from contextlib import asynccontextmanager
from typing import Callable
-from fastapi import Body, Depends, FastAPI, Header, Request, Response
-from fastapi.responses import JSONResponse, RedirectResponse, StreamingResponse
+from fastapi import FastAPI, Request, Response
+import routes_admin
+import routes_dp
from admin_database.utils import database_factory
from constants import (
CONFIG_NOT_LOADED,
@@ -105,43 +106,15 @@ Source code for lomas_server.app
QUERY_HANDLER_NOT_LOADED,
SERVER_LIVE,
AdminDBType,
- DPLibraries,
)
from dataset_store.utils import dataset_store_factory
from dp_queries.dp_libraries.opendp import set_opendp_features_config
-from dp_queries.dp_libraries.utils import querier_factory
from dp_queries.dp_logic import QueryHandler
-from dp_queries.dummy_dataset import (
- get_dummy_dataset_for_query,
- make_dummy_dataset,
-)
from utils.anti_timing_att import anti_timing_att
from utils.config import get_config
-from utils.error_handler import (
- KNOWN_EXCEPTIONS,
- InternalServerException,
- add_exception_handlers,
-)
-from utils.example_inputs import (
- example_dummy_opendp,
- example_dummy_smartnoise_sql,
- example_get_admin_db_data,
- example_get_dummy_dataset,
- example_opendp,
- example_smartnoise_sql,
- example_smartnoise_sql_cost,
-)
-from utils.input_models import (
- DummyOpenDPInp,
- DummySNSQLInp,
- GetDbData,
- GetDummyDataset,
- OpenDPInp,
- SNSQLInp,
- SNSQLInpCost,
-)
+from utils.error_handler import InternalServerException, add_exception_handlers
from utils.loggr import LOG
-from utils.utils import add_demo_data_to_admindb, server_live, stream_dataframe
+from utils.utils import add_demo_data_to_admindb
@@ -285,754 +258,9 @@ Source code for lomas_server.app
# Add custom exception handlers
add_exception_handlers(app)
-# API Endpoints
-# -----------------------------------------------------------------------------
-
-
-
-[docs]
-@app.get("/")
-async def root():
- """Redirect root endpoint to the state endpoint
- Returns:
- JSONResponse: The state of the server instance.
- """
- return RedirectResponse(url="/state")
-
-
-
-# Get server state
-
-[docs]
-@app.get("/state", tags=["ADMIN_USER"])
-async def get_state(
- user_name: str = Header(None),
-) -> JSONResponse:
- """Returns the current state dict of this server instance.
-
- Args:
- user_name (str, optional): The user name. Defaults to Header(None).
-
- Returns:
- JSONResponse: The state of the server instance.
- """
- return JSONResponse(
- content={
- "requested_by": user_name,
- "state": app.state.server_state,
- }
- )
-
-
-
-
-[docs]
-@app.get(
- "/get_memory_usage",
- dependencies=[Depends(server_live)],
- tags=["ADMIN_USER"],
-)
-async def get_memory_usage() -> JSONResponse:
- """Return the dataset store object memory usage
- Args:
- user_name (str, optional): The user name. Defaults to Header(None).
-
- Returns:
- JSONResponse: with DatasetStore object memory usage
- """
- return JSONResponse(
- content={
- "memory_usage": app.state.dataset_store.memory_usage,
- }
- )
-
-
-
-# Metadata query
-
-[docs]
-@app.post(
- "/get_dataset_metadata",
- dependencies=[Depends(server_live)],
- tags=["USER_METADATA"],
-)
-def get_dataset_metadata(
- _request: Request,
- query_json: GetDbData = Body(example_get_admin_db_data),
-) -> JSONResponse:
- """
- Retrieves metadata for a given dataset.
-
- Args:
- request (Request): Raw request object
- query_json (GetDbData, optional): A JSON object containing
- the dataset_name key for indicating the dataset.
- Defaults to Body(example_get_admin_db_data).
-
- Raises:
- ExternalLibraryException: For exceptions from libraries
- external to this package.
- InternalServerException: For any other unforseen exceptions.
-
- Returns:
- JSONResponse: The metadata dictionary for the specified
- dataset_name.
- """
- try:
- ds_metadata = app.state.admin_database.get_dataset_metadata(
- query_json.dataset_name
- )
-
- except KNOWN_EXCEPTIONS as e:
- raise e
- except Exception as e:
- raise InternalServerException(e) from e
-
- return ds_metadata
-
-
-
-# Dummy dataset query
-
-[docs]
-@app.post(
- "/get_dummy_dataset",
- dependencies=[Depends(server_live)],
- tags=["USER_DUMMY"],
-)
-def get_dummy_dataset(
- _request: Request,
- query_json: GetDummyDataset = Body(example_get_dummy_dataset),
-) -> StreamingResponse:
- """
- Generates and returns a dummy dataset.
-
- Args:
- request (Request): Raw request object
- query_json (GetDummyDataset, optional):
- A JSON object containing the following:
- - nb_rows (int, optional): The number of rows in the
- dummy dataset (default: 100).
- - seed (int, optional): The random seed for generating
- the dummy dataset (default: 42).
- Defaults to Body(example_get_dummy_dataset).
-
- Raises:
- ExternalLibraryException: For exceptions from libraries
- external to this package.
- InternalServerException: For any other unforseen exceptions.
-
- Returns:
- StreamingResponse: a pd.DataFrame representing the dummy dataset.
- """
- try:
- ds_metadata = app.state.admin_database.get_dataset_metadata(
- query_json.dataset_name
- )
-
- dummy_df = make_dummy_dataset(
- ds_metadata, query_json.dummy_nb_rows, query_json.dummy_seed
- )
- except KNOWN_EXCEPTIONS as e:
- raise e
- except Exception as e:
- raise InternalServerException(e) from e
-
- return stream_dataframe(dummy_df)
-
-
-
-# Smartnoise SQL query
-
-[docs]
-@app.post(
- "/smartnoise_query",
- dependencies=[Depends(server_live)],
- tags=["USER_QUERY"],
-)
-def smartnoise_sql_handler(
- _request: Request,
- query_json: SNSQLInp = Body(example_smartnoise_sql),
- user_name: str = Header(None),
-) -> JSONResponse:
- """
- Handles queries for the SmartNoiseSQL library.
-
- Args:
- request (Request): Raw request object
- query_json (SNSQLInp): A JSON object containing:
- - query: The SQL query to execute. NOTE: the table name is "df",
- the query must end with "FROM df".
- - epsilon (float): Privacy parameter (e.g., 0.1).
- - delta (float): Privacy parameter (e.g., 1e-5).
- - mechanisms (dict, optional): Dictionary of mechanisms for the
- query (default: {}). See "Smartnoise-SQL mechanisms documentation
- https://docs.smartnoise.org/sql/advanced.html#overriding-mechanisms.
- - postprocess (bool, optional): Whether to postprocess the query
- results (default: True).
- See "Smartnoise-SQL postprocessing documentation
- https://docs.smartnoise.org/sql/advanced.html#postprocess.
-
- Defaults to Body(example_smartnoise_sql).
-
- user_name (str, optional): The user name.
- Defaults to Header(None).
-
- Raises:
- ExternalLibraryException: For exceptions from libraries
- external to this package.
- InternalServerException: For any other unforseen exceptions.
- InvalidQueryException: If there is not enough budget or the dataset
- does not exist.
- UnauthorizedAccessException: A query is already ongoing for this user,
- the user does not exist or does not have access to the dataset.
-
- Returns:
- JSONResponse: A JSON object containing the following:
- - requested_by (str): The user name.
- - query_response (pd.DataFrame): A DataFrame containing
- the query response.
- - spent_epsilon (float): The amount of epsilon budget spent
- for the query.
- - spent_delta (float): The amount of delta budget spent
- for the query.
- """
- try:
- response = app.state.query_handler.handle_query(
- DPLibraries.SMARTNOISE_SQL, query_json, user_name
- )
- except KNOWN_EXCEPTIONS as e:
- raise e
- except Exception as e:
- raise InternalServerException(e) from e
-
- return response
-
-
-
-# Smartnoise SQL Dummy query
-
-[docs]
-@app.post(
- "/dummy_smartnoise_query",
- dependencies=[Depends(server_live)],
- tags=["USER_DUMMY"],
-)
-def dummy_smartnoise_sql_handler(
- _request: Request,
- query_json: DummySNSQLInp = Body(example_dummy_smartnoise_sql),
-) -> JSONResponse:
- """
- Handles queries on dummy datasets for the SmartNoiseSQL library.
-
- Args:
- request (Request): Raw request object
- query_json (DummySNSQLInp, optional): A JSON object containing:
- - query: The SQL query to execute. NOTE: the table name is "df",
- the query must end with "FROM df".
- - epsilon (float): Privacy parameter (e.g., 0.1).
- - delta (float): Privacy parameter (e.g., 1e-5).
- - mechanisms (dict, optional): Dictionary of mechanisms for the
- query (default: {}). See Smartnoise-SQL mechanisms documentation
- https://docs.smartnoise.org/sql/advanced.html#overriding-mechanisms.
- - postprocess (bool, optional): Whether to postprocess the query
- results (default: True).
- See Smartnoise-SQL postprocessing documentation
- https://docs.smartnoise.org/sql/advanced.html#postprocess.
- - dummy (bool, optional): Whether to use a dummy dataset
- (default: False).
- - nb_rows (int, optional): The number of rows in the dummy dataset
- (default: 100).
- - seed (int, optional): The random seed for generating
- the dummy dataset (default: 42).
-
- Defaults to Body(example_dummy_smartnoise_sql).
-
- Raises:
- ExternalLibraryException: For exceptions from libraries
- external to this package.
- InternalServerException: For any other unforseen exceptions.
- InvalidQueryException: If there is not enough budget or the dataset
- does not exist.
-
- Returns:
- JSONResponse: A JSON object containing:
- - query_response (pd.DataFrame): a DataFrame containing
- the query response.
- """
- ds_private_dataset = get_dummy_dataset_for_query(
- app.state.admin_database, query_json
- )
- dummy_querier = querier_factory(
- DPLibraries.SMARTNOISE_SQL, private_dataset=ds_private_dataset
- )
- try:
- _ = dummy_querier.cost(query_json) # verify cost works
- response_df = dummy_querier.query(query_json)
- response = JSONResponse(content={"query_response": response_df})
- except KNOWN_EXCEPTIONS as e:
- raise e
- except Exception as e:
- raise InternalServerException(e) from e
-
- return response
-
-
-
-
-[docs]
-@app.post(
- "/estimate_smartnoise_cost",
- dependencies=[Depends(server_live)],
- tags=["USER_QUERY"],
-)
-def estimate_smartnoise_cost(
- _request: Request,
- query_json: SNSQLInpCost = Body(example_smartnoise_sql_cost),
-) -> JSONResponse:
- """
- Estimates the privacy loss budget cost of a SmartNoiseSQL query.
-
- Args:
- request (Request): Raw request object
- query_json (SNSQLInpCost, optional):
- A JSON object containing the following:
- - query: The SQL query to estimate the cost for.
- NOTE: the table name is "df", the query must end with "FROM df".
- - epsilon (float): Privacy parameter (e.g., 0.1).
- - delta (float): Privacy parameter (e.g., 1e-5).
- - mechanisms (dict, optional): Dictionary of mechanisms
- for the query (default: {}).
- See Smartnoise-SQL mechanisms documentation
- https://docs.smartnoise.org/sql/advanced.html#overriding-mechanisms.
-
- Defaults to Body(example_smartnoise_sql_cost).
-
- Raises:
- ExternalLibraryException: For exceptions from libraries
- external to this package.
- InternalServerException: For any other unforseen exceptions.
- InvalidQueryException: The dataset does not exist.
-
- Returns:
- JSONResponse: A JSON object containing:
- - epsilon_cost (float): The estimated epsilon cost.
- - delta_cost (float): The estimated delta cost.
- """
- try:
- response = app.state.query_handler.estimate_cost(
- DPLibraries.SMARTNOISE_SQL,
- query_json,
- )
- except KNOWN_EXCEPTIONS as e:
- raise e
- except Exception as e:
- raise InternalServerException(e) from e
-
- return JSONResponse(content=response)
-
-
-
-
-[docs]
-@app.post(
- "/opendp_query", dependencies=[Depends(server_live)], tags=["USER_QUERY"]
-)
-def opendp_query_handler(
- _request: Request,
- query_json: OpenDPInp = Body(example_opendp),
- user_name: str = Header(None),
-) -> JSONResponse:
- """
- Handles queries for the OpenDP Library.
-
- Args:
- request (Request): Raw request object.
- query_json (OpenDPInp, optional): A JSON object containing the following:
- - opendp_pipeline: The OpenDP pipeline for the query.
- - fixed_delta: If the pipeline measurement is of type
- "ZeroConcentratedDivergence" (e.g. with "make_gaussian") then it is
- converted to "SmoothedMaxDivergence" with "make_zCDP_to_approxDP"
- (see "opendp measurements documentation at
- https://docs.opendp.org/en/stable/api/python/opendp.combinators.html#opendp.combinators.make_zCDP_to_approxDP). # noqa # pylint: disable=C0301
- In that case a "fixed_delta" must be provided by the user.
-
- Defaults to Body(example_opendp).
-
- user_name (str, optional): The user name.
- Defaults to Header(None).
-
- Raises:
- ExternalLibraryException: For exceptions from libraries
- external to this package.
- InternalServerException: For any other unforseen exceptions.
- InvalidQueryException: The pipeline does not contain a "measurement",
- there is not enough budget or the dataset does not exist.
- UnauthorizedAccessException: A query is already ongoing for this user,
- the user does not exist or does not have access to the dataset.
-
- Returns:
- JSONResponse: A JSON object containing the following:
- - requested_by (str): The user name.
- - query_response (pd.DataFrame): A DataFrame containing
- the query response.
- - spent_epsilon (float): The amount of epsilon budget spent
- for the query.
- - spent_delta (float): The amount of delta budget spent
- for the query.
- """
- try:
- response = app.state.query_handler.handle_query(
- DPLibraries.OPENDP, query_json, user_name
- )
- except KNOWN_EXCEPTIONS as e:
- raise e
- except Exception as e:
- raise InternalServerException(e) from e
-
- return JSONResponse(content=response)
-
-
-
-
-[docs]
-@app.post(
- "/dummy_opendp_query",
- dependencies=[Depends(server_live)],
- tags=["USER_DUMMY"],
-)
-def dummy_opendp_query_handler(
- _request: Request,
- query_json: DummyOpenDPInp = Body(example_dummy_opendp),
-) -> JSONResponse:
- """
- Handles queries on dummy datasets for the OpenDP library.
-
- Args:
- request (Request): Raw request object.
- query_json (DummyOpenDPInp, optional):
- A JSON object containing the following:
- - opendp_pipeline: The OpenDP pipeline for the query.
- - fixed_delta: If the pipeline measurement is of type\
- "ZeroConcentratedDivergence" (e.g. with "make_gaussian") then
- it is converted to "SmoothedMaxDivergence" with
- "make_zCDP_to_approxDP" (see opendp measurements documentation at
- https://docs.opendp.org/en/stable/api/python/opendp.combinators.html#opendp.combinators.make_zCDP_to_approxDP). # noqa # pylint: disable=C0301
- In that case a "fixed_delta" must be provided by the user.
- - dummy (bool, optional): Whether to use a dummy dataset
- (default: False).
- - nb_rows (int, optional): The number of rows
- in the dummy dataset (default: 100).
- - seed (int, optional): The random seed for generating
- the dummy dataset (default: 42).
-
- Defaults to Body(example_dummy_opendp).
-
- Raises:
- ExternalLibraryException: For exceptions from libraries
- external to this package.
- InternalServerException: For any other unforseen exceptions.
- InvalidQueryException: If there is not enough budget or the dataset
- does not exist.
-
- Returns:
- JSONResponse: A JSON object containing:
- - query_response (pd.DataFrame): a DataFrame containing
- the query response.
- """
- ds_private_dataset = get_dummy_dataset_for_query(
- app.state.admin_database, query_json
- )
- dummy_querier = querier_factory(
- DPLibraries.OPENDP, private_dataset=ds_private_dataset
- )
-
- try:
- _ = dummy_querier.cost(query_json) # verify cost works
- response_df = dummy_querier.query(query_json)
- response = {"query_response": response_df}
-
- except KNOWN_EXCEPTIONS as e:
- raise e
- except Exception as e:
- raise InternalServerException(e) from e
-
- return JSONResponse(content=response)
-
-
-
-
-[docs]
-@app.post(
- "/estimate_opendp_cost",
- dependencies=[Depends(server_live)],
- tags=["USER_QUERY"],
-)
-def estimate_opendp_cost(
- _request: Request,
- query_json: OpenDPInp = Body(example_opendp),
-) -> JSONResponse:
- """
- Estimates the privacy loss budget cost of an OpenDP query.
-
- Args:
- request (Request): Raw request object
- query_json (OpenDPInp, optional):
- A JSON object containing the following:
- - "opendp_pipeline": The OpenDP pipeline for the query.
-
- Defaults to Body(example_opendp).
-
- Raises:
- ExternalLibraryException: For exceptions from libraries
- external to this package.
- InternalServerException: For any other unforseen exceptions.
- InvalidQueryException: The dataset does not exist or the
- pipeline does not contain a measurement.
-
- Returns:
- JSONResponse: A JSON object containing:
- - epsilon_cost (float): The estimated epsilon cost.
- - delta_cost (float): The estimated delta cost.
- """
- try:
- response = app.state.query_handler.estimate_cost(
- DPLibraries.OPENDP,
- query_json,
- )
- except KNOWN_EXCEPTIONS as e:
- raise e
- except Exception as e:
- raise InternalServerException(e) from e
-
- return JSONResponse(content=response)
-
-
-
-# MongoDB get initial budget
-
-[docs]
-@app.post(
- "/get_initial_budget",
- dependencies=[Depends(server_live)],
- tags=["USER_BUDGET"],
-)
-def get_initial_budget(
- _request: Request,
- query_json: GetDbData = Body(example_get_admin_db_data),
- user_name: str = Header(None),
-) -> JSONResponse:
- """
- Returns the initial budget for a user and dataset.
-
- Args:
- request (Request): Raw request object
- query_json (GetDbData, optional): A JSON object containing:
- - dataset_name (str): The name of the dataset.
-
- Defaults to Body(example_get_admin_db_data).
-
- user_name (str, optional): The user name.
- Defaults to Header(None).
-
- Raises:
- ExternalLibraryException: For exceptions from libraries
- external to this package.
