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- # Copyright 2021-2024 Avaiga Private Limited
- #
- # Licensed 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.
- from datetime import datetime, timedelta
- from typing import Dict, List, Optional, Set
- from sqlalchemy import text
- from taipy.config.common.scope import Scope
- from .._version._version_manager_factory import _VersionManagerFactory
- from ..exceptions.exceptions import MissingAppendQueryBuilder, MissingRequiredProperty
- from ._abstract_sql import _AbstractSQLDataNode
- from .data_node_id import DataNodeId, Edit
- class SQLDataNode(_AbstractSQLDataNode):
- """Data Node stored in a SQL database.
- Attributes:
- config_id (str): Identifier of the data node configuration. It must be a valid Python
- identifier.
- scope (Scope^): The scope of this data node.
- id (str): The unique identifier of this data node.
- owner_id (str): The identifier of the owner (sequence_id, scenario_id, cycle_id) or
- None.
- parent_ids (Optional[Set[str]]): The identifiers of the parent tasks or `None`.
- last_edit_date (datetime): The date and time of the last modification.
- edits (List[Edit^]): The ordered list of edits for that job.
- version (str): The string indicates the application version of the data node to instantiate. If not provided,
- the current version is used.
- validity_period (Optional[timedelta]): The duration implemented as a timedelta since the last edit date for
- which the data node can be considered up-to-date. Once the validity period has passed, the data node is
- considered stale and relevant tasks will run even if they are skippable (see the
- [Task management](../../userman/scenario_features/sdm/task/index.md) page for more details).
- If _validity_period_ is set to `None`, the data node is always up-to-date.
- edit_in_progress (bool): True if a task computing the data node has been submitted
- and not completed yet. False otherwise.
- editor_id (Optional[str]): The identifier of the user who is currently editing the data node.
- editor_expiration_date (Optional[datetime]): The expiration date of the editor lock.
- properties (dict[str, Any]): A dictionary of additional properties. Note that the
- _properties_ parameter must at least contain an entry for _"db_name"_, _"db_engine"_, _"read_query"_,
- and _"write_query_builder"_:
- - _"db_name"_ `(str)`: The database name, or the name of the SQLite database file.
- - _"db_engine"_ `(str)`: The database engine. Possible values are _"sqlite"_, _"mssql"_, _"mysql"_, or
- _"postgresql"_.
- - _"read_query"_ `(str)`: The SQL query string used to read the data from the database.
- - _"write_query_builder"_ `(Callable)`: A callback function that takes the data as an input parameter and
- returns a list of SQL queries to be executed when writing data to the data node.
- - _"append_query_builder"_ `(Callable)`: A callback function that takes the data as an input parameter and
- returns a list of SQL queries to be executed when appending data to the data node.
- - _"db_username"_ `(str)`: The database username.
- - _"db_password"_ `(str)`: The database password.
- - _"db_host"_ `(str)`: The database host. The default value is _"localhost"_.
- - _"db_port"_ `(int)`: The database port. The default value is 1433.
- - _"db_driver"_ `(str)`: The database driver.
- - _"sqlite_folder_path"_ (str): The path to the folder that contains SQLite file. The default value
- is the current working folder.
- - _"sqlite_file_extension"_ (str): The filename extension of the SQLite file. The default value is ".db".
- - _"db_extra_args"_ `(Dict[str, Any])`: A dictionary of additional arguments to be passed into database
- connection string.
- - _"exposed_type"_: The exposed type of the data read from SQL query. The default value is `pandas`.
- """
- __STORAGE_TYPE = "sql"
- __READ_QUERY_KEY = "read_query"
- _WRITE_QUERY_BUILDER_KEY = "write_query_builder"
- _APPEND_QUERY_BUILDER_KEY = "append_query_builder"
- def __init__(
- self,
- config_id: str,
- scope: Scope,
- id: Optional[DataNodeId] = None,
- owner_id: Optional[str] = None,
- parent_ids: Optional[Set[str]] = None,
- last_edit_date: Optional[datetime] = None,
- edits: Optional[List[Edit]] = None,
- version: Optional[str] = None,
- validity_period: Optional[timedelta] = None,
- edit_in_progress: bool = False,
- editor_id: Optional[str] = None,
- editor_expiration_date: Optional[datetime] = None,
- properties: Optional[Dict] = None,
- ) -> None:
- if properties is None:
- properties = {}
- if properties.get(self.__READ_QUERY_KEY) is None:
- raise MissingRequiredProperty(f"Property {self.__READ_QUERY_KEY} is not informed and is required.")
- if properties.get(self._WRITE_QUERY_BUILDER_KEY) is None:
- raise MissingRequiredProperty(f"Property {self._WRITE_QUERY_BUILDER_KEY} is not informed and is required.")
- super().__init__(
- config_id,
- scope,
- id,
- owner_id,
- parent_ids,
- last_edit_date,
- edits,
- version or _VersionManagerFactory._build_manager()._get_latest_version(),
- validity_period,
- edit_in_progress,
- editor_id,
- editor_expiration_date,
- properties=properties,
- )
- self._TAIPY_PROPERTIES.update(
- {
- self.__READ_QUERY_KEY,
- self._WRITE_QUERY_BUILDER_KEY,
- self._APPEND_QUERY_BUILDER_KEY,
- }
- )
- @classmethod
- def storage_type(cls) -> str:
- return cls.__STORAGE_TYPE
- def _get_base_read_query(self) -> str:
- return self.properties.get(self.__READ_QUERY_KEY)
- def _do_append(self, data, engine, connection) -> None:
- append_query_builder_fct = self.properties.get(self._APPEND_QUERY_BUILDER_KEY)
- if not append_query_builder_fct:
- raise MissingAppendQueryBuilder
- queries = append_query_builder_fct(data)
- self.__execute_queries(queries, connection)
- def _do_write(self, data, engine, connection) -> None:
- queries = self.properties.get(self._WRITE_QUERY_BUILDER_KEY)(data)
- self.__execute_queries(queries, connection)
- def __execute_queries(self, queries, connection) -> None:
- if not isinstance(queries, List):
- queries = [queries]
- for query in queries:
- if isinstance(query, str):
- connection.execute(text(query))
- else:
- statement = query[0]
- parameters = query[1]
- connection.execute(text(statement), parameters)
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