From ceacb3d541dd9c9fb4a32de47b1fa9832890741f Mon Sep 17 00:00:00 2001 From: dscc-admin-ch <> Date: Thu, 4 Jul 2024 14:54:12 +0000 Subject: [PATCH] Update from https://github.com/dscc-admin-ch/lomas/commit/b14bc85fbb254cf2579c3c4e7dd041b3efc71b26 --- .../develop/en/_modules/lomas_server/app.html | 788 +----------------- .../_modules/lomas_server/tests/test_api.html | 2 +- html/develop/en/genindex.html | 72 +- html/develop/en/lomas_server.html | 598 ------------- html/develop/en/lomas_server.tests.html | 2 +- html/develop/en/objects.inv | Bin 15242 -> 14994 bytes html/develop/en/searchindex.js | 2 +- html/develop/en/server_modules.html | 15 - html/v0.1.0/en/_modules/lomas_server/app.html | 788 +----------------- .../_modules/lomas_server/tests/test_api.html | 2 +- html/v0.1.0/en/genindex.html | 72 +- html/v0.1.0/en/lomas_server.html | 598 ------------- html/v0.1.0/en/lomas_server.tests.html | 2 +- html/v0.1.0/en/objects.inv | Bin 15164 -> 14915 bytes html/v0.1.0/en/searchindex.js | 2 +- html/v0.1.0/en/server_modules.html | 15 - 16 files changed, 56 insertions(+), 2902 deletions(-) diff --git a/html/develop/en/_modules/lomas_server/app.html b/html/develop/en/_modules/lomas_server/app.html index 0427a11c..76955cb8 100644 --- a/html/develop/en/_modules/lomas_server/app.html +++ b/html/develop/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/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)
 
    • 
   
   
-      
  • dummy_opendp_query_handler() (in module lomas_server.app)
-
    • 
       
  • dummy_seed (lomas_server.utils.input_models.DummyOpenDPInp 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)
-
    • 
   
   
@@ -474,11 +462,9 @@ 
    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_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)
-
    • 
   
   
   
   
-      
  • 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:
    
-
    
-
    
-
    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:
    
-
    
-
    
-
    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:
    
-
    
-
    
-
    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”.
      
-
      
-
-
      Defaults to Body(example_smartnoise_sql_cost).
      
-
      • 
-
    
-
    
-
    Raises:
    
-
    
-
    
-
    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:
    
-
    
-
    
-
    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:
    
-
    
-
    
-
    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:
    
-
    
-
    
-
    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:
    
-
    
-
    
-
    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:
    
-
    
-
    
-
    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:
    
-
    
-
    
-
    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:
    
-
    
-
    
-
    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”.
      
-
      
-
-
      Defaults to Body(example_smartnoise_sql).
      
-
      • 
-
    • user_name (str, optional) – The user name.
-Defaults to Header(None).
      • 
-
    
-
    
-
    Raises:
    
-
    
-
    
-
    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 a4caa51998d8c1bf7aa68a1be3f148c816c315ee..f6c601ffc18f6169bbbb8d36c9495a73667ffc88 100644
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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 @@
-Search.setIndex({"alltitles": {"API Documentation": [[3, "api-documentation"]], "Access the server to administrate the mongoDB": [[22, "Access-the-server-to-administrate-the-mongoDB"]], "Access via Kubernetes": [[27, "access-via-kubernetes"]], "Access via Onyxia Platform": [[27, "access-via-onyxia-platform"]], "Accessing the Helm Chart": [[29, "accessing-the-helm-chart"]], "Add user": [[22, "Add-user"]], "Administration": [[24, "administration"]], "Archives of queries": [[22, "Archives-of-queries"]], "Average and number of rows with smartnoise-sql library on remote dummy": [[21, "Average-and-number-of-rows-with-smartnoise-sql-library-on-remote-dummy"], [23, "Average-and-number-of-rows-with-smartnoise-sql-library-on-remote-dummy"]], "CLI": [[26, "cli"]], "Change budget": [[22, "Change-budget"]], "Client": [[8, "client"], [9, "client"]], "Client API": [[4, "client-api"]], "Collections": [[26, "collections"]], "Confidence intervals for age over the whole population": [[23, "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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"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() 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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 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(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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"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]], 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"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]], "lomas_server.admin_database.mongodb_database": [[13, "module-lomas_server.admin_database.mongodb_database", false]], "lomas_server.admin_database.utils": [[13, "module-lomas_server.admin_database.utils", false]], "lomas_server.admin_database.yaml_database": [[13, "module-lomas_server.admin_database.yaml_database", false]], "lomas_server.administration": [[14, "module-lomas_server.administration", false]], "lomas_server.app": [[12, "module-lomas_server.app", false]], "lomas_server.constants": [[12, "module-lomas_server.constants", false]], "lomas_server.dataset_store": [[15, "module-lomas_server.dataset_store", false]], "lomas_server.dataset_store.basic_dataset_store": [[15, "module-lomas_server.dataset_store.basic_dataset_store", false]], "lomas_server.dataset_store.dataset_store": [[15, "module-lomas_server.dataset_store.dataset_store", false]], "lomas_server.dataset_store.lru_dataset_store": [[15, "module-lomas_server.dataset_store.lru_dataset_store", 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, "first-steps"]], "Get a dummy dataset": [[21, "Get-a-dummy-dataset"], [23, "Get-a-dummy-dataset"]], "Get current budget": [[21, "Get-current-budget"], [23, "Get-current-budget"]], "Getting dataset metadata": [[21, "Getting-dataset-metadata"], [23, "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": [[29, "installing-the-helm-chart"]], "InternalServerException": [[5, "internalserverexception"]], "Introduction": [[32, "introduction"]], "InvalidQueryException": [[5, "invalidqueryexception"]], "Kubernetes": [[29, "kubernetes"]], "Linting and Other Checks": [[0, "linting-and-other-checks"]], "Local": [[30, "local"]], "Local Access via Docker": [[27, "local-access-via-docker"]], "Lomas-server: CLI administration": [[22, "Lomas-server:-CLI-administration"]], "Lomas: Client demo": 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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
 
    • 
 
  • 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)
 
      • 
   
    
   
    • 
-      
  • dummy_opendp_query_handler() (in module lomas_server.app)
-
    • 
       
  • dummy_seed (lomas_server.utils.input_models.DummyOpenDPInp 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)
-
    • 
   
   
@@ -474,11 +462,9 @@ 
    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_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)
-
    • 
   
   
   
   
-      
  • 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:
    
-
    
-
    
-
    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:
    
-
    
-
    
-
    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:
    
-
    
-
    
-
    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”.
      
-
      
-
-
      Defaults to Body(example_smartnoise_sql_cost).
      
-
      • 
-
    
-
    
-
    Raises:
    
-
    
-
    
-
    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:
    
-
    
-
    
-
    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:
    
-
    
-
    
-
    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:
    
-
    
-
    
-
    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:
    
-
    
-
    
-
    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:
    
-
    
-
    
-
    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:
    
-
    
-
    
-
    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:
    
-
    
-
    
-
    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”.
      
-
      
-
-
      Defaults to Body(example_smartnoise_sql).
      
-
      • 
-
    • user_name (str, optional) – The user name.
-Defaults to Header(None).
      • 
-
    
-
    
-
    Raises:
    
-
    
-
    
-
    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 2ccbc564422ff18ec380d0ebb572f7fe98c08803..dd46b8716c1b1832d1b9bfb85197041c0812a543 100644
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z78R
    • 
 
  • lomas_server.app module
 
    • 
 
  • lomas_server.constants module