- InternalServerException: For any other unforseen exceptions.
- InvalidQueryException: The dataset does not exist.
- UnauthorizedAccessException: The user does not exist or
- the user does not have access to the dataset.
- Returns:
- JSONResponse: a JSON object with:
- - initial_epsilon (float): initial epsilon budget.
- - initial_delta (float): initial delta budget.
- """
- try:
- (
- initial_epsilon,
- initial_delta,
- ) = app.state.admin_database.get_initial_budget(
- user_name, query_json.dataset_name
- )
- except KNOWN_EXCEPTIONS as e:
- raise e
- except Exception as e:
- raise InternalServerException(e) from e
-
- return JSONResponse(
- content={
- "initial_epsilon": initial_epsilon,
- "initial_delta": initial_delta,
- }
- )
-
-
-
-# MongoDB get total spent budget
-
-[docs]
-@app.post(
- "/get_total_spent_budget",
- dependencies=[Depends(server_live)],
- tags=["USER_BUDGET"],
-)
-def get_total_spent_budget(
- _request: Request,
- query_json: GetDbData = Body(example_get_admin_db_data),
- user_name: str = Header(None),
-) -> JSONResponse:
- """
- Returns the spent budget for a user and dataset.
-
- Args:
- request (Request): Raw request object
- query_json (GetDbData, optional): A JSON object containing:
- - dataset_name (str): The name of the dataset.
-
- Defaults to Body(example_get_admin_db_data).
-
- user_name (str, optional): The user name.
- Defaults to Header(None).
-
- Raises:
- ExternalLibraryException: For exceptions from libraries
- external to this package.
- InternalServerException: For any other unforseen exceptions.
- InvalidQueryException: The dataset does not exist.
- UnauthorizedAccessException: The user does not exist or
- the user does not have access to the dataset.
- Returns:
- JSONResponse: a JSON object with:
- - total_spent_epsilon (float): total spent epsilon budget.
- - total_spent_delta (float): total spent delta budget.
- """
- try:
- (
- total_spent_epsilon,
- total_spent_delta,
- ) = app.state.admin_database.get_total_spent_budget(
- user_name, query_json.dataset_name
- )
- except KNOWN_EXCEPTIONS as e:
- raise e
- except Exception as e:
- raise InternalServerException(e) from e
-
- return JSONResponse(
- content={
- "total_spent_epsilon": total_spent_epsilon,
- "total_spent_delta": total_spent_delta,
- }
- )
-
-
-
-# MongoDB get remaining budget
-
-[docs]
-@app.post(
- "/get_remaining_budget",
- dependencies=[Depends(server_live)],
- tags=["USER_BUDGET"],
-)
-def get_remaining_budget(
- _request: Request,
- query_json: GetDbData = Body(example_get_admin_db_data),
- user_name: str = Header(None),
-) -> JSONResponse:
- """
- Returns the remaining budget for a user and dataset.
-
- Args:
- request (Request): Raw request object
- query_json (GetDbData, optional): A JSON object containing:
- - dataset_name (str): The name of the dataset.
-
- Defaults to Body(example_get_admin_db_data).
-
- user_name (str, optional): The user name.
- Defaults to Header(None).
-
- Raises:
- ExternalLibraryException: For exceptions from libraries
- external to this package.
- InternalServerException: For any other unforseen exceptions.
- InvalidQueryException: The dataset does not exist.
- UnauthorizedAccessException: The user does not exist or
- the user does not have access to the dataset.
- Returns:
- JSONResponse: a JSON object with:
- - remaining_epsilon (float): remaining epsilon budget.
- - remaining_delta (float): remaining delta budget.
- """
- try:
- rem_epsilon, rem_delta = app.state.admin_database.get_remaining_budget(
- user_name, query_json.dataset_name
- )
- except KNOWN_EXCEPTIONS as e:
- raise e
- except Exception as e:
- raise InternalServerException(e) from e
-
- return JSONResponse(
- content={
- "remaining_epsilon": rem_epsilon,
- "remaining_delta": rem_delta,
- }
- )
-
-
-
-# MongoDB get archives
-
-[docs]
-@app.post(
- "/get_previous_queries",
- dependencies=[Depends(server_live)],
- tags=["USER_BUDGET"],
-)
-def get_user_previous_queries(
- _request: Request,
- query_json: GetDbData = Body(example_get_admin_db_data),
- user_name: str = Header(None),
-) -> JSONResponse:
- """
- Returns the query history of a user on a specific dataset.
-
- Args:
- request (Request): Raw request object
- query_json (GetDbData, optional): A JSON object containing:
- - dataset_name (str): The name of the dataset.
-
- Defaults to Body(example_get_admin_db_data).
-
- user_name (str, optional): The user name.
- Defaults to Header(None).
-
- Raises:
- ExternalLibraryException: For exceptions from libraries
- external to this package.
- InternalServerException: For any other unforseen exceptions.
- InvalidQueryException: The dataset does not exist.
- UnauthorizedAccessException: The user does not exist or
- the user does not have access to the dataset.
-
- Returns:
- JSONResponse: A JSON object containing:
- - previous_queries (list[dict]): a list of dictionaries
- containing the previous queries.
- """
- try:
- previous_queries = app.state.admin_database.get_user_previous_queries(
- user_name, query_json.dataset_name
- )
- except KNOWN_EXCEPTIONS as e:
- raise e
- except Exception as e:
- raise InternalServerException(e) from e
-
- return JSONResponse(content={"previous_queries": previous_queries})
-
+# Add endpoints
+app.include_router(routes_dp.router)
+app.include_router(routes_admin.router)
diff --git a/html/develop/en/_modules/lomas_server/tests/test_api.html b/html/develop/en/_modules/lomas_server/tests/test_api.html
index 18297115..f8eb520e 100644
--- a/html/develop/en/_modules/lomas_server/tests/test_api.html
+++ b/html/develop/en/_modules/lomas_server/tests/test_api.html
@@ -178,7 +178,7 @@ Source code for lomas_server.tests.test_api
[docs]
def setUp(self) -> None:
- """_summary_"""
+ """Set Up Header and DB for test"""
self.user_name = "Dr. Antartica"
self.dataset = PENGUIN_DATASET
self.headers = {
diff --git a/html/develop/en/genindex.html b/html/develop/en/genindex.html
index c3e1ea78..c8b9cc4a 100644
--- a/html/develop/en/genindex.html
+++ b/html/develop/en/genindex.html
@@ -299,11 +299,11 @@ D
db_name (lomas_server.utils.config.MongoDBConfig attribute)
DB_TYPE (lomas_server.constants.ConfigKeys attribute)
-
- db_type (lomas_server.utils.config.DBConfig attribute)
+ - db_type (lomas_server.utils.config.DBConfig attribute)
+
- DB_TYPE_MONGODB (lomas_server.constants.ConfigKeys attribute)
- DBConfig (class in lomas_server.utils.config)
@@ -372,8 +372,6 @@
D
- (lomas_server.utils.input_models.GetDummyDataset attribute)
- dummy_opendp_query_handler() (in module lomas_server.app)
-
dummy_seed (lomas_server.utils.input_models.DummyOpenDPInp attribute)
@@ -382,8 +380,6 @@ D
- (lomas_server.utils.input_models.GetDummyDataset attribute)
- dummy_smartnoise_sql_handler() (in module lomas_server.app)
-
DummyOpenDPInp (class in lomas_server.utils.input_models)
DummySNSQLInp (class in lomas_server.utils.input_models)
@@ -408,24 +404,16 @@ E
(lomas_server.utils.input_models.SNSQLInpCost attribute)
- error_message() (in module lomas_client.client)
-
G
(lomas_server.admin_database.yaml_database.AdminYamlDatabase method)
- get_dataset_metadata() (in module lomas_server.app)
+ get_dataset_metadata() (lomas_client.client.Client method)
- get_dummy_dataset() (in module lomas_server.app)
-
-
get_dummy_dataset_for_query() (in module lomas_server.dp_queries.dummy_dataset)
get_epsilon_or_delta() (lomas_server.admin_database.admin_database.AdminDatabase method)
@@ -502,11 +484,9 @@ G
(lomas_server.admin_database.yaml_database.AdminYamlDatabase method)
- get_initial_budget() (in module lomas_server.app)
+ get_initial_budget() (lomas_client.client.Client method)
@@ -516,14 +496,10 @@ G
get_list_of_users() (in module lomas_server.mongodb_admin)
- get_memory_usage() (in module lomas_server.app)
-
-
+ - get_memory_usage() (lomas_server.private_dataset.private_dataset.PrivateDataset method)
+
- get_metadata() (lomas_server.private_dataset.private_dataset.PrivateDataset method)
- get_mongodb() (in module lomas_server.admin_database.utils)
@@ -552,29 +528,21 @@
G
- (lomas_server.dataset_store.lru_dataset_store.LRUDatasetStore method)
- get_remaining_budget() (in module lomas_server.app)
+ get_remaining_budget() (lomas_client.client.Client method)
- get_state() (in module lomas_server.app)
-
- get_total_spent_budget() (in module lomas_server.app)
+ get_total_spent_budget() (lomas_client.client.Client method)
- get_user_previous_queries() (in module lomas_server.app)
+ get_user_previous_queries() (lomas_server.admin_database.admin_database.AdminDatabase method)
- opendp_query() (lomas_client.client.Client method)
-
- - opendp_query_handler() (in module lomas_server.app)
+
- opendp_query() (lomas_client.client.Client method)
- OpenDPConfig (class in lomas_server.utils.config)
@@ -1443,8 +1409,6 @@ R
- reconstruct_measurement_pipeline() (in module lomas_server.dp_queries.dp_libraries.opendp)
- reload (lomas_server.utils.config.Server attribute)
-
- - root() (in module lomas_server.app)
+ - SETTINGS (lomas_server.constants.ConfigKeys attribute)
+
- setUp() (lomas_server.tests.test_api.TestRootAPIEndpoint method)
- setUpClass() (lomas_server.tests.test_api.TestRootAPIEndpoint class method)
@@ -1544,8 +1508,6 @@
S
- (lomas_server.constants.DPLibraries attribute)
- smartnoise_sql_handler() (in module lomas_server.app)
-
SmartnoiseSQLQuerier (class in lomas_server.dp_queries.dp_libraries.smartnoise_sql)
SMOOTHED_MAX_DIVERGENCE (lomas_server.constants.OpenDPMeasurement attribute)
diff --git a/html/develop/en/lomas_server.html b/html/develop/en/lomas_server.html
index d6398f17..9065becb 100644
--- a/html/develop/en/lomas_server.html
+++ b/html/develop/en/lomas_server.html
@@ -724,478 +724,6 @@ Submodules
lomas_server.app module
-
--
-lomas_server.app.dummy_opendp_query_handler(_request: Request, query_json: DummyOpenDPInp = Body({'dataset_name': 'PENGUIN', 'opendp_json': '{"version": "0.8.0", "ast": {"_type": "partial_chain", "lhs": {"_type": "partial_chain", "lhs": {"_type": "partial_chain", "lhs": {"_type": "partial_chain", "lhs": {"_type": "partial_chain", "lhs": {"_type": "constructor", "func": "make_chain_tt", "module": "combinators", "args": [{"_type": "constructor", "func": "make_select_column", "module": "transformations", "kwargs": {"key": "bill_length_mm", "TOA": "String"}}, {"_type": "constructor", "func": "make_split_dataframe", "module": "transformations", "kwargs": {"separator": ",", "col_names": {"_type": "list", "_items": ["species", "island", "bill_length_mm", "bill_depth_mm", "flipper_length_mm", "body_mass_g", "sex"]}}}]}, "rhs": {"_type": "constructor", "func": "then_cast_default", "module": "transformations", "kwargs": {"TOA": "f64"}}}, "rhs": {"_type": "constructor", "func": "then_clamp", "module": "transformations", "kwargs": {"bounds": [30.0, 65.0]}}}, "rhs": {"_type": "constructor", "func": "then_resize", "module": "transformations", "kwargs": {"size": 346, "constant": 43.61}}}, "rhs": {"_type": "constructor", "func": "then_variance", "module": "transformations"}}, "rhs": {"_type": "constructor", "func": "then_laplace", "module": "measurements", "kwargs": {"scale": 5.0}}}}', 'fixed_delta': 1e-06, 'dummy_nb_rows': 100, 'dummy_seed': 42})) JSONResponse[source]
-Handles queries on dummy datasets for the OpenDP library.
-
-- Parameters:
-
-request (Request) – Raw request object.
query_json (DummyOpenDPInp, optional) –
A JSON object containing the following:
-- opendp_pipeline: The OpenDP pipeline for the query.
-- fixed_delta: If the pipeline measurement is of type “ZeroConcentratedDivergence” (e.g. with “make_gaussian”) then
-
-it is converted to “SmoothedMaxDivergence” with
-“make_zCDP_to_approxDP” (see opendp measurements documentation at
-https://docs.opendp.org/en/stable/api/python/opendp.combinators.html#opendp.combinators.make_zCDP_to_approxDP). # noqa # pylint: disable=C0301
-In that case a “fixed_delta” must be provided by the user.
-
-
-dummy (bool, optional): Whether to use a dummy dataset
-(default: False).
nb_rows (int, optional): The number of rows
-in the dummy dataset (default: 100).
seed (int, optional): The random seed for generating
-the dummy dataset (default: 42).
-Defaults to Body(example_dummy_opendp).
-
-- Raises:
-
-ExternalLibraryException – For exceptions from libraries
- external to this package.
InternalServerException – For any other unforseen exceptions.
InvalidQueryException – If there is not enough budget or the dataset
- does not exist.
-- Returns:
-
-- A JSON object containing:
-query_response (pd.DataFrame): a DataFrame containing
-the query response.
-
-
-- Return type:
-JSONResponse
-
-
-
-
--
-lomas_server.app.dummy_smartnoise_sql_handler(_request: Request, query_json: DummySNSQLInp = Body({'query_str': 'SELECT COUNT(*) AS NB_ROW FROM df', 'dataset_name': 'PENGUIN', 'epsilon': 100.0, 'delta': 0.99, 'mechanisms': {'count': 'gaussian'}, 'postprocess': False, 'dummy_nb_rows': 100, 'dummy_seed': 42})) JSONResponse[source]
-Handles queries on dummy datasets for the SmartNoiseSQL library.
-
-- Parameters:
-
-request (Request) – Raw request object
query_json (DummySNSQLInp, optional) –
A JSON object containing:
-- query: The SQL query to execute. NOTE: the table name is “df”,
-
-the query must end with “FROM df”.
-
-
-epsilon (float): Privacy parameter (e.g., 0.1).
delta (float): Privacy parameter (e.g., 1e-5).
mechanisms (dict, optional): Dictionary of mechanisms for the
-query (default: {}). See Smartnoise-SQL mechanisms documentation
-https://docs.smartnoise.org/sql/advanced.html#overriding-mechanisms.
postprocess (bool, optional): Whether to postprocess the query
-results (default: True).
-See Smartnoise-SQL postprocessing documentation
-https://docs.smartnoise.org/sql/advanced.html#postprocess.
dummy (bool, optional): Whether to use a dummy dataset
-(default: False).
nb_rows (int, optional): The number of rows in the dummy dataset
-(default: 100).
seed (int, optional): The random seed for generating
-the dummy dataset (default: 42).
-Defaults to Body(example_dummy_smartnoise_sql).
-
-- Raises:
-
-ExternalLibraryException – For exceptions from libraries
- external to this package.
InternalServerException – For any other unforseen exceptions.
InvalidQueryException – If there is not enough budget or the dataset
- does not exist.
-- Returns:
-
-- A JSON object containing:
-query_response (pd.DataFrame): a DataFrame containing
-the query response.
-
-
-- Return type:
-JSONResponse
-
-
-
-
--
-lomas_server.app.estimate_opendp_cost(_request: Request, query_json: OpenDPInp = Body({'dataset_name': 'PENGUIN', 'opendp_json': '{"version": "0.8.0", "ast": {"_type": "partial_chain", "lhs": {"_type": "partial_chain", "lhs": {"_type": "partial_chain", "lhs": {"_type": "partial_chain", "lhs": {"_type": "partial_chain", "lhs": {"_type": "constructor", "func": "make_chain_tt", "module": "combinators", "args": [{"_type": "constructor", "func": "make_select_column", "module": "transformations", "kwargs": {"key": "bill_length_mm", "TOA": "String"}}, {"_type": "constructor", "func": "make_split_dataframe", "module": "transformations", "kwargs": {"separator": ",", "col_names": {"_type": "list", "_items": ["species", "island", "bill_length_mm", "bill_depth_mm", "flipper_length_mm", "body_mass_g", "sex"]}}}]}, "rhs": {"_type": "constructor", "func": "then_cast_default", "module": "transformations", "kwargs": {"TOA": "f64"}}}, "rhs": {"_type": "constructor", "func": "then_clamp", "module": "transformations", "kwargs": {"bounds": [30.0, 65.0]}}}, "rhs": {"_type": "constructor", "func": "then_resize", "module": "transformations", "kwargs": {"size": 346, "constant": 43.61}}}, "rhs": {"_type": "constructor", "func": "then_variance", "module": "transformations"}}, "rhs": {"_type": "constructor", "func": "then_laplace", "module": "measurements", "kwargs": {"scale": 5.0}}}}', 'fixed_delta': 1e-06})) JSONResponse[source]
-Estimates the privacy loss budget cost of an OpenDP query.
-
-- Parameters:
-
-request (Request) – Raw request object
query_json (OpenDPInp, optional) –
A JSON object containing the following:
-- “opendp_pipeline”: The OpenDP pipeline for the query.
-Defaults to Body(example_opendp).
-
-- Raises:
-
-ExternalLibraryException – For exceptions from libraries
- external to this package.
InternalServerException – For any other unforseen exceptions.
InvalidQueryException – The dataset does not exist or the
- pipeline does not contain a measurement.
-- Returns:
-
-- A JSON object containing:
-epsilon_cost (float): The estimated epsilon cost.
delta_cost (float): The estimated delta cost.
-
-
-- Return type:
-JSONResponse
-
-
-
-
--
-lomas_server.app.estimate_smartnoise_cost(_request: Request, query_json: SNSQLInpCost = Body({'query_str': 'SELECT COUNT(*) AS NB_ROW FROM df', 'dataset_name': 'PENGUIN', 'epsilon': 0.1, 'delta': 1e-05, 'mechanisms': {'count': 'gaussian'}})) JSONResponse[source]
-Estimates the privacy loss budget cost of a SmartNoiseSQL query.
