airflow.providers.common.sql.hooks.sql
¶
Module Contents¶
Classes¶
Database connection protocol. |
|
Abstract base class for sql hooks. |
Functions¶
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Determine when results of single query only should be returned. |
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Return results for DbApiHook.run(). |
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Return first result for DbApiHook.run(). |
Attributes¶
- airflow.providers.common.sql.hooks.sql.return_single_query_results(sql, return_last, split_statements)[source]¶
Determine when results of single query only should be returned.
For compatibility reasons, the behaviour of the DBAPIHook is somewhat confusing. In some cases, when multiple queries are run, the return value will be an iterable (list) of results – one for each query. However, in other cases, when single query is run, the return value will be just the result of that single query without wrapping the results in a list.
The cases when single query results are returned without wrapping them in a list are as follows:
sql is string and
return_last
is True (regardless whatsplit_statements
value is)sql is string and
split_statements
is False
In all other cases, the results are wrapped in a list, even if there is only one statement to process. In particular, the return value will be a list of query results in the following circumstances:
when
sql
is an iterable of string statements (regardless whatreturn_last
value is)when
sql
is string,split_statements
is True andreturn_last
is False
- airflow.providers.common.sql.hooks.sql.fetch_all_handler(cursor)[source]¶
Return results for DbApiHook.run().
- airflow.providers.common.sql.hooks.sql.fetch_one_handler(cursor)[source]¶
Return first result for DbApiHook.run().
- class airflow.providers.common.sql.hooks.sql.ConnectorProtocol[source]¶
Bases:
Protocol
Database connection protocol.
- class airflow.providers.common.sql.hooks.sql.DbApiHook(*args, schema=None, log_sql=True, **kwargs)[source]¶
Bases:
airflow.hooks.base.BaseHook
Abstract base class for sql hooks.
When subclassing, maintainers can override the _make_common_data_structure method: This method transforms the result of the handler method (typically cursor.fetchall()) into objects common across all Hooks derived from this class (tuples). Most of the time, the underlying SQL library already returns tuples from its cursor, and the _make_common_data_structure method can be ignored.
- Parameters
schema (str | None) – Optional DB schema that overrides the schema specified in the connection. Make sure that if you change the schema parameter value in the constructor of the derived Hook, such change should be done before calling the
DBApiHook.__init__()
.log_sql (bool) – Whether to log SQL query when it’s executed. Defaults to True.
- property sqlalchemy_url: sqlalchemy.engine.URL[source]¶
Return a Sqlalchemy.engine.URL object from the connection.
Needs to be implemented in the provider subclass to return the sqlalchemy.engine.URL object.
- Returns
the extracted sqlalchemy.engine.URL object.
- Return type
- connector: ConnectorProtocol | None[source]¶
- connection_extra_lower()[source]¶
connection.extra_dejson
but where keys are converted to lower case.This is used internally for case-insensitive access of extra params.
- get_sqlalchemy_engine(engine_kwargs=None)[source]¶
Get an sqlalchemy_engine object.
- Parameters
engine_kwargs – Kwargs used in
create_engine()
.- Returns
the created engine.
- get_pandas_df(sql, parameters=None, **kwargs)[source]¶
Execute the sql and returns a pandas dataframe.
- get_pandas_df_by_chunks(sql, parameters=None, *, chunksize, **kwargs)[source]¶
Execute the sql and return a generator.
- Parameters
sql – the sql statement to be executed (str) or a list of sql statements to execute
parameters (list | tuple | Mapping[str, Any] | None) – The parameters to render the SQL query with
chunksize (int) – number of rows to include in each chunk
kwargs – (optional) passed into pandas.io.sql.read_sql method
- static split_sql_string(sql, strip_semicolon=False)[source]¶
Split string into multiple SQL expressions.
- run(sql: str | Iterable[str], autocommit: bool = ..., parameters: Iterable | Mapping[str, Any] | None = ..., handler: None = ..., split_statements: bool = ..., return_last: bool = ...) None [source]¶
- run(sql: str | Iterable[str], autocommit: bool = ..., parameters: Iterable | Mapping[str, Any] | None = ..., handler: Callable[[Any], T] = ..., split_statements: bool = ..., return_last: bool = ...) tuple | list[tuple] | list[list[tuple] | tuple] | None
Run a command or a list of commands.
Pass a list of SQL statements to the sql parameter to get them to execute sequentially.
The method will return either single query results (typically list of rows) or list of those results where each element in the list are results of one of the queries (typically list of list of rows :D)
For compatibility reasons, the behaviour of the DBAPIHook is somewhat confusing. In some cases, when multiple queries are run, the return value will be an iterable (list) of results – one for each query. However, in other cases, when single query is run, the return value will be the result of that single query without wrapping the results in a list.
The cases when single query results are returned without wrapping them in a list are as follows:
sql is string and
return_last
is True (regardless whatsplit_statements
value is)sql is string and
split_statements
is False
In all other cases, the results are wrapped in a list, even if there is only one statement to process. In particular, the return value will be a list of query results in the following circumstances:
when
sql
is an iterable of string statements (regardless whatreturn_last
value is)when
sql
is string,split_statements
is True andreturn_last
is False
After
run
is called, you may access the following properties on the hook object:descriptions
: an array of cursor descriptions. Ifreturn_last
is True, this will be a one-element array containing the cursordescription
for the last statement. Otherwise, it will contain the cursor description for each statement executed.last_description
: the description for the last statement executed
Note that query result will ONLY be actually returned when a handler is provided; if
handler
is None, this method will return None.Handler is a way to process the rows from cursor (Iterator) into a value that is suitable to be returned to XCom and generally fit in memory.
You can use pre-defined handles (
fetch_all_handler
,fetch_one_handler
) or implement your own handler.- