superset api 源码

  • 2022-10-20
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superset api 代码

文件路径:/superset/databases/api.py

# Licensed to the Apache Software Foundation (ASF) under one
# or more contributor license agreements.  See the NOTICE file
# distributed with this work for additional information
# regarding copyright ownership.  The ASF licenses this file
# to you under the Apache License, Version 2.0 (the
# "License"); you may not use this file except in compliance
# with the License.  You may obtain a copy of the License at
#
#   http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing,
# software distributed under the License is distributed on an
# "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
# KIND, either express or implied.  See the License for the
# specific language governing permissions and limitations
# under the License.
# pylint: disable=too-many-lines
import json
import logging
from datetime import datetime
from io import BytesIO
from typing import Any, Dict, List, Optional
from zipfile import ZipFile

from flask import request, Response, send_file
from flask_appbuilder.api import expose, protect, rison, safe
from flask_appbuilder.models.sqla.interface import SQLAInterface
from marshmallow import ValidationError
from sqlalchemy.exc import NoSuchTableError, OperationalError, SQLAlchemyError

from superset import app, event_logger
from superset.commands.importers.exceptions import NoValidFilesFoundError
from superset.commands.importers.v1.utils import get_contents_from_bundle
from superset.constants import MODEL_API_RW_METHOD_PERMISSION_MAP, RouteMethod
from superset.databases.commands.create import CreateDatabaseCommand
from superset.databases.commands.delete import DeleteDatabaseCommand
from superset.databases.commands.exceptions import (
    DatabaseConnectionFailedError,
    DatabaseCreateFailedError,
    DatabaseDeleteDatasetsExistFailedError,
    DatabaseDeleteFailedError,
    DatabaseInvalidError,
    DatabaseNotFoundError,
    DatabaseUpdateFailedError,
    InvalidParametersError,
)
from superset.databases.commands.export import ExportDatabasesCommand
from superset.databases.commands.importers.dispatcher import ImportDatabasesCommand
from superset.databases.commands.test_connection import TestConnectionDatabaseCommand
from superset.databases.commands.update import UpdateDatabaseCommand
from superset.databases.commands.validate import ValidateDatabaseParametersCommand
from superset.databases.commands.validate_sql import ValidateSQLCommand
from superset.databases.dao import DatabaseDAO
from superset.databases.decorators import check_datasource_access
from superset.databases.filters import DatabaseFilter, DatabaseUploadEnabledFilter
from superset.databases.schemas import (
    database_schemas_query_schema,
    DatabaseFunctionNamesResponse,
    DatabasePostSchema,
    DatabasePutSchema,
    DatabaseRelatedObjectsResponse,
    DatabaseTestConnectionSchema,
    DatabaseValidateParametersSchema,
    get_export_ids_schema,
    SchemasResponseSchema,
    SelectStarResponseSchema,
    TableExtraMetadataResponseSchema,
    TableMetadataResponseSchema,
    ValidateSQLRequest,
    ValidateSQLResponse,
)
from superset.databases.utils import get_table_metadata
from superset.db_engine_specs import get_available_engine_specs
from superset.errors import ErrorLevel, SupersetError, SupersetErrorType
from superset.extensions import security_manager
from superset.models.core import Database
from superset.superset_typing import FlaskResponse
from superset.utils.core import error_msg_from_exception, parse_js_uri_path_item
from superset.views.base_api import (
    BaseSupersetModelRestApi,
    requires_form_data,
    requires_json,
    statsd_metrics,
)

logger = logging.getLogger(__name__)


class DatabaseRestApi(BaseSupersetModelRestApi):
    datamodel = SQLAInterface(Database)

    include_route_methods = RouteMethod.REST_MODEL_VIEW_CRUD_SET | {
        RouteMethod.EXPORT,
        RouteMethod.IMPORT,
        "table_metadata",
        "table_extra_metadata",
        "select_star",
        "schemas",
        "test_connection",
        "related_objects",
        "function_names",
        "available",
        "validate_parameters",
        "validate_sql",
    }
    resource_name = "database"
    class_permission_name = "Database"
    method_permission_name = MODEL_API_RW_METHOD_PERMISSION_MAP
    allow_browser_login = True
    base_filters = [["id", DatabaseFilter, lambda: []]]
    show_columns = [
        "id",
        "database_name",
        "cache_timeout",
        "expose_in_sqllab",
        "allow_run_async",
        "allow_file_upload",
        "configuration_method",
        "allow_ctas",
        "allow_cvas",
        "allow_dml",
        "backend",
        "driver",
        "force_ctas_schema",
        "impersonate_user",
        "masked_encrypted_extra",
        "extra",
        "parameters",
        "parameters_schema",
        "server_cert",
        "sqlalchemy_uri",
        "is_managed_externally",
        "engine_information",
    ]
    list_columns = [
        "allow_file_upload",
        "allow_ctas",
        "allow_cvas",
        "allow_dml",
        "allow_run_async",
        "allows_cost_estimate",
        "allows_subquery",
        "allows_virtual_table_explore",
        "backend",
        "changed_on",
        "changed_on_delta_humanized",
        "created_by.first_name",
        "created_by.last_name",
        "database_name",
        "explore_database_id",
        "expose_in_sqllab",
        "extra",
        "force_ctas_schema",
        "id",
        "disable_data_preview",
        "engine_information",
    ]
    add_columns = [
        "database_name",
        "sqlalchemy_uri",
        "cache_timeout",
        "expose_in_sqllab",
        "allow_run_async",
        "allow_file_upload",
        "allow_ctas",
        "allow_cvas",
        "allow_dml",
        "configuration_method",
        "force_ctas_schema",
        "impersonate_user",
        "extra",
        "encrypted_extra",
        "server_cert",
    ]

    edit_columns = add_columns

    search_filters = {"allow_file_upload": [DatabaseUploadEnabledFilter]}

    list_select_columns = list_columns + ["extra", "sqlalchemy_uri", "password"]
    order_columns = [
        "allow_file_upload",
        "allow_dml",
        "allow_run_async",
        "changed_on",
        "changed_on_delta_humanized",
        "created_by.first_name",
        "database_name",
        "expose_in_sqllab",
    ]
    # Removes the local limit for the page size
    max_page_size = -1
    add_model_schema = DatabasePostSchema()
    edit_model_schema = DatabasePutSchema()

    apispec_parameter_schemas = {
        "database_schemas_query_schema": database_schemas_query_schema,
        "get_export_ids_schema": get_export_ids_schema,
    }

    openapi_spec_tag = "Database"
    openapi_spec_component_schemas = (
        DatabaseFunctionNamesResponse,
        DatabaseRelatedObjectsResponse,
        DatabaseTestConnectionSchema,
        DatabaseValidateParametersSchema,
        TableExtraMetadataResponseSchema,
        TableMetadataResponseSchema,
        SelectStarResponseSchema,
        SchemasResponseSchema,
        ValidateSQLRequest,
        ValidateSQLResponse,
    )

    @expose("/", methods=["POST"])
    @protect()
    @safe
    @statsd_metrics
    @event_logger.log_this_with_context(
        action=lambda self, *args, **kwargs: f"{self.__class__.__name__}.post",
        log_to_statsd=False,
    )
    @requires_json
    def post(self) -> Response:
        """Creates a new Database
        ---
        post:
          description: >-
            Create a new Database.
          requestBody:
            description: Database schema
            required: true
            content:
              application/json:
                schema:
                  $ref: '#/components/schemas/{{self.__class__.__name__}}.post'
          responses:
            201:
              description: Database added
              content:
                application/json:
                  schema:
                    type: object
                    properties:
                      id:
                        type: number
                      result:
                        $ref: '#/components/schemas/{{self.__class__.__name__}}.post'
            400:
              $ref: '#/components/responses/400'
            401:
              $ref: '#/components/responses/401'
            404:
              $ref: '#/components/responses/404'
            500:
              $ref: '#/components/responses/500'
        """
        try:
            item = self.add_model_schema.load(request.json)
        # This validates custom Schema with custom validations
        except ValidationError as error:
            return self.response_400(message=error.messages)
        try:
            new_model = CreateDatabaseCommand(item).run()
            # Return censored version for sqlalchemy URI
            item["sqlalchemy_uri"] = new_model.sqlalchemy_uri
            item["expose_in_sqllab"] = new_model.expose_in_sqllab