-
-- Parameters:
-
-request (Request) – Raw request object
query_json (SNSQLInpCost, optional) –
A JSON object containing the following:
-- query: The SQL query to estimate the cost for.
-
-NOTE: the table name is “df”, the query must end with “FROM df”.
-
-
-epsilon (float): Privacy parameter (e.g., 0.1).
delta (float): Privacy parameter (e.g., 1e-5).
mechanisms (dict, optional): Dictionary of mechanisms
-for the query (default: {}).
-See Smartnoise-SQL mechanisms documentation
-https://docs.smartnoise.org/sql/advanced.html#overriding-mechanisms.
-Defaults to Body(example_smartnoise_sql_cost).
-
-- Raises:
-
-ExternalLibraryException – For exceptions from libraries
- external to this package.
InternalServerException – For any other unforseen exceptions.
InvalidQueryException – The dataset does not exist.
-- Returns:
-
-- A JSON object containing:
-epsilon_cost (float): The estimated epsilon cost.
delta_cost (float): The estimated delta cost.
-
-
-- Return type:
-JSONResponse
-
-
-
-
--
-lomas_server.app.get_dataset_metadata(_request: Request, query_json: GetDbData = Body({'dataset_name': 'PENGUIN'})) JSONResponse[source]
-Retrieves metadata for a given dataset.
-
-- Parameters:
-
-request (Request) – Raw request object
query_json (GetDbData, optional) – A JSON object containing
-the dataset_name key for indicating the dataset.
-Defaults to Body(example_get_admin_db_data).
-- Raises:
-
-ExternalLibraryException – For exceptions from libraries
- external to this package.
InternalServerException – For any other unforseen exceptions.
-- Returns:
-
-- The metadata dictionary for the specified
dataset_name.
-
-
-- Return type:
-JSONResponse
-
-
-
-
--
-lomas_server.app.get_dummy_dataset(_request: Request, query_json: GetDummyDataset = Body({'dataset_name': 'PENGUIN', 'dummy_nb_rows': 100, 'dummy_seed': 42})) StreamingResponse[source]
-Generates and returns a dummy dataset.
-
-- Parameters:
-
-request (Request) – Raw request object
query_json (GetDummyDataset, optional) –
-- A JSON object containing the following:
-nb_rows (int, optional): The number of rows in the
-dummy dataset (default: 100).
seed (int, optional): The random seed for generating
-the dummy dataset (default: 42).
-
-Defaults to Body(example_get_dummy_dataset).
-
-- Raises:
-
-ExternalLibraryException – For exceptions from libraries
- external to this package.
InternalServerException – For any other unforseen exceptions.
-- Returns:
-a pd.DataFrame representing the dummy dataset.
-- Return type:
-StreamingResponse
-
-
-
-
--
-lomas_server.app.get_initial_budget(_request: Request, query_json: GetDbData = Body({'dataset_name': 'PENGUIN'}), user_name: str = Header(None)) JSONResponse[source]
-Returns the initial budget for a user and dataset.
-
-- Parameters:
-
-request (Request) – Raw request object
query_json (GetDbData, optional) –
A JSON object containing:
-- dataset_name (str): The name of the dataset.
-Defaults to Body(example_get_admin_db_data).
-user_name (str, optional) – The user name.
-Defaults to Header(None).
-- Raises:
-
-ExternalLibraryException – For exceptions from libraries
- external to this package.
InternalServerException – For any other unforseen exceptions.
InvalidQueryException – The dataset does not exist.
UnauthorizedAccessException – The user does not exist or
- the user does not have access to the dataset.
-- Returns:
-
-- a JSON object with:
-initial_epsilon (float): initial epsilon budget.
initial_delta (float): initial delta budget.
-
-
-- Return type:
-JSONResponse
-
-
-
-
--
-async lomas_server.app.get_memory_usage() JSONResponse[source]
-Return the dataset store object memory usage
-:param user_name: The user name. Defaults to Header(None).
-:type user_name: str, optional
-
-- Returns:
-with DatasetStore object memory usage
-- Return type:
-JSONResponse
-
-
-
-
--
-lomas_server.app.get_remaining_budget(_request: Request, query_json: GetDbData = Body({'dataset_name': 'PENGUIN'}), user_name: str = Header(None)) JSONResponse[source]
-Returns the remaining budget for a user and dataset.
-
-- Parameters:
-
-request (Request) – Raw request object
query_json (GetDbData, optional) –
A JSON object containing:
-- dataset_name (str): The name of the dataset.
-Defaults to Body(example_get_admin_db_data).
-user_name (str, optional) – The user name.
-Defaults to Header(None).
-- Raises:
-
-ExternalLibraryException – For exceptions from libraries
- external to this package.
InternalServerException – For any other unforseen exceptions.
InvalidQueryException – The dataset does not exist.
UnauthorizedAccessException – The user does not exist or
- the user does not have access to the dataset.
-- Returns:
-
-- a JSON object with:
-remaining_epsilon (float): remaining epsilon budget.
remaining_delta (float): remaining delta budget.
-
-
-- Return type:
-JSONResponse
-
-
-
-
--
-async lomas_server.app.get_state(user_name: str = Header(None)) JSONResponse[source]
-Returns the current state dict of this server instance.
-
-- Parameters:
-user_name (str, optional) – The user name. Defaults to Header(None).
-- Returns:
-The state of the server instance.
-- Return type:
-JSONResponse
-
-
-
-
--
-lomas_server.app.get_total_spent_budget(_request: Request, query_json: GetDbData = Body({'dataset_name': 'PENGUIN'}), user_name: str = Header(None)) JSONResponse[source]
-Returns the spent budget for a user and dataset.
-
-- Parameters:
-
-request (Request) – Raw request object
query_json (GetDbData, optional) –
A JSON object containing:
-- dataset_name (str): The name of the dataset.
-Defaults to Body(example_get_admin_db_data).
-user_name (str, optional) – The user name.
-Defaults to Header(None).
-- Raises:
-
-ExternalLibraryException – For exceptions from libraries
- external to this package.
InternalServerException – For any other unforseen exceptions.
InvalidQueryException – The dataset does not exist.
UnauthorizedAccessException – The user does not exist or
- the user does not have access to the dataset.
-- Returns:
-
-- a JSON object with:
-total_spent_epsilon (float): total spent epsilon budget.
total_spent_delta (float): total spent delta budget.
-
-
-- Return type:
-JSONResponse
-
-
-
-
--
-lomas_server.app.get_user_previous_queries(_request: Request, query_json: GetDbData = Body({'dataset_name': 'PENGUIN'}), user_name: str = Header(None)) JSONResponse[source]
-Returns the query history of a user on a specific dataset.
-
-- Parameters:
-
-request (Request) – Raw request object
query_json (GetDbData, optional) –
A JSON object containing:
-- dataset_name (str): The name of the dataset.
-Defaults to Body(example_get_admin_db_data).
-user_name (str, optional) – The user name.
-Defaults to Header(None).
-- Raises:
-
-ExternalLibraryException – For exceptions from libraries
- external to this package.
InternalServerException – For any other unforseen exceptions.
InvalidQueryException – The dataset does not exist.
UnauthorizedAccessException – The user does not exist or
- the user does not have access to the dataset.
-- Returns:
-
-- A JSON object containing:
-previous_queries (list[dict]): a list of dictionaries
-containing the previous queries.
-
-
-- Return type:
-JSONResponse
-
-
-
-
lomas_server.app.lifespan(app: FastAPI) AsyncGenerator[source]
@@ -1214,132 +742,6 @@ Submodules
--
-lomas_server.app.opendp_query_handler(_request: Request, query_json: OpenDPInp = Body({'dataset_name': 'PENGUIN', 'opendp_json': '{"version": "0.8.0", "ast": {"_type": "partial_chain", "lhs": {"_type": "partial_chain", "lhs": {"_type": "partial_chain", "lhs": {"_type": "partial_chain", "lhs": {"_type": "partial_chain", "lhs": {"_type": "constructor", "func": "make_chain_tt", "module": "combinators", "args": [{"_type": "constructor", "func": "make_select_column", "module": "transformations", "kwargs": {"key": "bill_length_mm", "TOA": "String"}}, {"_type": "constructor", "func": "make_split_dataframe", "module": "transformations", "kwargs": {"separator": ",", "col_names": {"_type": "list", "_items": ["species", "island", "bill_length_mm", "bill_depth_mm", "flipper_length_mm", "body_mass_g", "sex"]}}}]}, "rhs": {"_type": "constructor", "func": "then_cast_default", "module": "transformations", "kwargs": {"TOA": "f64"}}}, "rhs": {"_type": "constructor", "func": "then_clamp", "module": "transformations", "kwargs": {"bounds": [30.0, 65.0]}}}, "rhs": {"_type": "constructor", "func": "then_resize", "module": "transformations", "kwargs": {"size": 346, "constant": 43.61}}}, "rhs": {"_type": "constructor", "func": "then_variance", "module": "transformations"}}, "rhs": {"_type": "constructor", "func": "then_laplace", "module": "measurements", "kwargs": {"scale": 5.0}}}}', 'fixed_delta': 1e-06}), user_name: str = Header(None)) JSONResponse[source]
-Handles queries for the OpenDP Library.
-
-- Parameters:
-
-request (Request) – Raw request object.
query_json (OpenDPInp, optional) –
A JSON object containing the following:
-- opendp_pipeline: The OpenDP pipeline for the query.
-- fixed_delta: If the pipeline measurement is of type
-
-”ZeroConcentratedDivergence” (e.g. with “make_gaussian”) then it is
-converted to “SmoothedMaxDivergence” with “make_zCDP_to_approxDP”
-(see “opendp measurements documentation at
-https://docs.opendp.org/en/stable/api/python/opendp.combinators.html#opendp.combinators.make_zCDP_to_approxDP). # noqa # pylint: disable=C0301
-In that case a “fixed_delta” must be provided by the user.
-
-Defaults to Body(example_opendp).
-user_name (str, optional) – The user name.
-Defaults to Header(None).
-- Raises:
-
-ExternalLibraryException – For exceptions from libraries
- external to this package.
InternalServerException – For any other unforseen exceptions.
InvalidQueryException – The pipeline does not contain a “measurement”,
- there is not enough budget or the dataset does not exist.
UnauthorizedAccessException – A query is already ongoing for this user,
- the user does not exist or does not have access to the dataset.
-- Returns:
-
-- A JSON object containing the following:
-requested_by (str): The user name.
query_response (pd.DataFrame): A DataFrame containing
-the query response.
spent_epsilon (float): The amount of epsilon budget spent
-for the query.
spent_delta (float): The amount of delta budget spent
-for the query.
-
-
-- Return type:
-JSONResponse
-
-
-
-
--
-async lomas_server.app.root()[source]
-Redirect root endpoint to the state endpoint
-:returns: The state of the server instance.
-:rtype: JSONResponse
-
-
-
--
-lomas_server.app.smartnoise_sql_handler(_request: Request, query_json: SNSQLInp = Body({'query_str': 'SELECT COUNT(*) AS NB_ROW FROM df', 'dataset_name': 'PENGUIN', 'epsilon': 0.1, 'delta': 1e-05, 'mechanisms': {'count': 'gaussian'}, 'postprocess': True}), user_name: str = Header(None)) JSONResponse[source]
-Handles queries for the SmartNoiseSQL library.
-
-- Parameters:
-
-request (Request) – Raw request object
query_json (SNSQLInp) –
A JSON object containing:
-- query: The SQL query to execute. NOTE: the table name is “df”,
-
-the query must end with “FROM df”.
-
-
-epsilon (float): Privacy parameter (e.g., 0.1).
delta (float): Privacy parameter (e.g., 1e-5).
mechanisms (dict, optional): Dictionary of mechanisms for the
-query (default: {}). See “Smartnoise-SQL mechanisms documentation
-https://docs.smartnoise.org/sql/advanced.html#overriding-mechanisms.
postprocess (bool, optional): Whether to postprocess the query
-results (default: True).
-See “Smartnoise-SQL postprocessing documentation
-https://docs.smartnoise.org/sql/advanced.html#postprocess.
-Defaults to Body(example_smartnoise_sql).
-user_name (str, optional) – The user name.
-Defaults to Header(None).
-- Raises:
-
-ExternalLibraryException – For exceptions from libraries
- external to this package.
InternalServerException – For any other unforseen exceptions.
InvalidQueryException – If there is not enough budget or the dataset
- does not exist.
UnauthorizedAccessException – A query is already ongoing for this user,
- the user does not exist or does not have access to the dataset.
-- Returns:
-
-- A JSON object containing the following:
-requested_by (str): The user name.
query_response (pd.DataFrame): A DataFrame containing
-the query response.
spent_epsilon (float): The amount of epsilon budget spent
-for the query.
spent_delta (float): The amount of delta budget spent
-for the query.
-
-
-- Return type:
-JSONResponse
-
-
-
lomas_server.constants module
diff --git a/html/develop/en/lomas_server.tests.html b/html/develop/en/lomas_server.tests.html
index ddbfa23c..b69442e6 100644
--- a/html/develop/en/lomas_server.tests.html
+++ b/html/develop/en/lomas_server.tests.html
@@ -129,7 +129,7 @@ Submodules
setUp() None[source]
-_summary_
+Set Up Header and DB for test
diff --git a/html/develop/en/objects.inv b/html/develop/en/objects.inv
index a4caa519..f6c601ff 100644
Binary files a/html/develop/en/objects.inv and b/html/develop/en/objects.inv differ
diff --git a/html/develop/en/searchindex.js b/html/develop/en/searchindex.js
index 907ace88..dd82ada4 100644
--- a/html/develop/en/searchindex.js
+++ b/html/develop/en/searchindex.js
@@ -1 +1 @@
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"lomas_server.constants.ConfigKeys.DB", false]], "db_file (lomas_server.utils.config.yamldbconfig attribute)": [[20, "lomas_server.utils.config.YamlDBConfig.db_file", false]], "db_name (lomas_server.utils.config.mongodbconfig attribute)": [[20, "lomas_server.utils.config.MongoDBConfig.db_name", false]], "db_type (lomas_server.constants.configkeys attribute)": [[12, "lomas_server.constants.ConfigKeys.DB_TYPE", false]], "db_type (lomas_server.utils.config.dbconfig attribute)": [[20, "lomas_server.utils.config.DBConfig.db_type", false]], "db_type_mongodb (lomas_server.constants.configkeys attribute)": [[12, "lomas_server.constants.ConfigKeys.DB_TYPE_MONGODB", false]], "dbconfig (class in lomas_server.utils.config)": [[20, "lomas_server.utils.config.DBConfig", false]], "del_dataset() (in module lomas_server.mongodb_admin)": [[12, "lomas_server.mongodb_admin.del_dataset", false]], "del_dataset_to_user() (in module lomas_server.mongodb_admin)": [[12, "lomas_server.mongodb_admin.del_dataset_to_user", false]], "del_user() (in module lomas_server.mongodb_admin)": [[12, "lomas_server.mongodb_admin.del_user", false]], "delta (lomas_server.utils.input_models.dummysnsqlinp attribute)": [[20, "lomas_server.utils.input_models.DummySNSQLInp.delta", false]], "delta (lomas_server.utils.input_models.snsqlinp attribute)": [[20, "lomas_server.utils.input_models.SNSQLInp.delta", false]], "delta (lomas_server.utils.input_models.snsqlinpcost attribute)": [[20, "lomas_server.utils.input_models.SNSQLInpCost.delta", false]], "develop_mode (lomas_server.constants.configkeys attribute)": [[12, "lomas_server.constants.ConfigKeys.DEVELOP_MODE", false]], "develop_mode (lomas_server.utils.config.config attribute)": [[20, "lomas_server.utils.config.Config.develop_mode", false]], "df (lomas_server.private_dataset.private_dataset.privatedataset attribute)": [[18, "lomas_server.private_dataset.private_dataset.PrivateDataset.df", false]], "does_dataset_exist() (lomas_server.admin_database.admin_database.admindatabase method)": [[13, "lomas_server.admin_database.admin_database.AdminDatabase.does_dataset_exist", false]], "does_dataset_exist() (lomas_server.admin_database.mongodb_database.adminmongodatabase method)": [[13, "lomas_server.admin_database.mongodb_database.AdminMongoDatabase.does_dataset_exist", false]], "does_dataset_exist() (lomas_server.admin_database.yaml_database.adminyamldatabase method)": [[13, "lomas_server.admin_database.yaml_database.AdminYamlDatabase.does_dataset_exist", false]], "does_user_exist() (lomas_server.admin_database.admin_database.admindatabase method)": [[13, "lomas_server.admin_database.admin_database.AdminDatabase.does_user_exist", false]], "does_user_exist() (lomas_server.admin_database.mongodb_database.adminmongodatabase method)": [[13, "lomas_server.admin_database.mongodb_database.AdminMongoDatabase.does_user_exist", false]], "does_user_exist() (lomas_server.admin_database.yaml_database.adminyamldatabase method)": [[13, "lomas_server.admin_database.yaml_database.AdminYamlDatabase.does_user_exist", false]], "dp_libraries (lomas_server.utils.config.config attribute)": [[20, "lomas_server.utils.config.Config.dp_libraries", false]], "dp_library (lomas_server.constants.configkeys attribute)": [[12, "lomas_server.constants.ConfigKeys.DP_LIBRARY", false]], "dp_queriers (lomas_server.dataset_store.basic_dataset_store.basicdatasetstore attribute)": [[15, "lomas_server.dataset_store.basic_dataset_store.BasicDatasetStore.dp_queriers", false]], "dplibraries (class in lomas_client.client)": [[11, "lomas_client.client.DPLibraries", false]], "dplibraries (class in lomas_server.constants)": [[12, "lomas_server.constants.DPLibraries", false]], "dplibraryconfig (class in lomas_server.utils.config)": [[20, "lomas_server.utils.config.DPLibraryConfig", false]], "dpquerier (class in lomas_server.dp_queries.dp_querier)": [[16, "lomas_server.dp_queries.dp_querier.DPQuerier", false]], "drop_collection() (in module lomas_server.mongodb_admin)": [[12, "lomas_server.mongodb_admin.drop_collection", false]], "ds_store_type (lomas_server.utils.config.datasetstoreconfig attribute)": [[20, "lomas_server.utils.config.DatasetStoreConfig.ds_store_type", false]], "dummy_nb_rows (lomas_server.utils.input_models.dummyopendpinp attribute)": [[20, "lomas_server.utils.input_models.DummyOpenDPInp.dummy_nb_rows", false]], "dummy_nb_rows (lomas_server.utils.input_models.dummysnsqlinp attribute)": [[20, "lomas_server.utils.input_models.DummySNSQLInp.dummy_nb_rows", false]], "dummy_nb_rows (lomas_server.utils.input_models.getdummydataset attribute)": [[20, "lomas_server.utils.input_models.GetDummyDataset.dummy_nb_rows", false]], "dummy_opendp_query_handler() (in module lomas_server.app)": [[12, "lomas_server.app.dummy_opendp_query_handler", false]], "dummy_seed (lomas_server.utils.input_models.dummyopendpinp attribute)": [[20, "lomas_server.utils.input_models.DummyOpenDPInp.dummy_seed", false]], "dummy_seed (lomas_server.utils.input_models.dummysnsqlinp attribute)": [[20, "lomas_server.utils.input_models.DummySNSQLInp.dummy_seed", false]], "dummy_seed (lomas_server.utils.input_models.getdummydataset attribute)": [[20, "lomas_server.utils.input_models.GetDummyDataset.dummy_seed", false]], "dummy_smartnoise_sql_handler() (in module lomas_server.app)": [[12, "lomas_server.app.dummy_smartnoise_sql_handler", false]], "dummyopendpinp (class in lomas_server.utils.input_models)": [[20, "lomas_server.utils.input_models.DummyOpenDPInp", false]], "dummysnsqlinp (class in lomas_server.utils.input_models)": [[20, "lomas_server.utils.input_models.DummySNSQLInp", false]], "endpoint_url (lomas_server.utils.collections_models.datasetofs3db attribute)": [[20, "lomas_server.utils.collections_models.DatasetOfS3DB.endpoint_url", false]], "endpoint_url (lomas_server.utils.collections_models.metadataofs3db attribute)": [[20, "lomas_server.utils.collections_models.MetadataOfS3DB.endpoint_url", false]], "epsilon (lomas_server.utils.input_models.dummysnsqlinp