivLibModel attribute) (lomas_server.utils.query_models.DummyDiffPrivLibModel attribute) test_size (lomas_server.utils.query_models.DiffPrivLibModel attribute) (lomas_server.utils.query_models.DummyDiffPrivLibModel attribute) test_train_split_seed (lomas_server.utils.query_models.DiffPrivLibModel attribute) (lomas_server.utils.query_models.DummyDiffPrivLibModel attribute)

TIME_ATTACK (lomas_server.constants.ConfigKeys attribute) TimeAttackMethod (class in lomas_server.constants) total_spent_delta (lomas_server.utils.collection_models.DatasetOfUser attribute) total_spent_epsilon (lomas_server.utils.collection_models.DatasetOfUser attribute)

U

update_memory_usage() (lomas_server.dataset_store.private_dataset_observer.PrivateDatasetObserver method) User (class in lomas_server.utils.collection_models)

user_name (lomas_server.utils.collection_models.User attribute) UserCollection (class in lomas_server.utils.collection_models) users (lomas_server.utils.collection_models.UserCollection attribute)

V

validate_synthesizer() (in module lomas_client.utils)

Y

YAML (lomas_server.constants.AdminDBType attribute)

Z

ZERO_CONCENTRATED_DIVERGENCE (lomas_server.constants.OpenDPMeasurement attribute)