            # If parameters are available return them in the payload
            if new_model.parameters:
                item["parameters"] = new_model.parameters

            if new_model.driver:
                item["driver"] = new_model.driver

            return self.response(201, id=new_model.id, result=item)
        except DatabaseInvalidError as ex:
            return self.response_422(message=ex.normalized_messages())
        except DatabaseConnectionFailedError as ex:
            return self.response_422(message=str(ex))
        except DatabaseCreateFailedError as ex:
            logger.error(
                "Error creating model %s: %s",
                self.__class__.__name__,
                str(ex),
                exc_info=True,
            )
            return self.response_422(message=str(ex))

    @expose("/<int:pk>", methods=["PUT"])
    @protect()
    @safe
    @statsd_metrics
    @event_logger.log_this_with_context(
        action=lambda self, *args, **kwargs: f"{self.__class__.__name__}.put",
        log_to_statsd=False,
    )
    @requires_json
    def put(self, pk: int) -> Response:
        """Changes a Database
        ---
        put:
          description: >-
            Changes a Database.
          parameters:
          - in: path
            schema:
              type: integer
            name: pk
          requestBody:
            description: Database schema
            required: true
            content:
              application/json:
                schema:
                  $ref: '#/components/schemas/{{self.__class__.__name__}}.put'
          responses:
            200:
              description: Database changed
              content:
                application/json:
                  schema:
                    type: object
                    properties:
                      id:
                        type: number
                      result:
                        $ref: '#/components/schemas/{{self.__class__.__name__}}.put'
            400:
              $ref: '#/components/responses/400'
            401:
              $ref: '#/components/responses/401'
            403:
              $ref: '#/components/responses/403'
            404:
              $ref: '#/components/responses/404'
            422:
              $ref: '#/components/responses/422'
            500:
              $ref: '#/components/responses/500'
        """
        try:
            item = self.edit_model_schema.load(request.json)
        # This validates custom Schema with custom validations
        except ValidationError as error:
            return self.response_400(message=error.messages)
        try:
            changed_model = UpdateDatabaseCommand(pk, item).run()
            # Return censored version for sqlalchemy URI
            item["sqlalchemy_uri"] = changed_model.sqlalchemy_uri
            if changed_model.parameters:
                item["parameters"] = changed_model.parameters
            return self.response(200, id=changed_model.id, result=item)
        except DatabaseNotFoundError:
            return self.response_404()
        except DatabaseInvalidError as ex:
            return self.response_422(message=ex.normalized_messages())
        except DatabaseConnectionFailedError as ex:
            return self.response_422(message=str(ex))
        except DatabaseUpdateFailedError as ex:
            logger.error(
                "Error updating model %s: %s",
                self.__class__.__name__,
                str(ex),
                exc_info=True,
            )
            return self.response_422(message=str(ex))

    @expose("/<int:pk>", methods=["DELETE"])
    @protect()
    @safe
    @statsd_metrics
    @event_logger.log_this_with_context(
        action=lambda self, *args, **kwargs: f"{self.__class__.__name__}" f".delete",
        log_to_statsd=False,
    )
    def delete(self, pk: int) -> Response:
        """Deletes a Database
        ---
        delete:
          description: >-
            Deletes a Database.
          parameters:
          - in: path
            schema:
              type: integer
            name: pk
          responses:
            200:
              description: Database deleted
              content:
                application/json:
                  schema:
                    type: object
                    properties:
                      message:
                        type: string
            401:
              $ref: '#/components/responses/401'
            403:
              $ref: '#/components/responses/403'
            404:
              $ref: '#/components/responses/404'
            422:
              $ref: '#/components/responses/422'
            500:
              $ref: '#/components/responses/500'
        """
        try:
            DeleteDatabaseCommand(pk).run()
            return self.response(200, message="OK")
        except DatabaseNotFoundError:
            return self.response_404()
        except DatabaseDeleteDatasetsExistFailedError as ex:
            return self.response_422(message=str(ex))
        except DatabaseDeleteFailedError as ex:
            logger.error(
                "Error deleting model %s: %s",
                self.__class__.__name__,
                str(ex),
                exc_info=True,
            )
            return self.response_422(message=str(ex))