attribute)": [[20, "lomas_server.utils.input_models.DummySNSQLInp.epsilon", false]], "epsilon (lomas_server.utils.input_models.snsqlinp attribute)": [[20, "lomas_server.utils.input_models.SNSQLInp.epsilon", false]], "epsilon (lomas_server.utils.input_models.snsqlinpcost attribute)": [[20, "lomas_server.utils.input_models.SNSQLInpCost.epsilon", false]], "error_message() (in module lomas_client.client)": [[11, "lomas_client.client.error_message", false]], "estimate_cost() (lomas_server.dp_queries.dp_logic.queryhandler method)": [[16, "lomas_server.dp_queries.dp_logic.QueryHandler.estimate_cost", false]], "estimate_opendp_cost() (in module lomas_server.app)": [[12, "lomas_server.app.estimate_opendp_cost", false]], "estimate_opendp_cost() (lomas_client.client.client method)": [[11, "lomas_client.client.Client.estimate_opendp_cost", false]], "estimate_smartnoise_cost() (in module lomas_server.app)": [[12, "lomas_server.app.estimate_smartnoise_cost", false]], "estimate_smartnoise_cost() (lomas_client.client.client method)": [[11, "lomas_client.client.Client.estimate_smartnoise_cost", false]], "externallibraryexception": [[20, "lomas_server.utils.error_handler.ExternalLibraryException", false]], "fixed_delta (lomas_server.utils.input_models.dummyopendpinp attribute)": [[20, "lomas_server.utils.input_models.DummyOpenDPInp.fixed_delta", false]], "fixed_delta (lomas_server.utils.input_models.opendpinp attribute)": [[20, "lomas_server.utils.input_models.OpenDPInp.fixed_delta", false]], "fixed_smoothed_max_divergence (lomas_server.constants.opendpmeasurement attribute)": [[12, "lomas_server.constants.OpenDPMeasurement.FIXED_SMOOTHED_MAX_DIVERGENCE", false]], "floating_point (lomas_server.utils.config.opendpconfig attribute)": [[20, "lomas_server.utils.config.OpenDPConfig.floating_point", false]], "get_and_set_may_user_query() (lomas_server.admin_database.admin_database.admindatabase method)": [[13, "lomas_server.admin_database.admin_database.AdminDatabase.get_and_set_may_user_query", false]], "get_and_set_may_user_query() (lomas_server.admin_database.mongodb_database.adminmongodatabase method)": [[13, "lomas_server.admin_database.mongodb_database.AdminMongoDatabase.get_and_set_may_user_query", false]], "get_and_set_may_user_query() (lomas_server.admin_database.yaml_database.adminyamldatabase method)": [[13, "lomas_server.admin_database.yaml_database.AdminYamlDatabase.get_and_set_may_user_query", false]], "get_config() (in module lomas_server.utils.config)": [[20, "lomas_server.utils.config.get_config", false]], "get_config() (lomas_server.utils.config.configloader method)": [[20, "lomas_server.utils.config.ConfigLoader.get_config", false]], "get_dataset_field() (lomas_server.admin_database.admin_database.admindatabase method)": [[13, "lomas_server.admin_database.admin_database.AdminDatabase.get_dataset_field", false]], "get_dataset_field() 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"get_dataset_metadata() (lomas_server.admin_database.yaml_database.adminyamldatabase method)": [[13, "lomas_server.admin_database.yaml_database.AdminYamlDatabase.get_dataset_metadata", false]], "get_dummy_dataset() (in module lomas_server.app)": [[12, "lomas_server.app.get_dummy_dataset", false]], "get_dummy_dataset() (lomas_client.client.client method)": [[11, "lomas_client.client.Client.get_dummy_dataset", false]], "get_dummy_dataset_for_query() (in module lomas_server.dp_queries.dummy_dataset)": [[16, "lomas_server.dp_queries.dummy_dataset.get_dummy_dataset_for_query", false]], "get_epsilon_or_delta() (lomas_server.admin_database.admin_database.admindatabase method)": [[13, "lomas_server.admin_database.admin_database.AdminDatabase.get_epsilon_or_delta", false]], "get_epsilon_or_delta() (lomas_server.admin_database.mongodb_database.adminmongodatabase method)": [[13, "lomas_server.admin_database.mongodb_database.AdminMongoDatabase.get_epsilon_or_delta", false]], "get_epsilon_or_delta() (lomas_server.admin_database.yaml_database.adminyamldatabase method)": [[13, "lomas_server.admin_database.yaml_database.AdminYamlDatabase.get_epsilon_or_delta", false]], "get_initial_budget() (in module lomas_server.app)": [[12, "lomas_server.app.get_initial_budget", false]], "get_initial_budget() (lomas_client.client.client method)": [[11, "lomas_client.client.Client.get_initial_budget", false]], "get_initial_budget() (lomas_server.admin_database.admin_database.admindatabase method)": [[13, "lomas_server.admin_database.admin_database.AdminDatabase.get_initial_budget", false]], "get_list_of_datasets() (in module lomas_server.mongodb_admin)": [[12, "lomas_server.mongodb_admin.get_list_of_datasets", false]], "get_list_of_datasets_from_user() (in module lomas_server.mongodb_admin)": [[12, "lomas_server.mongodb_admin.get_list_of_datasets_from_user", false]], "get_list_of_users() (in module lomas_server.mongodb_admin)": [[12, "lomas_server.mongodb_admin.get_list_of_users", false]], "get_memory_usage() (in module lomas_server.app)": [[12, "lomas_server.app.get_memory_usage", false]], "get_memory_usage() (lomas_server.private_dataset.private_dataset.privatedataset method)": [[18, "lomas_server.private_dataset.private_dataset.PrivateDataset.get_memory_usage", false]], "get_metadata() (lomas_server.private_dataset.private_dataset.privatedataset method)": [[18, "lomas_server.private_dataset.private_dataset.PrivateDataset.get_metadata", false]], "get_mongodb() (in module lomas_server.admin_database.utils)": [[13, "lomas_server.admin_database.utils.get_mongodb", false]], "get_mongodb_url() (in module lomas_server.admin_database.utils)": [[13, "lomas_server.admin_database.utils.get_mongodb_url", false]], "get_output_measure() (in module lomas_server.dp_queries.dp_libraries.opendp)": [[17, "lomas_server.dp_queries.dp_libraries.opendp.get_output_measure", false]], "get_pandas_df() (lomas_server.private_dataset.in_memory_dataset.inmemorydataset method)": [[18, "lomas_server.private_dataset.in_memory_dataset.InMemoryDataset.get_pandas_df", false]], "get_pandas_df() (lomas_server.private_dataset.path_dataset.pathdataset method)": [[18, "lomas_server.private_dataset.path_dataset.PathDataset.get_pandas_df", false]], "get_pandas_df() (lomas_server.private_dataset.private_dataset.privatedataset method)": [[18, "lomas_server.private_dataset.private_dataset.PrivateDataset.get_pandas_df", false]], "get_pandas_df() (lomas_server.private_dataset.s3_dataset.s3dataset method)": [[18, "lomas_server.private_dataset.s3_dataset.S3Dataset.get_pandas_df", false]], "get_previous_queries() (lomas_client.client.client method)": [[11, "lomas_client.client.Client.get_previous_queries", false]], "get_querier() (lomas_server.dataset_store.basic_dataset_store.basicdatasetstore method)": [[15, "lomas_server.dataset_store.basic_dataset_store.BasicDatasetStore.get_querier", false]], "get_querier() (lomas_server.dataset_store.dataset_store.datasetstore method)": [[15, "lomas_server.dataset_store.dataset_store.DatasetStore.get_querier", false]], "get_querier() (lomas_server.dataset_store.lru_dataset_store.lrudatasetstore method)": [[15, "lomas_server.dataset_store.lru_dataset_store.LRUDatasetStore.get_querier", false]], "get_remaining_budget() (in module lomas_server.app)": [[12, "lomas_server.app.get_remaining_budget", false]], "get_remaining_budget() (lomas_client.client.client method)": [[11, "lomas_client.client.Client.get_remaining_budget", false]], "get_remaining_budget() (lomas_server.admin_database.admin_database.admindatabase method)": [[13, "lomas_server.admin_database.admin_database.AdminDatabase.get_remaining_budget", false]], "get_state() (in module lomas_server.app)": [[12, "lomas_server.app.get_state", false]], "get_total_spent_budget() (in module lomas_server.app)": [[12, "lomas_server.app.get_total_spent_budget", false]], "get_total_spent_budget() (lomas_client.client.client method)": [[11, "lomas_client.client.Client.get_total_spent_budget", false]], "get_total_spent_budget() (lomas_server.admin_database.admin_database.admindatabase method)": [[13, "lomas_server.admin_database.admin_database.AdminDatabase.get_total_spent_budget", false]], "get_user_previous_queries() (in module lomas_server.app)": [[12, "lomas_server.app.get_user_previous_queries", false]], "get_user_previous_queries() (lomas_server.admin_database.admin_database.admindatabase method)": [[13, "lomas_server.admin_database.admin_database.AdminDatabase.get_user_previous_queries", false]], "get_user_previous_queries() (lomas_server.admin_database.mongodb_database.adminmongodatabase method)": [[13, "lomas_server.admin_database.mongodb_database.AdminMongoDatabase.get_user_previous_queries", false]], "get_user_previous_queries() (lomas_server.admin_database.yaml_database.adminyamldatabase method)": [[13, "lomas_server.admin_database.yaml_database.AdminYamlDatabase.get_user_previous_queries", false]], "getdbdata (class in lomas_server.utils.input_models)": [[20, "lomas_server.utils.input_models.GetDbData", false]], "getdummydataset (class in lomas_server.utils.input_models)": [[20, "lomas_server.utils.input_models.GetDummyDataset", false]], "hamming_distance (lomas_server.constants.opendpdatasetinputmetric attribute)": [[12, "lomas_server.constants.OpenDPDatasetInputMetric.HAMMING_DISTANCE", false]], "handle_query() (lomas_server.dp_queries.dp_logic.queryhandler method)": [[16, "lomas_server.dp_queries.dp_logic.QueryHandler.handle_query", false]], "has_dataset_input_metric() (in module lomas_server.dp_queries.dp_libraries.opendp)": [[17, "lomas_server.dp_queries.dp_libraries.opendp.has_dataset_input_metric", false]], "has_user_access_to_dataset() (lomas_server.admin_database.admin_database.admindatabase method)": [[13, "lomas_server.admin_database.admin_database.AdminDatabase.has_user_access_to_dataset", false]], "has_user_access_to_dataset() (lomas_server.admin_database.mongodb_database.adminmongodatabase method)": [[13, "lomas_server.admin_database.mongodb_database.AdminMongoDatabase.has_user_access_to_dataset", false]], "has_user_access_to_dataset() (lomas_server.admin_database.yaml_database.adminyamldatabase method)": [[13, "lomas_server.admin_database.yaml_database.AdminYamlDatabase.has_user_access_to_dataset", false]], "honest_but_curious (lomas_server.utils.config.opendpconfig attribute)": [[20, "lomas_server.utils.config.OpenDPConfig.honest_but_curious", false]], "host_ip (lomas_server.utils.config.server attribute)": [[20, "lomas_server.utils.config.Server.host_ip", false]], "host_port (lomas_server.utils.config.server attribute)": [[20, "lomas_server.utils.config.Server.host_port", false]], "initial_delta (lomas_server.utils.collections_models.datasetofuser attribute)": [[20, "lomas_server.utils.collections_models.DatasetOfUser.initial_delta", false]], "initial_epsilon (lomas_server.utils.collections_models.datasetofuser attribute)": [[20, "lomas_server.utils.collections_models.DatasetOfUser.initial_epsilon", false]], "inmemorydataset (class in lomas_server.private_dataset.in_memory_dataset)": [[18, "lomas_server.private_dataset.in_memory_dataset.InMemoryDataset", false]], "insert_delete_distance (lomas_server.constants.opendpdatasetinputmetric attribute)": [[12, "lomas_server.constants.OpenDPDatasetInputMetric.INSERT_DELETE_DISTANCE", false]], "int_distance (lomas_server.constants.opendpdatasetinputmetric attribute)": [[12, "lomas_server.constants.OpenDPDatasetInputMetric.INT_DISTANCE", false]], "internalserverexception": [[20, "lomas_server.utils.error_handler.InternalServerException", false]], "invalidqueryexception": [[20, "lomas_server.utils.error_handler.InvalidQueryException", false]], "is_measurement() (in module lomas_server.dp_queries.dp_libraries.opendp)": [[17, "lomas_server.dp_queries.dp_libraries.opendp.is_measurement", false]], "jitter (lomas_server.constants.timeattackmethod attribute)": [[12, "lomas_server.constants.TimeAttackMethod.JITTER", false]], "lifespan() (in module lomas_server.app)": [[12, "lomas_server.app.lifespan", false]], "load_config() (lomas_server.utils.config.configloader method)": [[20, "lomas_server.utils.config.ConfigLoader.load_config", false]], "log_level (lomas_server.utils.config.server attribute)": [[20, "lomas_server.utils.config.Server.log_level", false]], "lomas_client": [[11, "module-lomas_client", false]], "lomas_client.client": [[11, "module-lomas_client.client", false]], "lomas_server": [[12, "module-lomas_server", false]], "lomas_server.admin_database": [[13, "module-lomas_server.admin_database", false]], "lomas_server.admin_database.admin_database": [[13, "module-lomas_server.admin_database.admin_database", false]], 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\ No newline at end of file
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"Confidence-intervals-for-age-over-the-whole-population"]], "Confidence intervals for bill length over the whole population": [[21, "Confidence-intervals-for-bill-length-over-the-whole-population"]], "Count per species": [[21, "Count-per-species"]], "Create a docker volume": [[22, "Create-a-docker-volume"]], "Dashboard": [[27, "dashboard"]], "Datasets": [[26, "datasets"]], "Datasets (add and drop)": [[22, "Datasets-(add-and-drop)"]], "Deploying Lomas on Onyxia": [[32, "deploying-lomas-on-onyxia"]], "Deploying the Service on Kubernetes": [[29, "deploying-the-service-on-kubernetes"]], "Deployment": [[28, "deployment"]], "Errors": [[5, "errors"]], "Estimate cost of a query": [[21, "Estimate-cost-of-a-query"], [23, "Estimate-cost-of-a-query"]], "Examples": [[6, "examples"], [26, "examples"]], "ExternalLibraryException": [[5, "externallibraryexception"]], "Finally all can be loaded fom a file direcly": [[22, "Finally-all-can-be-loaded-fom-a-file-direcly"]], "First steps": [[8, 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"deploy": 28, "direcli": 22, "do": 22, "docker": [22, 27], "document": [3, 10], "dp_librari": 17, "dp_logic": 16, "dp_queri": [16, 17], "dp_querier": 16, "drop": 22, "dummi": [21, 23], "dummy_dataset": 16, "error": 5, "error_handl": 20, "estim": [21, 23], "exampl": [6, 23, 26], "example_input": 20, "externallibraryexcept": 5, "file": 22, "final": 22, "first": 8, "fom": 22, "functionn": [21, 23], "get": [21, 23], "git": 0, "github": 0, "helm": 29, "hidden": 9, "histori": 9, "in_memory_dataset": 18, "indic": 9, "ingress": 29, "initialis": [21, 23], "input_model": 20, "instal": [8, 21, 23, 29], "internalserverexcept": 5, "interv": [21, 23], "introduct": 32, "invalidqueryexcept": 5, "kubernet": [27, 29], "length": 21, "librari": [21, 23], "lint": 0, "load": 22, "local": [27, 30], "loggr": 20, "loma": [9, 10, 21, 22, 32], "lomas_cli": [7, 11], "lomas_serv": [12, 13, 14, 15, 16, 17, 18, 19, 20, 31], "lru_dataset_stor": 15, "metadata": [21, 23], "mist": 9, "modifi": 29, "modul": [11, 12, 13, 14, 15, 16, 17, 18, 19, 20], "mongodb": [22, 26], "mongodb_admin": 12, "mongodb_admin_cli": 12, "mongodb_databas": 13, "new": 1, "note": [0, 1, 2], "now": 22, "number": [21, 23], "oas": 9, "onyxia": [27, 32], "opendp": [17, 21, 23], "option": 22, "other": 0, "over": [21, 23], "overview": 26, "packag": [11, 12, 13, 14, 15, 16, 17, 18, 19, 20], "path_dataset": 18, "penguin": 21, "per": 21, "platform": 27, "popul": [21, 23], "prepar": 22, "prerequisit": [29, 30], "privat": [21, 23], "private_dataset": 18, "private_dataset_observ": 15, "push": 1, "pypi": 1, "queri": [21, 22, 23], "quickstart": 8, "real": [21, 23], "releas": 0, "remot": [21, 23], "remov": 22, "row": [21, 23], "s3": 23, "s3_dataset": 18, "section": 29, "see": 21, "server": [2, 9, 22, 25], "servic": 29, "smartnois": [21, 23], "smartnoise_sql": 17, "speci": 21, "sql": [21, 23], "start": 22, "statist": [21, 23], "step": [8, 21, 23, 30], "stop": 22, "submodul": [11, 12, 13, 15, 16, 17, 18, 19, 20], "subpackag": [12, 16], "tabl": 9, "test": [2, 19], "test_api": 19, "test_dummy_gener": 19, "test_mongodb_admin": 19, "test_mongodb_admin_cli": 19, "titan": 23, "unauthorizedaccessexcept": 5, "understand": [21, 23], "user": [22, 26], "util": [13, 15, 17, 18, 20], "uvicorn_serv": 12, "valu": 29, "version": 1, "via": 27, "visualis": 22, "volum": 22, "welcom": 10, "whole": [21, 23], "workflow": 0, "yaml": 29, "yaml_databas": 13}})
\ No newline at end of file
diff --git a/html/develop/en/server_modules.html b/html/develop/en/server_modules.html
index 943ef0b8..11947072 100644
--- a/html/develop/en/server_modules.html
+++ b/html/develop/en/server_modules.html
@@ -180,23 +180,8 @@ lomas_serverSubmodules
lomas_server.app module
-dummy_opendp_query_handler()dummy_smartnoise_sql_handler()estimate_opendp_cost()estimate_smartnoise_cost()get_dataset_metadata()get_dummy_dataset()get_initial_budget()get_memory_usage()get_remaining_budget()get_state()get_total_spent_budget()get_user_previous_queries()lifespan()middleware()opendp_query_handler()root()smartnoise_sql_handler()
lomas_server.constants module
diff --git a/html/v0.1.0/en/_modules/lomas_server/app.html b/html/v0.1.0/en/_modules/lomas_server/app.html
index 6f0798b9..91d99403 100644
--- a/html/v0.1.0/en/_modules/lomas_server/app.html
+++ b/html/v0.1.0/en/_modules/lomas_server/app.html
@@ -95,9 +95,10 @@ Source code for lomas_server.app
from contextlib import asynccontextmanager
from typing import Callable
-from fastapi import Body, Depends, FastAPI, Header, Request, Response
-from fastapi.responses import JSONResponse, RedirectResponse, StreamingResponse
+from fastapi import FastAPI, Request, Response
+import routes_admin
+import routes_dp
from admin_database.utils import database_factory
from constants import (
CONFIG_NOT_LOADED,
@@ -105,43 +106,15 @@ Source code for lomas_server.app
QUERY_HANDLER_NOT_LOADED,
SERVER_LIVE,
AdminDBType,
- DPLibraries,
)
from dataset_store.utils import dataset_store_factory
from dp_queries.dp_libraries.opendp import set_opendp_features_config
-from dp_queries.dp_libraries.utils import querier_factory
from dp_queries.dp_logic import QueryHandler
-from dp_queries.dummy_dataset import (
- get_dummy_dataset_for_query,
- make_dummy_dataset,
-)
from utils.anti_timing_att import anti_timing_att
from utils.config import get_config
-from utils.error_handler import (
- KNOWN_EXCEPTIONS,
- InternalServerException,
- add_exception_handlers,
-)
-from utils.example_inputs import (
- example_dummy_opendp,
- example_dummy_smartnoise_sql,
- example_get_admin_db_data,
- example_get_dummy_dataset,
- example_opendp,
- example_smartnoise_sql,
- example_smartnoise_sql_cost,
-)
-from utils.input_models import (
- DummyOpenDPInp,
- DummySNSQLInp,
- GetDbData,
- GetDummyDataset,
- OpenDPInp,
- SNSQLInp,
- SNSQLInpCost,
-)
+from utils.error_handler import InternalServerException, add_exception_handlers
from utils.loggr import LOG
-from utils.utils import add_demo_data_to_admindb, server_live, stream_dataframe
+from utils.utils import add_demo_data_to_admindb
@@ -285,754 +258,9 @@ Source code for lomas_server.app
# Add custom exception handlers
add_exception_handlers(app)
-# API Endpoints
-# -----------------------------------------------------------------------------
-
-
-
-[docs]
-@app.get("/")
-async def root():
- """Redirect root endpoint to the state endpoint
- Returns:
- JSONResponse: The state of the server instance.
- """
- return RedirectResponse(url="/state")
-
-
-
-# Get server state
-
-[docs]
-@app.get("/state", tags=["ADMIN_USER"])
-async def get_state(
- user_name: str = Header(None),
-) -> JSONResponse:
- """Returns the current state dict of this server instance.
-
- Args:
- user_name (str, optional): The user name. Defaults to Header(None).
-
- Returns:
- JSONResponse: The state of the server instance.
- """
- return JSONResponse(
- content={
- "requested_by": user_name,
- "state": app.state.server_state,
- }
- )
-
-
-
-
-[docs]
-@app.get(
- "/get_memory_usage",
- dependencies=[Depends(server_live)],
- tags=["ADMIN_USER"],
-)
-async def get_memory_usage() -> JSONResponse:
- """Return the dataset store object memory usage
- Args:
- user_name (str, optional): The user name. Defaults to Header(None).
-
- Returns:
- JSONResponse: with DatasetStore object memory usage
- """
- return JSONResponse(
- content={
- "memory_usage": app.state.dataset_store.memory_usage,
- }
- )
-
-
-
-# Metadata query
-
-[docs]
-@app.post(
- "/get_dataset_metadata",
- dependencies=[Depends(server_live)],
- tags=["USER_METADATA"],
-)
-def get_dataset_metadata(
- _request: Request,
- query_json: GetDbData = Body(example_get_admin_db_data),
-) -> JSONResponse:
- """
- Retrieves metadata for a given dataset.
-
- Args:
- request (Request): Raw request object
- query_json (GetDbData, optional): A JSON object containing
- the dataset_name key for indicating the dataset.
- Defaults to Body(example_get_admin_db_data).
-
- Raises:
- ExternalLibraryException: For exceptions from libraries
- external to this package.
- InternalServerException: For any other unforseen exceptions.
-
- Returns:
- JSONResponse: The metadata dictionary for the specified
- dataset_name.
- """
- try:
- ds_metadata = app.state.admin_database.get_dataset_metadata(
- query_json.dataset_name
- )
-
- except KNOWN_EXCEPTIONS as e:
- raise e
- except Exception as e:
- raise InternalServerException(e) from e
-
- return ds_metadata
-
-
-
-# Dummy dataset query
-
-[docs]
-@app.post(
- "/get_dummy_dataset",
- dependencies=[Depends(server_live)],
- tags=["USER_DUMMY"],
-)
-def get_dummy_dataset(
- _request: Request,
- query_json: GetDummyDataset = Body(example_get_dummy_dataset),
-) -> StreamingResponse:
- """
- Generates and returns a dummy dataset.
-
- Args:
- request (Request): Raw request object
- query_json (GetDummyDataset, optional):
- A JSON object containing the following:
- - nb_rows (int, optional): The number of rows in the
- dummy dataset (default: 100).
- - seed (int, optional): The random seed for generating
- the dummy dataset (default: 42).
- Defaults to Body(example_get_dummy_dataset).
-
- Raises:
- ExternalLibraryException: For exceptions from libraries
- external to this package.
- InternalServerException: For any other unforseen exceptions.
-
- Returns:
- StreamingResponse: a pd.DataFrame representing the dummy dataset.
- """
- try:
- ds_metadata = app.state.admin_database.get_dataset_metadata(
- query_json.dataset_name
- )
-
- dummy_df = make_dummy_dataset(
- ds_metadata, query_json.dummy_nb_rows, query_json.dummy_seed
- )
- except KNOWN_EXCEPTIONS as e:
- raise e
- except Exception as e:
- raise InternalServerException(e) from e
-
- return stream_dataframe(dummy_df)
-
-
-
-# Smartnoise SQL query
-
-[docs]
-@app.post(
- "/smartnoise_query",
- dependencies=[Depends(server_live)],
- tags=["USER_QUERY"],
-)
-def smartnoise_sql_handler(
- _request: Request,
- query_json: SNSQLInp = Body(example_smartnoise_sql),
- user_name: str = Header(None),
-) -> JSONResponse:
- """
- Handles queries for the SmartNoiseSQL library.
-
- Args:
- request (Request): Raw request object
- query_json (SNSQLInp): A JSON object containing:
- - query: The SQL query to execute. NOTE: the table name is "df",
- the query must end with "FROM df".
- - epsilon (float): Privacy parameter (e.g., 0.1).
- - delta (float): Privacy parameter (e.g., 1e-5).
- - mechanisms (dict, optional): Dictionary of mechanisms for the
- query (default: {}). See "Smartnoise-SQL mechanisms documentation
- https://docs.smartnoise.org/sql/advanced.html#overriding-mechanisms.
- - postprocess (bool, optional): Whether to postprocess the query
- results (default: True).
- See "Smartnoise-SQL postprocessing documentation
- https://docs.smartnoise.org/sql/advanced.html#postprocess.
-
- Defaults to Body(example_smartnoise_sql).
-
- user_name (str, optional): The user name.
- Defaults to Header(None).
-
- Raises:
- ExternalLibraryException: For exceptions from libraries
- external to this package.
- InternalServerException: For any other unforseen exceptions.
- InvalidQueryException: If there is not enough budget or the dataset
- does not exist.
- UnauthorizedAccessException: A query is already ongoing for this user,
- the user does not exist or does not have access to the dataset.
-
- Returns:
- JSONResponse: A JSON object containing the following:
- - requested_by (str): The user name.
- - query_response (pd.DataFrame): A DataFrame containing
- the query response.
- - spent_epsilon (float): The amount of epsilon budget spent
- for the query.
- - spent_delta (float): The amount of delta budget spent
- for the query.
- """
- try:
- response = app.state.query_handler.handle_query(
- DPLibraries.SMARTNOISE_SQL, query_json, user_name
- )
- except KNOWN_EXCEPTIONS as e:
- raise e
- except Exception as e:
- raise InternalServerException(e) from e
-
- return response
-
-
-
-# Smartnoise SQL Dummy query
-
-[docs]
-@app.post(
- "/dummy_smartnoise_query",
- dependencies=[Depends(server_live)],
- tags=["USER_DUMMY"],
-)
-def dummy_smartnoise_sql_handler(
- _request: Request,
- query_json: DummySNSQLInp = Body(example_dummy_smartnoise_sql),
-) -> JSONResponse:
- """
- Handles queries on dummy datasets for the SmartNoiseSQL library.
-
- Args:
- request (Request): Raw request object
- query_json (DummySNSQLInp, optional): A JSON object containing:
- - query: The SQL query to execute. NOTE: the table name is "df",
- the query must end with "FROM df".
- - epsilon (float): Privacy parameter (e.g., 0.1).
- - delta (float): Privacy parameter (e.g., 1e-5).
- - mechanisms (dict, optional): Dictionary of mechanisms for the
- query (default: {}). See Smartnoise-SQL mechanisms documentation
- https://docs.smartnoise.org/sql/advanced.html#overriding-mechanisms.
- - postprocess (bool, optional): Whether to postprocess the query
- results (default: True).
- See Smartnoise-SQL postprocessing documentation
- https://docs.smartnoise.org/sql/advanced.html#postprocess.
- - dummy (bool, optional): Whether to use a dummy dataset
- (default: False).
- - nb_rows (int, optional): The number of rows in the dummy dataset
- (default: 100).
- - seed (int, optional): The random seed for generating
- the dummy dataset (default: 42).
-
- Defaults to Body(example_dummy_smartnoise_sql).
-
- Raises:
- ExternalLibraryException: For exceptions from libraries
- external to this package.
- InternalServerException: For any other unforseen exceptions.
- InvalidQueryException: If there is not enough budget or the dataset
- does not exist.
-
- Returns:
- JSONResponse: A JSON object containing:
- - query_response (pd.DataFrame): a DataFrame containing
- the query response.
- """
- ds_private_dataset = get_dummy_dataset_for_query(
- app.state.admin_database, query_json
- )
- dummy_querier = querier_factory(
- DPLibraries.SMARTNOISE_SQL, private_dataset=ds_private_dataset
- )
- try:
- _ = dummy_querier.cost(query_json) # verify cost works
- response_df = dummy_querier.query(query_json)
- response = JSONResponse(content={"query_response": response_df})
- except KNOWN_EXCEPTIONS as e:
- raise e
- except Exception as e:
- raise InternalServerException(e) from e
-
- return response
-
-
-
-
-[docs]
-@app.post(
- "/estimate_smartnoise_cost",
- dependencies=[Depends(server_live)],
- tags=["USER_QUERY"],
-)
-def estimate_smartnoise_cost(
- _request: Request,
- query_json: SNSQLInpCost = Body(example_smartnoise_sql_cost),
-) -> JSONResponse:
- """
- Estimates the privacy loss budget cost of a SmartNoiseSQL query.
-
- Args:
- request (Request): Raw request object
- query_json (SNSQLInpCost, optional):
- A JSON object containing the following:
- - query: The SQL query to estimate the cost for.
- NOTE: the table name is "df", the query must end with "FROM df".
- - epsilon (float): Privacy parameter (e.g., 0.1).
- - delta (float): Privacy parameter (e.g., 1e-5).
- - mechanisms (dict, optional): Dictionary of mechanisms
- for the query (default: {}).
- See Smartnoise-SQL mechanisms documentation
- https://docs.smartnoise.org/sql/advanced.html#overriding-mechanisms.
-
- Defaults to Body(example_smartnoise_sql_cost).
-
- Raises:
- ExternalLibraryException: For exceptions from libraries
- external to this package.
- InternalServerException: For any other unforseen exceptions.
- InvalidQueryException: The dataset does not exist.
-
- Returns:
- JSONResponse: A JSON object containing:
- - epsilon_cost (float): The estimated epsilon cost.
- - delta_cost (float): The estimated delta cost.
- """
- try:
- response = app.state.query_handler.estimate_cost(
- DPLibraries.SMARTNOISE_SQL,
- query_json,
- )
- except KNOWN_EXCEPTIONS as e:
- raise e
- except Exception as e:
- raise InternalServerException(e) from e
-
- return JSONResponse(content=response)
-
-
-
-
-[docs]
-@app.post(
- "/opendp_query", dependencies=[Depends(server_live)], tags=["USER_QUERY"]
-)
-def opendp_query_handler(
- _request: Request,
- query_json: OpenDPInp = Body(example_opendp),
- user_name: str = Header(None),
-) -> JSONResponse:
- """
- Handles queries for the OpenDP Library.
-
- Args:
- request (Request): Raw request object.
- query_json (OpenDPInp, optional): A JSON object containing the following:
- - opendp_pipeline: The OpenDP pipeline for the query.
- - fixed_delta: If the pipeline measurement is of type
- "ZeroConcentratedDivergence" (e.g. with "make_gaussian") then it is
- converted to "SmoothedMaxDivergence" with "make_zCDP_to_approxDP"
- (see "opendp measurements documentation at
- https://docs.opendp.org/en/stable/api/python/opendp.combinators.html#opendp.combinators.make_zCDP_to_approxDP). # noqa # pylint: disable=C0301
- In that case a "fixed_delta" must be provided by the user.
-
- Defaults to Body(example_opendp).
-
- user_name (str, optional): The user name.
- Defaults to Header(None).
-
- Raises:
- ExternalLibraryException: For exceptions from libraries
- external to this package.
- InternalServerException: For any other unforseen exceptions.
- InvalidQueryException: The pipeline does not contain a "measurement",
- there is not enough budget or the dataset does not exist.
- UnauthorizedAccessException: A query is already ongoing for this user,
- the user does not exist or does not have access to the dataset.
-
- Returns:
- JSONResponse: A JSON object containing the following:
- - requested_by (str): The user name.
- - query_response (pd.DataFrame): A DataFrame containing
- the query response.
- - spent_epsilon (float): The amount of epsilon budget spent
- for the query.
- - spent_delta (float): The amount of delta budget spent
- for the query.
- """
- try:
- response = app.state.query_handler.handle_query(
- DPLibraries.OPENDP, query_json, user_name
- )
- except KNOWN_EXCEPTIONS as e:
- raise e
- except Exception as e:
- raise InternalServerException(e) from e
-
- return JSONResponse(content=response)
-
-
-
-
-[docs]
-@app.post(
- "/dummy_opendp_query",
- dependencies=[Depends(server_live)],
- tags=["USER_DUMMY"],
-)
-def dummy_opendp_query_handler(
- _request: Request,
- query_json: DummyOpenDPInp = Body(example_dummy_opendp),
-) -> JSONResponse:
- """
- Handles queries on dummy datasets for the OpenDP library.
-
- Args:
- request (Request): Raw request object.
- query_json (DummyOpenDPInp, optional):
- A JSON object containing the following:
- - opendp_pipeline: The OpenDP pipeline for the query.
- - fixed_delta: If the pipeline measurement is of type\
- "ZeroConcentratedDivergence" (e.g. with "make_gaussian") then
- it is converted to "SmoothedMaxDivergence" with
- "make_zCDP_to_approxDP" (see opendp measurements documentation at
- https://docs.opendp.org/en/stable/api/python/opendp.combinators.html#opendp.combinators.make_zCDP_to_approxDP). # noqa # pylint: disable=C0301
- In that case a "fixed_delta" must be provided by the user.
- - dummy (bool, optional): Whether to use a dummy dataset
- (default: False).
- - nb_rows (int, optional): The number of rows
- in the dummy dataset (default: 100).
- - seed (int, optional): The random seed for generating
- the dummy dataset (default: 42).
-
- Defaults to Body(example_dummy_opendp).
-
- Raises:
- ExternalLibraryException: For exceptions from libraries
- external to this package.
- InternalServerException: For any other unforseen exceptions.
- InvalidQueryException: If there is not enough budget or the dataset
- does not exist.
-
- Returns:
- JSONResponse: A JSON object containing:
- - query_response (pd.DataFrame): a DataFrame containing
- the query response.