    @expose("/<int:pk>/schemas/")
    @protect()
    @safe
    @rison(database_schemas_query_schema)
    @statsd_metrics
    @event_logger.log_this_with_context(
        action=lambda self, *args, **kwargs: f"{self.__class__.__name__}" f".schemas",
        log_to_statsd=False,
    )
    def schemas(self, pk: int, **kwargs: Any) -> FlaskResponse:
        """Get all schemas from a database
        ---
        get:
          description: Get all schemas from a database
          parameters:
          - in: path
            schema:
              type: integer
            name: pk
            description: The database id
          - in: query
            name: q
            content:
              application/json:
                schema:
                  $ref: '#/components/schemas/database_schemas_query_schema'
          responses:
            200:
              description: A List of all schemas from the database
              content:
                application/json:
                  schema:
                    $ref: "#/components/schemas/SchemasResponseSchema"
            400:
              $ref: '#/components/responses/400'
            401:
              $ref: '#/components/responses/401'
            404:
              $ref: '#/components/responses/404'
            500:
              $ref: '#/components/responses/500'
        """
        database = self.datamodel.get(pk, self._base_filters)
        if not database:
            return self.response_404()
        try:
            schemas = database.get_all_schema_names(
                cache=database.schema_cache_enabled,
                cache_timeout=database.schema_cache_timeout,
                force=kwargs["rison"].get("force", False),
            )
            schemas = security_manager.get_schemas_accessible_by_user(database, schemas)
            return self.response(200, result=schemas)
        except OperationalError:
            return self.response(
                500, message="There was an error connecting to the database"
            )

    @expose("/<int:pk>/table/<table_name>/<schema_name>/", methods=["GET"])
    @protect()
    @check_datasource_access
    @safe
    @statsd_metrics
    @event_logger.log_this_with_context(
        action=lambda self, *args, **kwargs: f"{self.__class__.__name__}"
        f".table_metadata",
        log_to_statsd=False,
    )
    def table_metadata(
        self, database: Database, table_name: str, schema_name: str
    ) -> FlaskResponse:
        """Table schema info
        ---
        get:
          description: Get database table metadata
          parameters:
          - in: path
            schema:
              type: integer
            name: pk
            description: The database id
          - in: path
            schema:
              type: string
            name: table_name
            description: Table name
          - in: path
            schema:
              type: string
            name: schema_name
            description: Table schema
          responses:
            200:
              description: Table metadata information
              content:
                application/json:
                  schema:
                    $ref: "#/components/schemas/TableMetadataResponseSchema"
            400:
              $ref: '#/components/responses/400'
            401:
              $ref: '#/components/responses/401'
            404:
              $ref: '#/components/responses/404'
            422:
              $ref: '#/components/responses/422'
            500:
              $ref: '#/components/responses/500'
        """
        self.incr_stats("init", self.table_metadata.__name__)
        try:
            table_info = get_table_metadata(database, table_name, schema_name)
        except SQLAlchemyError as ex:
            self.incr_stats("error", self.table_metadata.__name__)
            return self.response_422(error_msg_from_exception(ex))
        self.incr_stats("success", self.table_metadata.__name__)
        return self.response(200, **table_info)