- """
- ds_private_dataset = get_dummy_dataset_for_query(
- app.state.admin_database, query_json
- )
- dummy_querier = querier_factory(
- DPLibraries.OPENDP, private_dataset=ds_private_dataset
- )
-
- try:
- _ = dummy_querier.cost(query_json) # verify cost works
- response_df = dummy_querier.query(query_json)
- response = {"query_response": response_df}
-
- except KNOWN_EXCEPTIONS as e:
- raise e
- except Exception as e:
- raise InternalServerException(e) from e
-
- return JSONResponse(content=response)
-
-
-
-
-[docs]
-@app.post(
- "/estimate_opendp_cost",
- dependencies=[Depends(server_live)],
- tags=["USER_QUERY"],
-)
-def estimate_opendp_cost(
- _request: Request,
- query_json: OpenDPInp = Body(example_opendp),
-) -> JSONResponse:
- """
- Estimates the privacy loss budget cost of an OpenDP query.
-
- Args:
- request (Request): Raw request object
- query_json (OpenDPInp, optional):
- A JSON object containing the following:
- - "opendp_pipeline": The OpenDP pipeline for the query.
-
- Defaults to Body(example_opendp).
-
- Raises:
- ExternalLibraryException: For exceptions from libraries
- external to this package.
- InternalServerException: For any other unforseen exceptions.
- InvalidQueryException: The dataset does not exist or the
- pipeline does not contain a measurement.
-
- Returns:
- JSONResponse: A JSON object containing:
- - epsilon_cost (float): The estimated epsilon cost.
- - delta_cost (float): The estimated delta cost.
- """
- try:
- response = app.state.query_handler.estimate_cost(
- DPLibraries.OPENDP,
- query_json,
- )
- except KNOWN_EXCEPTIONS as e:
- raise e
- except Exception as e:
- raise InternalServerException(e) from e
-
- return JSONResponse(content=response)
-
-
-
-# MongoDB get initial budget
-
-[docs]
-@app.post(
- "/get_initial_budget",
- dependencies=[Depends(server_live)],
- tags=["USER_BUDGET"],
-)
-def get_initial_budget(
- _request: Request,
- query_json: GetDbData = Body(example_get_admin_db_data),
- user_name: str = Header(None),
-) -> JSONResponse:
- """
- Returns the initial budget for a user and dataset.
-
- Args:
- request (Request): Raw request object
- query_json (GetDbData, optional): A JSON object containing:
- - dataset_name (str): The name of the dataset.
-
- Defaults to Body(example_get_admin_db_data).
-
- user_name (str, optional): The user name.
- Defaults to Header(None).
-
- Raises:
- ExternalLibraryException: For exceptions from libraries
- external to this package.
- InternalServerException: For any other unforseen exceptions.
- InvalidQueryException: The dataset does not exist.
- UnauthorizedAccessException: The user does not exist or
- the user does not have access to the dataset.
- Returns:
- JSONResponse: a JSON object with:
- - initial_epsilon (float): initial epsilon budget.
- - initial_delta (float): initial delta budget.
- """
- try:
- (
- initial_epsilon,
- initial_delta,
- ) = app.state.admin_database.get_initial_budget(
- user_name, query_json.dataset_name
- )
- except KNOWN_EXCEPTIONS as e:
- raise e
- except Exception as e:
- raise InternalServerException(e) from e
-
- return JSONResponse(
- content={
- "initial_epsilon": initial_epsilon,
- "initial_delta": initial_delta,
- }
- )
-
-
-
-# MongoDB get total spent budget
-
-[docs]
-@app.post(
- "/get_total_spent_budget",
- dependencies=[Depends(server_live)],
- tags=["USER_BUDGET"],
-)
-def get_total_spent_budget(
- _request: Request,
- query_json: GetDbData = Body(example_get_admin_db_data),
- user_name: str = Header(None),
-) -> JSONResponse:
- """
- Returns the spent budget for a user and dataset.
-
- Args:
- request (Request): Raw request object
- query_json (GetDbData, optional): A JSON object containing:
- - dataset_name (str): The name of the dataset.
-
- Defaults to Body(example_get_admin_db_data).
-
- user_name (str, optional): The user name.
- Defaults to Header(None).
-
- Raises:
- ExternalLibraryException: For exceptions from libraries
- external to this package.
- InternalServerException: For any other unforseen exceptions.
- InvalidQueryException: The dataset does not exist.
- UnauthorizedAccessException: The user does not exist or
- the user does not have access to the dataset.
- Returns:
- JSONResponse: a JSON object with:
- - total_spent_epsilon (float): total spent epsilon budget.
- - total_spent_delta (float): total spent delta budget.
- """
- try:
- (
- total_spent_epsilon,
- total_spent_delta,
- ) = app.state.admin_database.get_total_spent_budget(
- user_name, query_json.dataset_name
- )
- except KNOWN_EXCEPTIONS as e:
- raise e
- except Exception as e:
- raise InternalServerException(e) from e
-
- return JSONResponse(
- content={
- "total_spent_epsilon": total_spent_epsilon,
- "total_spent_delta": total_spent_delta,
- }
- )
-
-
-
-# MongoDB get remaining budget
-
-[docs]
-@app.post(
- "/get_remaining_budget",
- dependencies=[Depends(server_live)],
- tags=["USER_BUDGET"],
-)
-def get_remaining_budget(
- _request: Request,
- query_json: GetDbData = Body(example_get_admin_db_data),
- user_name: str = Header(None),
-) -> JSONResponse:
- """
- Returns the remaining budget for a user and dataset.
-
- Args:
- request (Request): Raw request object
- query_json (GetDbData, optional): A JSON object containing:
- - dataset_name (str): The name of the dataset.
-
- Defaults to Body(example_get_admin_db_data).
-
- user_name (str, optional): The user name.
- Defaults to Header(None).
-
- Raises:
- ExternalLibraryException: For exceptions from libraries
- external to this package.
- InternalServerException: For any other unforseen exceptions.
- InvalidQueryException: The dataset does not exist.
- UnauthorizedAccessException: The user does not exist or
- the user does not have access to the dataset.
- Returns:
- JSONResponse: a JSON object with:
- - remaining_epsilon (float): remaining epsilon budget.
- - remaining_delta (float): remaining delta budget.
- """
- try:
- rem_epsilon, rem_delta = app.state.admin_database.get_remaining_budget(
- user_name, query_json.dataset_name
- )
- except KNOWN_EXCEPTIONS as e:
- raise e
- except Exception as e:
- raise InternalServerException(e) from e
-
- return JSONResponse(
- content={
- "remaining_epsilon": rem_epsilon,
- "remaining_delta": rem_delta,
- }
- )
-
-
-
-# MongoDB get archives
-
-[docs]
-@app.post(
- "/get_previous_queries",
- dependencies=[Depends(server_live)],
- tags=["USER_BUDGET"],
-)
-def get_user_previous_queries(
- _request: Request,
- query_json: GetDbData = Body(example_get_admin_db_data),
- user_name: str = Header(None),
-) -> JSONResponse:
- """
- Returns the query history of a user on a specific dataset.
-
- Args:
- request (Request): Raw request object
- query_json (GetDbData, optional): A JSON object containing:
- - dataset_name (str): The name of the dataset.
-
- Defaults to Body(example_get_admin_db_data).
-
- user_name (str, optional): The user name.
- Defaults to Header(None).
-
- Raises:
- ExternalLibraryException: For exceptions from libraries
- external to this package.
- InternalServerException: For any other unforseen exceptions.
- InvalidQueryException: The dataset does not exist.
- UnauthorizedAccessException: The user does not exist or
- the user does not have access to the dataset.
-
- Returns:
- JSONResponse: A JSON object containing:
- - previous_queries (list[dict]): a list of dictionaries
- containing the previous queries.
- """
- try:
- previous_queries = app.state.admin_database.get_user_previous_queries(
- user_name, query_json.dataset_name
- )
- except KNOWN_EXCEPTIONS as e:
- raise e
- except Exception as e:
- raise InternalServerException(e) from e
-
- return JSONResponse(content={"previous_queries": previous_queries})
-
+# Add endpoints
+app.include_router(routes_dp.router)
+app.include_router(routes_admin.router)
diff --git a/html/v0.1.0/en/_modules/lomas_server/tests/test_api.html b/html/v0.1.0/en/_modules/lomas_server/tests/test_api.html
index 5ed4a8b2..3713076f 100644
--- a/html/v0.1.0/en/_modules/lomas_server/tests/test_api.html
+++ b/html/v0.1.0/en/_modules/lomas_server/tests/test_api.html
@@ -178,7 +178,7 @@ Source code for lomas_server.tests.test_api
[docs]
def setUp(self) -> None:
- """_summary_"""
+ """Set Up Header and DB for test"""
self.user_name = "Dr. Antartica"
self.dataset = PENGUIN_DATASET
self.headers = {
diff --git a/html/v0.1.0/en/genindex.html b/html/v0.1.0/en/genindex.html
index 8fe56431..03b2a1d2 100644
--- a/html/v0.1.0/en/genindex.html
+++ b/html/v0.1.0/en/genindex.html
@@ -299,11 +299,11 @@ D
- db_name (lomas_server.utils.config.MongoDBConfig attribute)
- DB_TYPE (lomas_server.constants.ConfigKeys attribute)
-
- - db_type (lomas_server.utils.config.DBConfig attribute)
+ - db_type (lomas_server.utils.config.DBConfig attribute)
+
- DB_TYPE_MONGODB (lomas_server.constants.ConfigKeys attribute)
- DBConfig (class in lomas_server.utils.config)
@@ -372,8 +372,6 @@
D
- (lomas_server.utils.input_models.GetDummyDataset attribute)
- dummy_opendp_query_handler() (in module lomas_server.app)
-
dummy_seed (lomas_server.utils.input_models.DummyOpenDPInp attribute)
@@ -382,8 +380,6 @@ D
- (lomas_server.utils.input_models.GetDummyDataset attribute)
- dummy_smartnoise_sql_handler() (in module lomas_server.app)
-
DummyOpenDPInp (class in lomas_server.utils.input_models)
DummySNSQLInp (class in lomas_server.utils.input_models)
@@ -408,24 +404,16 @@ E
(lomas_server.utils.input_models.SNSQLInpCost attribute)
- error_message() (in module lomas_client.client)
-
G
(lomas_server.admin_database.yaml_database.AdminYamlDatabase method)
- get_dataset_metadata() (in module lomas_server.app)
+ get_dataset_metadata() (lomas_client.client.Client method)
- get_dummy_dataset() (in module lomas_server.app)
-
-
get_dummy_dataset_for_query() (in module lomas_server.dp_queries.dummy_dataset)
get_epsilon_or_delta() (lomas_server.admin_database.admin_database.AdminDatabase method)
@@ -502,11 +484,9 @@ G
(lomas_server.admin_database.yaml_database.AdminYamlDatabase method)
- get_initial_budget() (in module lomas_server.app)
+ get_initial_budget() (lomas_client.client.Client method)
@@ -516,14 +496,10 @@ G
get_list_of_users() (in module lomas_server.mongodb_admin)
- get_memory_usage() (in module lomas_server.app)
-
-
+ - get_memory_usage() (lomas_server.private_dataset.private_dataset.PrivateDataset method)
+
- get_metadata() (lomas_server.private_dataset.private_dataset.PrivateDataset method)
- get_mongodb() (in module lomas_server.admin_database.utils)
@@ -552,29 +528,21 @@
G
- (lomas_server.dataset_store.lru_dataset_store.LRUDatasetStore method)
- get_remaining_budget() (in module lomas_server.app)
+ get_remaining_budget() (lomas_client.client.Client method)
- get_state() (in module lomas_server.app)
-
- get_total_spent_budget() (in module lomas_server.app)
+ get_total_spent_budget() (lomas_client.client.Client method)
- get_user_previous_queries() (in module lomas_server.app)
+ get_user_previous_queries() (lomas_server.admin_database.admin_database.AdminDatabase method)
- opendp_query() (lomas_client.client.Client method)
-
- - opendp_query_handler() (in module lomas_server.app)
+
- opendp_query() (lomas_client.client.Client method)
- OpenDPConfig (class in lomas_server.utils.config)
@@ -1443,8 +1409,6 @@ R
- reconstruct_measurement_pipeline() (in module lomas_server.dp_queries.dp_libraries.opendp)
- reload (lomas_server.utils.config.Server attribute)
-
- - root() (in module lomas_server.app)
+ - SETTINGS (lomas_server.constants.ConfigKeys attribute)
+
- setUp() (lomas_server.tests.test_api.TestRootAPIEndpoint method)
- setUpClass() (lomas_server.tests.test_api.TestRootAPIEndpoint class method)
@@ -1544,8 +1508,6 @@
S
- (lomas_server.constants.DPLibraries attribute)
- smartnoise_sql_handler() (in module lomas_server.app)
-
SmartnoiseSQLQuerier (class in lomas_server.dp_queries.dp_libraries.smartnoise_sql)
SMOOTHED_MAX_DIVERGENCE (lomas_server.constants.OpenDPMeasurement attribute)
diff --git a/html/v0.1.0/en/lomas_server.html b/html/v0.1.0/en/lomas_server.html
index cf8c12f9..f3d6f16e 100644
--- a/html/v0.1.0/en/lomas_server.html
+++ b/html/v0.1.0/en/lomas_server.html
@@ -724,478 +724,6 @@ Submodules
lomas_server.app module
-
--
-lomas_server.app.dummy_opendp_query_handler(_request: Request, query_json: DummyOpenDPInp = Body({'dataset_name': 'PENGUIN', 'opendp_json': '{"version": "0.8.0", "ast": {"_type": "partial_chain", "lhs": {"_type": "partial_chain", "lhs": {"_type": "partial_chain", "lhs": {"_type": "partial_chain", "lhs": {"_type": "partial_chain", "lhs": {"_type": "constructor", "func": "make_chain_tt", "module": "combinators", "args": [{"_type": "constructor", "func": "make_select_column", "module": "transformations", "kwargs": {"key": "bill_length_mm", "TOA": "String"}}, {"_type": "constructor", "func": "make_split_dataframe", "module": "transformations", "kwargs": {"separator": ",", "col_names": {"_type": "list", "_items": ["species", "island", "bill_length_mm", "bill_depth_mm", "flipper_length_mm", "body_mass_g", "sex"]}}}]}, "rhs": {"_type": "constructor", "func": "then_cast_default", "module": "transformations", "kwargs": {"TOA": "f64"}}}, "rhs": {"_type": "constructor", "func": "then_clamp", "module": "transformations", "kwargs": {"bounds": [30.0, 65.0]}}}, "rhs": {"_type": "constructor", "func": "then_resize", "module": "transformations", "kwargs": {"size": 346, "constant": 43.61}}}, "rhs": {"_type": "constructor", "func": "then_variance", "module": "transformations"}}, "rhs": {"_type": "constructor", "func": "then_laplace", "module": "measurements", "kwargs": {"scale": 5.0}}}}', 'fixed_delta': 1e-06, 'dummy_nb_rows': 100, 'dummy_seed': 42})) JSONResponse[source]
-Handles queries on dummy datasets for the OpenDP library.
-
-- Parameters:
-
-request (Request) – Raw request object.
query_json (DummyOpenDPInp, optional) –
A JSON object containing the following:
-- opendp_pipeline: The OpenDP pipeline for the query.
-- fixed_delta: If the pipeline measurement is of type “ZeroConcentratedDivergence” (e.g. with “make_gaussian”) then
-
-it is converted to “SmoothedMaxDivergence” with
-“make_zCDP_to_approxDP” (see opendp measurements documentation at
-https://docs.opendp.org/en/stable/api/python/opendp.combinators.html#opendp.combinators.make_zCDP_to_approxDP). # noqa # pylint: disable=C0301
-In that case a “fixed_delta” must be provided by the user.
-
-
-dummy (bool, optional): Whether to use a dummy dataset
-(default: False).
nb_rows (int, optional): The number of rows
-in the dummy dataset (default: 100).
seed (int, optional): The random seed for generating
-the dummy dataset (default: 42).
-Defaults to Body(example_dummy_opendp).
-
-- Raises:
-
-ExternalLibraryException – For exceptions from libraries
- external to this package.
InternalServerException – For any other unforseen exceptions.
InvalidQueryException – If there is not enough budget or the dataset
- does not exist.
-- Returns:
-
-- A JSON object containing:
-query_response (pd.DataFrame): a DataFrame containing
-the query response.
-
-
-- Return type:
-JSONResponse
-
-
-
-
--
-lomas_server.app.dummy_smartnoise_sql_handler(_request: Request, query_json: DummySNSQLInp = Body({'query_str': 'SELECT COUNT(*) AS NB_ROW FROM df', 'dataset_name': 'PENGUIN', 'epsilon': 100.0, 'delta': 0.99, 'mechanisms': {'count': 'gaussian'}, 'postprocess': False, 'dummy_nb_rows': 100, 'dummy_seed': 42})) JSONResponse[source]
-Handles queries on dummy datasets for the SmartNoiseSQL library.
-
-- Parameters:
-
-request (Request) – Raw request object
query_json (DummySNSQLInp, optional) –
A JSON object containing:
-- query: The SQL query to execute. NOTE: the table name is “df”,
-
-the query must end with “FROM df”.
-
-
-epsilon (float): Privacy parameter (e.g., 0.1).
delta (float): Privacy parameter (e.g., 1e-5).
mechanisms (dict, optional): Dictionary of mechanisms for the
-query (default: {}). See Smartnoise-SQL mechanisms documentation
-https://docs.smartnoise.org/sql/advanced.html#overriding-mechanisms.
postprocess (bool, optional): Whether to postprocess the query
-results (default: True).
-See Smartnoise-SQL postprocessing documentation
-https://docs.smartnoise.org/sql/advanced.html#postprocess.
dummy (bool, optional): Whether to use a dummy dataset
-(default: False).
nb_rows (int, optional): The number of rows in the dummy dataset
-(default: 100).
seed (int, optional): The random seed for generating
-the dummy dataset (default: 42).
-Defaults to Body(example_dummy_smartnoise_sql).
-
-- Raises:
-
-ExternalLibraryException – For exceptions from libraries
- external to this package.
InternalServerException – For any other unforseen exceptions.
InvalidQueryException – If there is not enough budget or the dataset
- does not exist.
-- Returns:
-
-- A JSON object containing:
-query_response (pd.DataFrame): a DataFrame containing
-the query response.