    @expose("/<int:pk>/table_extra/<table_name>/<schema_name>/", methods=["GET"])
    @protect()
    @check_datasource_access
    @safe
    @statsd_metrics
    @event_logger.log_this_with_context(
        action=lambda self, *args, **kwargs: f"{self.__class__.__name__}"
        f".table_extra_metadata",
        log_to_statsd=False,
    )
    def table_extra_metadata(
        self, database: Database, table_name: str, schema_name: str
    ) -> FlaskResponse:
        """Table schema info
        ---
        get:
          summary: >-
            Get table extra metadata
          description: >-
            Response depends on each DB engine spec normally focused on partitions
          parameters:
          - in: path
            schema:
              type: integer
            name: pk
            description: The database id
          - in: path
            schema:
              type: string
            name: table_name
            description: Table name
          - in: path
            schema:
              type: string
            name: schema_name
            description: Table schema
          responses:
            200:
              description: Table extra metadata information
              content:
                application/json:
                  schema:
                    $ref: "#/components/schemas/TableExtraMetadataResponseSchema"
            400:
              $ref: '#/components/responses/400'
            401:
              $ref: '#/components/responses/401'
            404:
              $ref: '#/components/responses/404'
            422:
              $ref: '#/components/responses/422'
            500:
              $ref: '#/components/responses/500'
        """
        self.incr_stats("init", self.table_metadata.__name__)

        parsed_schema = parse_js_uri_path_item(schema_name, eval_undefined=True)
        table_name = parse_js_uri_path_item(table_name)  # type: ignore
        payload = database.db_engine_spec.extra_table_metadata(
            database, table_name, parsed_schema
        )
        return self.response(200, **payload)

    @expose("/<int:pk>/select_star/<table_name>/", methods=["GET"])
    @expose("/<int:pk>/select_star/<table_name>/<schema_name>/", methods=["GET"])
    @protect()
    @check_datasource_access
    @safe
    @statsd_metrics
    @event_logger.log_this_with_context(
        action=lambda self, *args, **kwargs: f"{self.__class__.__name__}.select_star",
        log_to_statsd=False,
    )
    def select_star(
        self, database: Database, table_name: str, schema_name: Optional[str] = None
    ) -> FlaskResponse:
        """Table schema info
        ---
        get:
          description: Get database select star for table
          parameters:
          - in: path
            schema:
              type: integer
            name: pk
            description: The database id
          - in: path
            schema:
              type: string
            name: table_name
            description: Table name
          - in: path
            schema:
              type: string
            name: schema_name
            description: Table schema
          responses:
            200:
              description: SQL statement for a select star for table
              content:
                application/json:
                  schema:
                    $ref: "#/components/schemas/SelectStarResponseSchema"
            400:
              $ref: '#/components/responses/400'
            401:
              $ref: '#/components/responses/401'
            404:
              $ref: '#/components/responses/404'
            422:
              $ref: '#/components/responses/422'
            500:
              $ref: '#/components/responses/500'
        """
        self.incr_stats("init", self.select_star.__name__)
        try:
            result = database.select_star(
                table_name, schema_name, latest_partition=True, show_cols=True
            )
        except NoSuchTableError:
            self.incr_stats("error", self.select_star.__name__)
            return self.response(404, message="Table not found on the database")
        self.incr_stats("success", self.select_star.__name__)
        return self.response(200, result=result)

    @expose("/test_connection/", methods=["POST"])
    @protect()
    @statsd_metrics
    @event_logger.log_this_with_context(
        action=lambda self, *args, **kwargs: f"{self.__class__.__name__}"
        f".test_connection",
        log_to_statsd=False,
    )
    @requires_json
    def test_connection(self) -> FlaskResponse:
        """Tests a database connection
        ---
        post:
          description: >-
            Tests a database connection
          requestBody:
            description: Database schema
            required: true
            content:
              application/json:
                schema:
                  $ref: "#/components/schemas/DatabaseTestConnectionSchema"
          responses:
            200:
              description: Database Test Connection
              content:
                application/json:
                  schema:
                    type: object
                    properties:
                      message:
                        type: string
            400:
              $ref: '#/components/responses/400'
            422:
              $ref: '#/components/responses/422'
            500:
              $ref: '#/components/responses/500'
        """
        try:
            item = DatabaseTestConnectionSchema().load(request.json)
        # This validates custom Schema with custom validations
        except ValidationError as error:
            return self.response_400(message=error.messages)
        TestConnectionDatabaseCommand(item).run()
        return self.response(200, message="OK")