-
-
-- Return type:
-JSONResponse
-
-
-
-
--
-lomas_server.app.estimate_opendp_cost(_request: Request, query_json: OpenDPInp = Body({'dataset_name': 'PENGUIN', 'opendp_json': '{"version": "0.8.0", "ast": {"_type": "partial_chain", "lhs": {"_type": "partial_chain", "lhs": {"_type": "partial_chain", "lhs": {"_type": "partial_chain", "lhs": {"_type": "partial_chain", "lhs": {"_type": "constructor", "func": "make_chain_tt", "module": "combinators", "args": [{"_type": "constructor", "func": "make_select_column", "module": "transformations", "kwargs": {"key": "bill_length_mm", "TOA": "String"}}, {"_type": "constructor", "func": "make_split_dataframe", "module": "transformations", "kwargs": {"separator": ",", "col_names": {"_type": "list", "_items": ["species", "island", "bill_length_mm", "bill_depth_mm", "flipper_length_mm", "body_mass_g", "sex"]}}}]}, "rhs": {"_type": "constructor", "func": "then_cast_default", "module": "transformations", "kwargs": {"TOA": "f64"}}}, "rhs": {"_type": "constructor", "func": "then_clamp", "module": "transformations", "kwargs": {"bounds": [30.0, 65.0]}}}, "rhs": {"_type": "constructor", "func": "then_resize", "module": "transformations", "kwargs": {"size": 346, "constant": 43.61}}}, "rhs": {"_type": "constructor", "func": "then_variance", "module": "transformations"}}, "rhs": {"_type": "constructor", "func": "then_laplace", "module": "measurements", "kwargs": {"scale": 5.0}}}}', 'fixed_delta': 1e-06})) JSONResponse[source]
-Estimates the privacy loss budget cost of an OpenDP query.
-
-- Parameters:
-
-request (Request) – Raw request object
query_json (OpenDPInp, optional) –
A JSON object containing the following:
-- “opendp_pipeline”: The OpenDP pipeline for the query.
-Defaults to Body(example_opendp).
-
-- Raises:
-
-ExternalLibraryException – For exceptions from libraries
- external to this package.
InternalServerException – For any other unforseen exceptions.
InvalidQueryException – The dataset does not exist or the
- pipeline does not contain a measurement.
-- Returns:
-
-- A JSON object containing:
-epsilon_cost (float): The estimated epsilon cost.
delta_cost (float): The estimated delta cost.
-
-
-- Return type:
-JSONResponse
-
-
-
-
--
-lomas_server.app.estimate_smartnoise_cost(_request: Request, query_json: SNSQLInpCost = Body({'query_str': 'SELECT COUNT(*) AS NB_ROW FROM df', 'dataset_name': 'PENGUIN', 'epsilon': 0.1, 'delta': 1e-05, 'mechanisms': {'count': 'gaussian'}})) JSONResponse[source]
-Estimates the privacy loss budget cost of a SmartNoiseSQL query.
-
-- Parameters:
-
-request (Request) – Raw request object
query_json (SNSQLInpCost, optional) –
A JSON object containing the following:
-- query: The SQL query to estimate the cost for.
-
-NOTE: the table name is “df”, the query must end with “FROM df”.
-
-
-epsilon (float): Privacy parameter (e.g., 0.1).
delta (float): Privacy parameter (e.g., 1e-5).
mechanisms (dict, optional): Dictionary of mechanisms
-for the query (default: {}).
-See Smartnoise-SQL mechanisms documentation
-https://docs.smartnoise.org/sql/advanced.html#overriding-mechanisms.
-Defaults to Body(example_smartnoise_sql_cost).
-
-- Raises:
-
-ExternalLibraryException – For exceptions from libraries
- external to this package.
InternalServerException – For any other unforseen exceptions.
InvalidQueryException – The dataset does not exist.
-- Returns:
-
-- A JSON object containing:
-epsilon_cost (float): The estimated epsilon cost.
delta_cost (float): The estimated delta cost.
-
-
-- Return type:
-JSONResponse
-
-
-
-
--
-lomas_server.app.get_dataset_metadata(_request: Request, query_json: GetDbData = Body({'dataset_name': 'PENGUIN'})) JSONResponse[source]
-Retrieves metadata for a given dataset.
-
-- Parameters:
-
-request (Request) – Raw request object
query_json (GetDbData, optional) – A JSON object containing
-the dataset_name key for indicating the dataset.
-Defaults to Body(example_get_admin_db_data).
-- Raises:
-
-ExternalLibraryException – For exceptions from libraries
- external to this package.
InternalServerException – For any other unforseen exceptions.
-- Returns:
-
-- The metadata dictionary for the specified
dataset_name.
-
-
-- Return type:
-JSONResponse
-
-
-
-
--
-lomas_server.app.get_dummy_dataset(_request: Request, query_json: GetDummyDataset = Body({'dataset_name': 'PENGUIN', 'dummy_nb_rows': 100, 'dummy_seed': 42})) StreamingResponse[source]
-Generates and returns a dummy dataset.
-
-- Parameters:
-
-request (Request) – Raw request object
query_json (GetDummyDataset, optional) –
-- A JSON object containing the following:
-nb_rows (int, optional): The number of rows in the
-dummy dataset (default: 100).
seed (int, optional): The random seed for generating
-the dummy dataset (default: 42).
-
-Defaults to Body(example_get_dummy_dataset).
-
-- Raises:
-
-ExternalLibraryException – For exceptions from libraries
- external to this package.
InternalServerException – For any other unforseen exceptions.
-- Returns:
-a pd.DataFrame representing the dummy dataset.
-- Return type:
-StreamingResponse
-
-
-
-
--
-lomas_server.app.get_initial_budget(_request: Request, query_json: GetDbData = Body({'dataset_name': 'PENGUIN'}), user_name: str = Header(None)) JSONResponse[source]
-Returns the initial budget for a user and dataset.
-
-- Parameters:
-
-request (Request) – Raw request object
query_json (GetDbData, optional) –
A JSON object containing:
-- dataset_name (str): The name of the dataset.
-Defaults to Body(example_get_admin_db_data).
-user_name (str, optional) – The user name.
-Defaults to Header(None).
-- Raises:
-
-ExternalLibraryException – For exceptions from libraries
- external to this package.
InternalServerException – For any other unforseen exceptions.
InvalidQueryException – The dataset does not exist.
UnauthorizedAccessException – The user does not exist or
- the user does not have access to the dataset.
-- Returns:
-
-- a JSON object with:
-initial_epsilon (float): initial epsilon budget.
initial_delta (float): initial delta budget.
-
-
-- Return type:
-JSONResponse
-
-
-
-
--
-async lomas_server.app.get_memory_usage() JSONResponse[source]
-Return the dataset store object memory usage
-:param user_name: The user name. Defaults to Header(None).
-:type user_name: str, optional
-
-- Returns:
-with DatasetStore object memory usage
-- Return type:
-JSONResponse
-
-
-
-
--
-lomas_server.app.get_remaining_budget(_request: Request, query_json: GetDbData = Body({'dataset_name': 'PENGUIN'}), user_name: str = Header(None)) JSONResponse[source]
-Returns the remaining budget for a user and dataset.
-
-- Parameters:
-
-request (Request) – Raw request object
query_json (GetDbData, optional) –
A JSON object containing:
-- dataset_name (str): The name of the dataset.
-Defaults to Body(example_get_admin_db_data).
-user_name (str, optional) – The user name.
-Defaults to Header(None).
-- Raises:
-
-ExternalLibraryException – For exceptions from libraries
- external to this package.
InternalServerException – For any other unforseen exceptions.
InvalidQueryException – The dataset does not exist.
UnauthorizedAccessException – The user does not exist or
- the user does not have access to the dataset.
-- Returns:
-
-- a JSON object with:
-remaining_epsilon (float): remaining epsilon budget.
remaining_delta (float): remaining delta budget.
-
-
-- Return type:
-JSONResponse
-
-
-
-
--
-async lomas_server.app.get_state(user_name: str = Header(None)) JSONResponse[source]
-Returns the current state dict of this server instance.
-
-- Parameters:
-user_name (str, optional) – The user name. Defaults to Header(None).
-- Returns:
-The state of the server instance.
-- Return type:
-JSONResponse
-
-
-
-
--
-lomas_server.app.get_total_spent_budget(_request: Request, query_json: GetDbData = Body({'dataset_name': 'PENGUIN'}), user_name: str = Header(None)) JSONResponse[source]
-Returns the spent budget for a user and dataset.
-
-- Parameters:
-
-request (Request) – Raw request object
query_json (GetDbData, optional) –
A JSON object containing:
-- dataset_name (str): The name of the dataset.
-Defaults to Body(example_get_admin_db_data).
-user_name (str, optional) – The user name.
-Defaults to Header(None).
-- Raises:
-
-ExternalLibraryException – For exceptions from libraries
- external to this package.
InternalServerException – For any other unforseen exceptions.
InvalidQueryException – The dataset does not exist.
UnauthorizedAccessException – The user does not exist or
- the user does not have access to the dataset.
-- Returns:
-
-- a JSON object with:
-total_spent_epsilon (float): total spent epsilon budget.
total_spent_delta (float): total spent delta budget.
-
-
-- Return type:
-JSONResponse
-
-
-
-
--
-lomas_server.app.get_user_previous_queries(_request: Request, query_json: GetDbData = Body({'dataset_name': 'PENGUIN'}), user_name: str = Header(None)) JSONResponse[source]
-Returns the query history of a user on a specific dataset.
-
-- Parameters:
-
-request (Request) – Raw request object
query_json (GetDbData, optional) –
A JSON object containing:
-- dataset_name (str): The name of the dataset.
-Defaults to Body(example_get_admin_db_data).
-user_name (str, optional) – The user name.
-Defaults to Header(None).
-- Raises:
-
-ExternalLibraryException – For exceptions from libraries
- external to this package.
InternalServerException – For any other unforseen exceptions.
InvalidQueryException – The dataset does not exist.
UnauthorizedAccessException – The user does not exist or
- the user does not have access to the dataset.
-- Returns:
-
-- A JSON object containing:
-previous_queries (list[dict]): a list of dictionaries
-containing the previous queries.
-
-
-- Return type:
-JSONResponse
-
-
-
-
lomas_server.app.lifespan(app: FastAPI) AsyncGenerator[source]
@@ -1214,132 +742,6 @@ Submodules
--
-lomas_server.app.opendp_query_handler(_request: Request, query_json: OpenDPInp = Body({'dataset_name': 'PENGUIN', 'opendp_json': '{"version": "0.8.0", "ast": {"_type": "partial_chain", "lhs": {"_type": "partial_chain", "lhs": {"_type": "partial_chain", "lhs": {"_type": "partial_chain", "lhs": {"_type": "partial_chain", "lhs": {"_type": "constructor", "func": "make_chain_tt", "module": "combinators", "args": [{"_type": "constructor", "func": "make_select_column", "module": "transformations", "kwargs": {"key": "bill_length_mm", "TOA": "String"}}, {"_type": "constructor", "func": "make_split_dataframe", "module": "transformations", "kwargs": {"separator": ",", "col_names": {"_type": "list", "_items": ["species", "island", "bill_length_mm", "bill_depth_mm", "flipper_length_mm", "body_mass_g", "sex"]}}}]}, "rhs": {"_type": "constructor", "func": "then_cast_default", "module": "transformations", "kwargs": {"TOA": "f64"}}}, "rhs": {"_type": "constructor", "func": "then_clamp", "module": "transformations", "kwargs": {"bounds": [30.0, 65.0]}}}, "rhs": {"_type": "constructor", "func": "then_resize", "module": "transformations", "kwargs": {"size": 346, "constant": 43.61}}}, "rhs": {"_type": "constructor", "func": "then_variance", "module": "transformations"}}, "rhs": {"_type": "constructor", "func": "then_laplace", "module": "measurements", "kwargs": {"scale": 5.0}}}}', 'fixed_delta': 1e-06}), user_name: str = Header(None)) JSONResponse[source]
-Handles queries for the OpenDP Library.
-
-- Parameters:
-
-request (Request) – Raw request object.
query_json (OpenDPInp, optional) –
A JSON object containing the following:
-- opendp_pipeline: The OpenDP pipeline for the query.
-- fixed_delta: If the pipeline measurement is of type
-
-”ZeroConcentratedDivergence” (e.g. with “make_gaussian”) then it is
-converted to “SmoothedMaxDivergence” with “make_zCDP_to_approxDP”
-(see “opendp measurements documentation at
-https://docs.opendp.org/en/stable/api/python/opendp.combinators.html#opendp.combinators.make_zCDP_to_approxDP). # noqa # pylint: disable=C0301
-In that case a “fixed_delta” must be provided by the user.
-
-Defaults to Body(example_opendp).
-user_name (str, optional) – The user name.
-Defaults to Header(None).
-- Raises:
-
-ExternalLibraryException – For exceptions from libraries
- external to this package.
InternalServerException – For any other unforseen exceptions.
InvalidQueryException – The pipeline does not contain a “measurement”,
- there is not enough budget or the dataset does not exist.
UnauthorizedAccessException – A query is already ongoing for this user,
- the user does not exist or does not have access to the dataset.
-- Returns:
-
-- A JSON object containing the following:
-requested_by (str): The user name.
query_response (pd.DataFrame): A DataFrame containing
-the query response.
spent_epsilon (float): The amount of epsilon budget spent
-for the query.
spent_delta (float): The amount of delta budget spent
-for the query.
-
-
-- Return type:
-JSONResponse
-
-
-
-
--
-async lomas_server.app.root()[source]
-Redirect root endpoint to the state endpoint
-:returns: The state of the server instance.
-:rtype: JSONResponse
-
-
-
--
-lomas_server.app.smartnoise_sql_handler(_request: Request, query_json: SNSQLInp = Body({'query_str': 'SELECT COUNT(*) AS NB_ROW FROM df', 'dataset_name': 'PENGUIN', 'epsilon': 0.1, 'delta': 1e-05, 'mechanisms': {'count': 'gaussian'}, 'postprocess': True}), user_name: str = Header(None)) JSONResponse[source]
-Handles queries for the SmartNoiseSQL library.
-
-- Parameters:
-
-request (Request) – Raw request object
query_json (SNSQLInp) –
A JSON object containing:
-- query: The SQL query to execute. NOTE: the table name is “df”,
-
-the query must end with “FROM df”.
-
-
-epsilon (float): Privacy parameter (e.g., 0.1).
delta (float): Privacy parameter (e.g., 1e-5).
mechanisms (dict, optional): Dictionary of mechanisms for the
-query (default: {}). See “Smartnoise-SQL mechanisms documentation
-https://docs.smartnoise.org/sql/advanced.html#overriding-mechanisms.
postprocess (bool, optional): Whether to postprocess the query
-results (default: True).
-See “Smartnoise-SQL postprocessing documentation
-https://docs.smartnoise.org/sql/advanced.html#postprocess.
-Defaults to Body(example_smartnoise_sql).
-user_name (str, optional) – The user name.
-Defaults to Header(None).
-- Raises:
-
-ExternalLibraryException – For exceptions from libraries
- external to this package.
InternalServerException – For any other unforseen exceptions.
InvalidQueryException – If there is not enough budget or the dataset
- does not exist.
UnauthorizedAccessException – A query is already ongoing for this user,
- the user does not exist or does not have access to the dataset.
-- Returns:
-
-- A JSON object containing the following:
-requested_by (str): The user name.
query_response (pd.DataFrame): A DataFrame containing
-the query response.
spent_epsilon (float): The amount of epsilon budget spent
-for the query.
spent_delta (float): The amount of delta budget spent
-for the query.