    @expose("/<int:pk>/related_objects/", methods=["GET"])
    @protect()
    @safe
    @statsd_metrics
    @event_logger.log_this_with_context(
        action=lambda self, *args, **kwargs: f"{self.__class__.__name__}"
        f".related_objects",
        log_to_statsd=False,
    )
    def related_objects(self, pk: int) -> Response:
        """Get charts and dashboards count associated to a database
        ---
        get:
          description:
            Get charts and dashboards count associated to a database
          parameters:
          - in: path
            name: pk
            schema:
              type: integer
          responses:
            200:
              description: Query result
              content:
                application/json:
                  schema:
                    $ref: "#/components/schemas/DatabaseRelatedObjectsResponse"
            401:
              $ref: '#/components/responses/401'
            404:
              $ref: '#/components/responses/404'
            500:
              $ref: '#/components/responses/500'
        """
        database = DatabaseDAO.find_by_id(pk)
        if not database:
            return self.response_404()
        data = DatabaseDAO.get_related_objects(pk)
        charts = [
            {
                "id": chart.id,
                "slice_name": chart.slice_name,
                "viz_type": chart.viz_type,
            }
            for chart in data["charts"]
        ]
        dashboards = [
            {
                "id": dashboard.id,
                "json_metadata": dashboard.json_metadata,
                "slug": dashboard.slug,
                "title": dashboard.dashboard_title,
            }
            for dashboard in data["dashboards"]
        ]
        sqllab_tab_states = [
            {"id": tab_state.id, "label": tab_state.label, "active": tab_state.active}
            for tab_state in data["sqllab_tab_states"]
        ]
        return self.response(
            200,
            charts={"count": len(charts), "result": charts},
            dashboards={"count": len(dashboards), "result": dashboards},
            sqllab_tab_states={
                "count": len(sqllab_tab_states),
                "result": sqllab_tab_states,
            },
        )

    @expose("/<int:pk>/validate_sql/", methods=["POST"])
    @protect()
    @statsd_metrics
    @event_logger.log_this_with_context(
        action=lambda self, *args, **kwargs: f"{self.__class__.__name__}.validate_sql",
        log_to_statsd=False,
    )
    def validate_sql(self, pk: int) -> FlaskResponse:
        """
        ---
        post:
          summary: >-
            Validates that arbitrary sql is acceptable for the given database
          description: >-
            Validates arbitrary SQL.
          parameters:
          - in: path
            schema:
              type: integer
            name: pk
          requestBody:
            description: Validate SQL request
            required: true
            content:
              application/json:
                schema:
                  $ref: '#/components/schemas/ValidateSQLRequest'
          responses:
            200:
              description: Validation result
              content:
                application/json:
                  schema:
                    type: object
                    properties:
                      result:
                        description: >-
                          A List of SQL errors found on the statement
                        type: array
                        items:
                          $ref: '#/components/schemas/ValidateSQLResponse'
            400:
              $ref: '#/components/responses/400'
            401:
              $ref: '#/components/responses/401'
            404:
              $ref: '#/components/responses/404'
            500:
              $ref: '#/components/responses/500'
        """
        try:
            sql_request = ValidateSQLRequest().load(request.json)
        except ValidationError as error:
            return self.response_400(message=error.messages)
        try:
            validator_errors = ValidateSQLCommand(pk, sql_request).run()
            return self.response(200, result=validator_errors)
        except DatabaseNotFoundError:
            return self.response_404()

    @expose("/export/", methods=["GET"])
    @protect()
    @safe
    @statsd_metrics
    @rison(get_export_ids_schema)
    @event_logger.log_this_with_context(
        action=lambda self, *args, **kwargs: f"{self.__class__.__name__}.export",
        log_to_statsd=False,
    )
    def export(self, **kwargs: Any) -> Response:
        """Export database(s) with associated datasets
        ---
        get:
          description: Download database(s) and associated dataset(s) as a zip file
          parameters:
          - in: query
            name: q
            content:
              application/json:
                schema:
                  $ref: '#/components/schemas/get_export_ids_schema'
          responses:
            200:
              description: A zip file with database(s) and dataset(s) as YAML
              content:
                application/zip:
                  schema:
                    type: string
                    format: binary
            401:
              $ref: '#/components/responses/401'
            404:
              $ref: '#/components/responses/404'
            500:
              $ref: '#/components/responses/500'
        """
        token = request.args.get("token")
        requested_ids = kwargs["rison"]
        timestamp = datetime.now().strftime("%Y%m%dT%H%M%S")
        root = f"database_export_{timestamp}"
        filename = f"{root}.zip"

        buf = BytesIO()
        with ZipFile(buf, "w") as bundle:
            try:
                for file_name, file_content in ExportDatabasesCommand(
                    requested_ids
                ).run():
                    with bundle.open(f"{root}/{file_name}", "w") as fp:
                        fp.write(file_content.encode())
            except DatabaseNotFoundError:
                return self.response_404()
        buf.seek(0)

        response = send_file(
            buf,
            mimetype="application/zip",
            as_attachment=True,
            attachment_filename=filename,
        )
        if token:
            response.set_cookie(token, "done", max_age=600)
        return response

    @expose("/import/", methods=["POST"])
    @protect()
    @statsd_metrics
    @event_logger.log_this_with_context(
        action=lambda self, *args, **kwargs: f"{self.__class__.__name__}.import_",
        log_to_statsd=False,
    )
    @requires_form_data
    def import_(self) -> Response:
        """Import database(s) with associated datasets
        ---
        post:
          requestBody:
            required: true
            content:
              multipart/form-data:
                schema:
                  type: object
                  properties:
                    formData:
                      description: upload file (ZIP)
                      type: string
                      format: binary
                    passwords:
                      description: >-
                        JSON map of passwords for each featured database in the
                        ZIP file. If the ZIP includes a database config in the path
                        `databases/MyDatabase.yaml`, the password should be provided
                        in the following format:
                        `{"databases/MyDatabase.yaml": "my_password"}`.
                      type: string
                    overwrite:
                      description: overwrite existing databases?
                      type: boolean
          responses:
            200:
              description: Database import result
              content:
                application/json:
                  schema:
                    type: object
                    properties:
                      message:
                        type: string
            400:
              $ref: '#/components/responses/400'
            401:
              $ref: '#/components/responses/401'
            422:
              $ref: '#/components/responses/422'
            500:
              $ref: '#/components/responses/500'
        """
        upload = request.files.get("formData")
        if not upload:
            return self.response_400()
        with ZipFile(upload) as bundle:
            contents = get_contents_from_bundle(bundle)

        if not contents:
            raise NoValidFilesFoundError()

        passwords = (
            json.loads(request.form["passwords"])
            if "passwords" in request.form
            else None
        )
        overwrite = request.form.get("overwrite") == "true"

        command = ImportDatabasesCommand(
            contents, passwords=passwords, overwrite=overwrite
        )
        command.run()
        return self.response(200, message="OK")

    @expose("/<int:pk>/function_names/", methods=["GET"])
    @protect()
    @safe
    @statsd_metrics
    @event_logger.log_this_with_context(
        action=lambda self, *args, **kwargs: f"{self.__class__.__name__}"
        f".function_names",
        log_to_statsd=False,
    )
    def function_names(self, pk: int) -> Response:
        """Get function names supported by a database
        ---
        get:
          description:
            Get function names supported by a database
          parameters:
          - in: path
            name: pk
            schema:
              type: integer
          responses:
            200:
              description: Query result
              content:
                application/json:
                  schema:
                    $ref: "#/components/schemas/DatabaseFunctionNamesResponse"
            401:
              $ref: '#/components/responses/401'
            404:
              $ref: '#/components/responses/404'
            500:
              $ref: '#/components/responses/500'
        """
        database = DatabaseDAO.find_by_id(pk)
        if not database:
            return self.response_404()
        return self.response(
            200,
            function_names=database.function_names,
        )