-
-
-- Return type:
-JSONResponse
-
-
-
lomas_server.constants module
diff --git a/html/v0.1.0/en/lomas_server.tests.html b/html/v0.1.0/en/lomas_server.tests.html
index fc51dcf2..593bc980 100644
--- a/html/v0.1.0/en/lomas_server.tests.html
+++ b/html/v0.1.0/en/lomas_server.tests.html
@@ -129,7 +129,7 @@ Submodules
setUp() None[source]
-_summary_
+Set Up Header and DB for test
diff --git a/html/v0.1.0/en/objects.inv b/html/v0.1.0/en/objects.inv
index 2ccbc564..dd46b871 100644
Binary files a/html/v0.1.0/en/objects.inv and b/html/v0.1.0/en/objects.inv differ
diff --git a/html/v0.1.0/en/searchindex.js b/html/v0.1.0/en/searchindex.js
index 96db7869..8bddd6ef 100644
--- a/html/v0.1.0/en/searchindex.js
+++ b/html/v0.1.0/en/searchindex.js
@@ -1 +1 @@
-Search.setIndex({"alltitles": {"API Documentation": [[3, "api-documentation"]], "Access the server to administrate the mongoDB": [[21, "Access-the-server-to-administrate-the-mongoDB"]], "Access via Kubernetes": [[26, "access-via-kubernetes"]], "Access via Onyxia Platform": [[26, "access-via-onyxia-platform"]], "Accessing the Helm Chart": [[28, "accessing-the-helm-chart"]], "Add user": [[21, "Add-user"]], "Administration": [[23, "administration"]], "Archives of queries": [[21, "Archives-of-queries"]], "Average and number of rows with smartnoise-sql library on remote dummy": [[20, "Average-and-number-of-rows-with-smartnoise-sql-library-on-remote-dummy"], [22, "Average-and-number-of-rows-with-smartnoise-sql-library-on-remote-dummy"]], "CLI": [[25, "cli"]], "Change budget": [[21, "Change-budget"]], "Client": [[8, "client"], [9, "client"]], "Client API": [[4, "client-api"]], "Collections": [[25, "collections"]], "Confidence intervals for age over the whole population": [[22, "Confidence-intervals-for-age-over-the-whole-population"]], "Confidence intervals for bill length over the whole population": [[20, "Confidence-intervals-for-bill-length-over-the-whole-population"]], "Count per species": [[20, "Count-per-species"]], "Create a docker volume": [[21, "Create-a-docker-volume"]], "Dashboard": [[26, "dashboard"]], "Datasets": [[25, "datasets"]], "Datasets (add and drop)": [[21, "Datasets-(add-and-drop)"]], "Deploying Lomas on Onyxia": [[31, "deploying-lomas-on-onyxia"]], "Deploying the Service on Kubernetes": [[28, "deploying-the-service-on-kubernetes"]], "Deployment": [[27, "deployment"]], "Errors": [[5, "errors"]], "Estimate cost of a query": [[20, "Estimate-cost-of-a-query"], [22, "Estimate-cost-of-a-query"]], "Examples": [[6, "examples"], [25, "examples"]], "ExternalLibraryException": [[5, "externallibraryexception"]], "Finally all can be loaded fom a file direcly": [[21, "Finally-all-can-be-loaded-fom-a-file-direcly"]], "First steps": [[8, "first-steps"]], "Get a dummy dataset": [[20, "Get-a-dummy-dataset"], [22, "Get-a-dummy-dataset"]], "Get current budget": [[20, "Get-current-budget"], [22, "Get-current-budget"]], "Getting dataset metadata": [[20, "Getting-dataset-metadata"], [22, "Getting-dataset-metadata"]], "Git Branches": [[0, "git-branches"]], "GitHub Workflows": [[0, "github-workflows"]], "History": [[9, "history"]], "Indices and tables": [[9, "indices-and-tables"]], "Installation": [[8, "installation"]], "Installing the Helm Chart": [[28, "installing-the-helm-chart"]], "InternalServerException": [[5, "internalserverexception"]], "Introduction": [[31, "introduction"]], "InvalidQueryException": [[5, "invalidqueryexception"]], "Kubernetes": [[28, "kubernetes"]], "Linting and Other Checks": [[0, "linting-and-other-checks"]], "Local": [[29, "local"]], "Local Access via Docker": [[26, "local-access-via-docker"]], "Lomas-server: CLI administration": [[21, "Lomas-server:-CLI-administration"]], "Lomas: Client demo": [[20, "Lomas:-Client-demo"]], "Lomas: The Data Oases Hidden Behind the Mist.": [[9, "lomas-the-data-oases-hidden-behind-the-mist"]], "Modifying the ingress Section": [[28, "modifying-the-ingress-section"]], "Modifying values.yaml": [[28, "modifying-values-yaml"]], "Module contents": [[10, "module-lomas_client"], [11, "module-lomas_server"], [12, "module-lomas_server.admin_database"], [13, "module-lomas_server.administration"], [14, "module-lomas_server.dataset_store"], [15, "module-lomas_server.dp_queries"], [16, "module-lomas_server.dp_queries.dp_libraries"], [17, "module-lomas_server.private_dataset"], [18, "module-lomas_server.tests"], [19, "module-lomas_server.utils"]], "MongoDB Administration": [[25, "mongodb-administration"]], "MongoDB Connection": [[25, "mongodb-connection"]], "Notes for Client Contributors": [[1, "notes-for-client-contributors"]], "Notes for Contributors": [[0, "notes-for-contributors"]], "Notes for Server Contributors": [[2, "notes-for-server-contributors"]], "Onyxia": [[31, "onyxia"]], "Overview": [[25, "overview"]], "Prepare the database": [[21, "Prepare-the-database"]], "Prerequisites": [[28, "prerequisites"], [29, "prerequisites"]], "Pushing a new version to Pypi": [[1, "pushing-a-new-version-to-pypi"]], "Query on dummy dataset": [[20, "Query-on-dummy-dataset"], [22, "Query-on-dummy-dataset"]], "Query on real private dataset with smartnoise-sql": [[20, "Query-on-real-private-dataset-with-smartnoise-sql"]], "Query on real private dataset with smartnoise-sql.": [[22, "Query-on-real-private-dataset-with-smartnoise-sql."]], "Quickstart": [[8, "quickstart"]], "Release Workflow": [[0, "release-workflow"]], "Remove user": [[21, "Remove-user"]], "S3 example": [[22, "S3-example"]], "Server": [[9, "server"]], "Server API": [[24, "server-api"]], "Start server": [[21, "Start-server"]], "Start the server": [[21, "Start-the-server"]], "Step 1: Install the library": [[20, "Step-1:-Install-the-library"], [22, "Step-1:-Install-the-library"]], "Step 2: Initialise the client": [[20, "Step-2:-Initialise-the-client"], [22, "Step-2:-Initialise-the-client"]], "Step 3: Understand the functionnalities of the library": [[20, "Step-3:-Understand-the-functionnalities-of-the-library"], [22, "Step-3:-Understand-the-functionnalities-of-the-library"]], "Step 4: Penguin statistics with opendp": [[20, "Step-4:-Penguin-statistics-with-opendp"]], "Step 4: Titanic statistics with opendp": [[22, "Step-4:-Titanic-statistics-with-opendp"]], "Step 5: See archives of queries": [[20, "Step-5:-See-archives-of-queries"]], "Steps to Deploy Locally": [[29, "steps-to-deploy-locally"]], "Stop the server: do not do it now !": [[21, "Stop-the-server:-do-not-do-it-now-!"]], "Submodules": [[10, "submodules"], [11, "submodules"], [12, "submodules"], [14, "submodules"], [15, "submodules"], [16, "submodules"], [17, "submodules"], [18, "submodules"], [19, "submodules"]], "Subpackages": [[11, "subpackages"], [15, "subpackages"]], "Tests": [[2, "tests"]], "UnauthorizedAccessException": [[5, "unauthorizedaccessexception"]], "Users": [[21, "Users"], [25, "users"]], "Visualise all options": [[21, "Visualise-all-options"]], "lomas_client": [[7, "lomas-client"]], "lomas_client package": [[10, "lomas-client-package"]], "lomas_client.client module": [[10, "module-lomas_client.client"]], "lomas_server": [[30, "lomas-server"]], "lomas_server package": [[11, "lomas-server-package"]], "lomas_server.admin_database package": [[12, "lomas-server-admin-database-package"]], "lomas_server.admin_database.admin_database module": [[12, "module-lomas_server.admin_database.admin_database"]], "lomas_server.admin_database.mongodb_database module": [[12, "module-lomas_server.admin_database.mongodb_database"]], "lomas_server.admin_database.utils module": [[12, "module-lomas_server.admin_database.utils"]], "lomas_server.admin_database.yaml_database module": [[12, "module-lomas_server.admin_database.yaml_database"]], "lomas_server.administration package": [[13, "lomas-server-administration-package"]], "lomas_server.app module": [[11, "module-lomas_server.app"]], "lomas_server.constants module": [[11, "module-lomas_server.constants"]], "lomas_server.dataset_store package": [[14, "lomas-server-dataset-store-package"]], "lomas_server.dataset_store.basic_dataset_store module": [[14, "module-lomas_server.dataset_store.basic_dataset_store"]], "lomas_server.dataset_store.dataset_store module": [[14, "module-lomas_server.dataset_store.dataset_store"]], "lomas_server.dataset_store.lru_dataset_store module": [[14, "module-lomas_server.dataset_store.lru_dataset_store"]], "lomas_server.dataset_store.private_dataset_observer module": [[14, "module-lomas_server.dataset_store.private_dataset_observer"]], "lomas_server.dataset_store.utils module": [[14, "module-lomas_server.dataset_store.utils"]], "lomas_server.dp_queries package": [[15, "lomas-server-dp-queries-package"]], "lomas_server.dp_queries.dp_libraries package": [[16, 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"lomas_server.private_dataset.in_memory_dataset module": [[17, "module-lomas_server.private_dataset.in_memory_dataset"]], "lomas_server.private_dataset.path_dataset module": [[17, "module-lomas_server.private_dataset.path_dataset"]], "lomas_server.private_dataset.private_dataset module": [[17, "module-lomas_server.private_dataset.private_dataset"]], "lomas_server.private_dataset.s3_dataset module": [[17, "module-lomas_server.private_dataset.s3_dataset"]], "lomas_server.private_dataset.utils module": [[17, "module-lomas_server.private_dataset.utils"]], "lomas_server.tests package": [[18, "lomas-server-tests-package"]], "lomas_server.tests.constants module": [[18, "module-lomas_server.tests.constants"]], "lomas_server.tests.test_api module": [[18, "module-lomas_server.tests.test_api"]], "lomas_server.tests.test_dummy_generation module": [[18, "module-lomas_server.tests.test_dummy_generation"]], "lomas_server.tests.test_mongodb_admin module": [[18, 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"adminyamldatabase (class in lomas_server.admin_database.yaml_database)": [[12, "lomas_server.admin_database.yaml_database.AdminYamlDatabase", false]], "anti_timing_att() (in module lomas_server.utils.anti_timing_att)": [[19, "lomas_server.utils.anti_timing_att.anti_timing_att", false]], "aws_access_key_id (lomas_server.utils.collections_models.datasetofs3db attribute)": [[19, "lomas_server.utils.collections_models.DatasetOfS3DB.aws_access_key_id", false]], "aws_access_key_id (lomas_server.utils.collections_models.metadataofs3db attribute)": [[19, "lomas_server.utils.collections_models.MetadataOfS3DB.aws_access_key_id", false]], "aws_secret_access_key (lomas_server.utils.collections_models.datasetofs3db attribute)": [[19, "lomas_server.utils.collections_models.DatasetOfS3DB.aws_secret_access_key", false]], "aws_secret_access_key (lomas_server.utils.collections_models.metadataofs3db attribute)": [[19, "lomas_server.utils.collections_models.MetadataOfS3DB.aws_secret_access_key", false]], 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"lomas_server.mongodb_admin.check_user_has_dataset", false]], "client (class in lomas_client.client)": [[10, "lomas_client.client.Client", false]], "columns (lomas_server.utils.collections_models.metadata attribute)": [[19, "lomas_server.utils.collections_models.Metadata.columns", false]], "config (class in lomas_server.utils.config)": [[19, "lomas_server.utils.config.Config", false]], "configkeys (class in lomas_server.constants)": [[11, "lomas_server.constants.ConfigKeys", false]], "configloader (class in lomas_server.utils.config)": [[19, "lomas_server.utils.config.ConfigLoader", false]], "contrib (lomas_server.utils.config.opendpconfig attribute)": [[19, "lomas_server.utils.config.OpenDPConfig.contrib", false]], "cost() (lomas_server.dp_queries.dp_libraries.opendp.opendpquerier method)": [[16, "lomas_server.dp_queries.dp_libraries.opendp.OpenDPQuerier.cost", false]], "cost() (lomas_server.dp_queries.dp_libraries.smartnoise_sql.smartnoisesqlquerier method)": [[16, 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(lomas_server.utils.input_models.getdummydataset attribute)": [[19, "lomas_server.utils.input_models.GetDummyDataset.dummy_seed", false]], "dummy_smartnoise_sql_handler() (in module lomas_server.app)": [[11, "lomas_server.app.dummy_smartnoise_sql_handler", false]], "dummyopendpinp (class in lomas_server.utils.input_models)": [[19, "lomas_server.utils.input_models.DummyOpenDPInp", false]], "dummysnsqlinp (class in lomas_server.utils.input_models)": [[19, "lomas_server.utils.input_models.DummySNSQLInp", false]], "endpoint_url (lomas_server.utils.collections_models.datasetofs3db attribute)": [[19, "lomas_server.utils.collections_models.DatasetOfS3DB.endpoint_url", false]], "endpoint_url (lomas_server.utils.collections_models.metadataofs3db attribute)": [[19, "lomas_server.utils.collections_models.MetadataOfS3DB.endpoint_url", false]], "epsilon (lomas_server.utils.input_models.dummysnsqlinp attribute)": [[19, "lomas_server.utils.input_models.DummySNSQLInp.epsilon", false]], "epsilon 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false]], "externallibraryexception": [[19, "lomas_server.utils.error_handler.ExternalLibraryException", false]], "fixed_delta (lomas_server.utils.input_models.dummyopendpinp attribute)": [[19, "lomas_server.utils.input_models.DummyOpenDPInp.fixed_delta", false]], "fixed_delta (lomas_server.utils.input_models.opendpinp attribute)": [[19, "lomas_server.utils.input_models.OpenDPInp.fixed_delta", false]], "fixed_smoothed_max_divergence (lomas_server.constants.opendpmeasurement attribute)": [[11, "lomas_server.constants.OpenDPMeasurement.FIXED_SMOOTHED_MAX_DIVERGENCE", false]], "floating_point (lomas_server.utils.config.opendpconfig attribute)": [[19, "lomas_server.utils.config.OpenDPConfig.floating_point", false]], "get_and_set_may_user_query() (lomas_server.admin_database.admin_database.admindatabase method)": [[12, "lomas_server.admin_database.admin_database.AdminDatabase.get_and_set_may_user_query", false]], "get_and_set_may_user_query() 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false]], "get_dataset_field() (lomas_server.admin_database.yaml_database.adminyamldatabase method)": [[12, "lomas_server.admin_database.yaml_database.AdminYamlDatabase.get_dataset_field", false]], "get_dataset_metadata() (in module lomas_server.app)": [[11, "lomas_server.app.get_dataset_metadata", false]], "get_dataset_metadata() (lomas_client.client.client method)": [[10, "lomas_client.client.Client.get_dataset_metadata", false]], "get_dataset_metadata() (lomas_server.admin_database.admin_database.admindatabase method)": [[12, "lomas_server.admin_database.admin_database.AdminDatabase.get_dataset_metadata", false]], "get_dataset_metadata() (lomas_server.admin_database.mongodb_database.adminmongodatabase method)": [[12, "lomas_server.admin_database.mongodb_database.AdminMongoDatabase.get_dataset_metadata", false]], "get_dataset_metadata() (lomas_server.admin_database.yaml_database.adminyamldatabase method)": [[12, 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"lomas_server.app.get_memory_usage", false]], "get_memory_usage() (lomas_server.private_dataset.private_dataset.privatedataset method)": [[17, "lomas_server.private_dataset.private_dataset.PrivateDataset.get_memory_usage", false]], "get_metadata() (lomas_server.private_dataset.private_dataset.privatedataset method)": [[17, "lomas_server.private_dataset.private_dataset.PrivateDataset.get_metadata", false]], "get_mongodb() (in module lomas_server.admin_database.utils)": [[12, "lomas_server.admin_database.utils.get_mongodb", false]], "get_mongodb_url() (in module lomas_server.admin_database.utils)": [[12, "lomas_server.admin_database.utils.get_mongodb_url", false]], "get_output_measure() (in module lomas_server.dp_queries.dp_libraries.opendp)": [[16, "lomas_server.dp_queries.dp_libraries.opendp.get_output_measure", false]], "get_pandas_df() (lomas_server.private_dataset.in_memory_dataset.inmemorydataset method)": [[17, 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\ No newline at end of file
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"Confidence-intervals-for-age-over-the-whole-population"]], "Confidence intervals for bill length over the whole population": [[20, "Confidence-intervals-for-bill-length-over-the-whole-population"]], "Count per species": [[20, "Count-per-species"]], "Create a docker volume": [[21, "Create-a-docker-volume"]], "Dashboard": [[26, "dashboard"]], "Datasets": [[25, "datasets"]], "Datasets (add and drop)": [[21, "Datasets-(add-and-drop)"]], "Deploying Lomas on Onyxia": [[31, "deploying-lomas-on-onyxia"]], "Deploying the Service on Kubernetes": [[28, "deploying-the-service-on-kubernetes"]], "Deployment": [[27, "deployment"]], "Errors": [[5, "errors"]], "Estimate cost of a query": [[20, "Estimate-cost-of-a-query"], [22, "Estimate-cost-of-a-query"]], "Examples": [[6, "examples"], [25, "examples"]], "ExternalLibraryException": [[5, "externallibraryexception"]], "Finally all can be loaded fom a file direcly": [[21, "Finally-all-can-be-loaded-fom-a-file-direcly"]], "First steps": [[8, 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"dummy_dataset": 15, "error": 5, "error_handl": 19, "estim": [20, 22], "exampl": [6, 22, 25], "example_input": 19, "externallibraryexcept": 5, "file": 21, "final": 21, "first": 8, "fom": 21, "functionn": [20, 22], "get": [20, 22], "git": 0, "github": 0, "helm": 28, "hidden": 9, "histori": 9, "in_memory_dataset": 17, "indic": 9, "ingress": 28, "initialis": [20, 22], "input_model": 19, "instal": [8, 20, 22, 28], "internalserverexcept": 5, "interv": [20, 22], "introduct": 31, "invalidqueryexcept": 5, "kubernet": [26, 28], "length": 20, "librari": [20, 22], "lint": 0, "load": 21, "local": [26, 29], "loggr": 19, "loma": [9, 20, 21, 31], "lomas_cli": [7, 10], "lomas_serv": [11, 12, 13, 14, 15, 16, 17, 18, 19, 30], "lru_dataset_stor": 14, "metadata": [20, 22], "mist": 9, "modifi": 28, "modul": [10, 11, 12, 13, 14, 15, 16, 17, 18, 19], "mongodb": [21, 25], "mongodb_admin": 11, "mongodb_admin_cli": 11, "mongodb_databas": 12, "new": 1, "note": [0, 1, 2], "now": 21, "number": [20, 22], "oas": 9, "onyxia": [26, 31], "opendp": [16, 20, 22], "option": 21, "other": 0, "over": [20, 22], "overview": 25, "packag": [10, 11, 12, 13, 14, 15, 16, 17, 18, 19], "path_dataset": 17, "penguin": 20, "per": 20, "platform": 26, "popul": [20, 22], "prepar": 21, "prerequisit": [28, 29], "privat": [20, 22], "private_dataset": 17, "private_dataset_observ": 14, "push": 1, "pypi": 1, "queri": [20, 21, 22], "quickstart": 8, "real": [20, 22], "releas": 0, "remot": [20, 22], "remov": 21, "row": [20, 22], "s3": 22, "s3_dataset": 17, "section": 28, "see": 20, "server": [2, 9, 21, 24], "servic": 28, "smartnois": [20, 22], "smartnoise_sql": 16, "speci": 20, "sql": [20, 22], "start": 21, "statist": [20, 22], "step": [8, 20, 22, 29], "stop": 21, "submodul": [10, 11, 12, 14, 15, 16, 17, 18, 19], "subpackag": [11, 15], "tabl": 9, "test": [2, 18], "test_api": 18, "test_dummy_gener": 18, "test_mongodb_admin": 18, "test_mongodb_admin_cli": 18, "titan": 22, "unauthorizedaccessexcept": 5, "understand": [20, 22], "user": [21, 25], "util": [12, 14, 16, 17, 19], "uvicorn_serv": 11, "valu": 28, "version": 1, "via": 26, "visualis": 21, "volum": 21, "whole": [20, 22], "workflow": 0, "yaml": 28, "yaml_databas": 12}})
\ No newline at end of file
diff --git a/html/v0.1.0/en/server_modules.html b/html/v0.1.0/en/server_modules.html
index 42ff57f5..d59cc930 100644
--- a/html/v0.1.0/en/server_modules.html
+++ b/html/v0.1.0/en/server_modules.html
@@ -180,23 +180,8 @@ lomas_serverSubmodules
lomas_server.app module
-dummy_opendp_query_handler()dummy_smartnoise_sql_handler()estimate_opendp_cost()estimate_smartnoise_cost()get_dataset_metadata()get_dummy_dataset()get_initial_budget()get_memory_usage()get_remaining_budget()get_state()get_total_spent_budget()get_user_previous_queries()lifespan()middleware()opendp_query_handler()root()smartnoise_sql_handler()
lomas_server.constants module