    @expose("/available/", methods=["GET"])
    @protect()
    @statsd_metrics
    @event_logger.log_this_with_context(
        action=lambda self, *args, **kwargs: f"{self.__class__.__name__}" f".available",
        log_to_statsd=False,
    )
    def available(self) -> Response:
        """Return names of databases currently available
        ---
        get:
          description:
            Get names of databases currently available
          responses:
            200:
              description: Database names
              content:
                application/json:
                  schema:
                    type: array
                    items:
                      type: object
                      properties:
                        name:
                          description: Name of the database
                          type: string
                        engine:
                          description: Name of the SQLAlchemy engine
                          type: string
                        available_drivers:
                          description: Installed drivers for the engine
                          type: array
                          items:
                            type: string
                        default_driver:
                          description: Default driver for the engine
                          type: string
                        preferred:
                          description: Is the database preferred?
                          type: boolean
                        sqlalchemy_uri_placeholder:
                          description: Example placeholder for the SQLAlchemy URI
                          type: string
                        parameters:
                          description: JSON schema defining the needed parameters
                          type: object
                        engine_information:
                          description: Dict with public properties form the DB Engine
                          type: object
                          properties:
                            supports_file_upload:
                              description: Whether the engine supports file uploads
                              type: boolean
            400:
              $ref: '#/components/responses/400'
            500:
              $ref: '#/components/responses/500'
        """
        preferred_databases: List[str] = app.config.get("PREFERRED_DATABASES", [])
        available_databases = []
        for engine_spec, drivers in get_available_engine_specs().items():
            if not drivers:
                continue

            payload: Dict[str, Any] = {
                "name": engine_spec.engine_name,
                "engine": engine_spec.engine,
                "available_drivers": sorted(drivers),
                "preferred": engine_spec.engine_name in preferred_databases,
                "engine_information": engine_spec.get_public_information(),
            }

            if engine_spec.default_driver:
                payload["default_driver"] = engine_spec.default_driver

            # show configuration parameters for DBs that support it
            if (
                hasattr(engine_spec, "parameters_json_schema")
                and hasattr(engine_spec, "sqlalchemy_uri_placeholder")
                and getattr(engine_spec, "default_driver") in drivers
            ):
                payload[
                    "parameters"
                ] = engine_spec.parameters_json_schema()  # type: ignore
                payload[
                    "sqlalchemy_uri_placeholder"
                ] = engine_spec.sqlalchemy_uri_placeholder  # type: ignore

            available_databases.append(payload)

        # sort preferred first
        response = sorted(
            (payload for payload in available_databases if payload["preferred"]),
            key=lambda payload: preferred_databases.index(payload["name"]),
        )

        # add others
        response.extend(
            sorted(
                (
                    payload
                    for payload in available_databases
                    if not payload["preferred"]
                ),
                key=lambda payload: payload["name"],
            )
        )

        return self.response(200, databases=response)

    @expose("/validate_parameters/", methods=["POST"])
    @protect()
    @statsd_metrics
    @event_logger.log_this_with_context(
        action=lambda self, *args, **kwargs: f"{self.__class__.__name__}"
        f".validate_parameters",
        log_to_statsd=False,
    )
    @requires_json
    def validate_parameters(self) -> FlaskResponse:
        """validates database connection parameters
        ---
        post:
          description: >-
            Validates parameters used to connect to a database
          requestBody:
            description: DB-specific parameters
            required: true
            content:
              application/json:
                schema:
                  $ref: "#/components/schemas/DatabaseValidateParametersSchema"
          responses:
            200:
              description: Database Test Connection
              content:
                application/json:
                  schema:
                    type: object
                    properties:
                      message:
                        type: string
            400:
              $ref: '#/components/responses/400'
            422:
              $ref: '#/components/responses/422'
            500:
              $ref: '#/components/responses/500'
        """
        try:
            payload = DatabaseValidateParametersSchema().load(request.json)
        except ValidationError as ex:
            errors = [
                SupersetError(
                    message="\n".join(messages),
                    error_type=SupersetErrorType.INVALID_PAYLOAD_SCHEMA_ERROR,
                    level=ErrorLevel.ERROR,
                    extra={"invalid": [attribute]},
                )
                for attribute, messages in ex.messages.items()
            ]
            raise InvalidParametersError(errors) from ex

        command = ValidateDatabaseParametersCommand(payload)
        command.run()
        return self.response(200, message="OK")

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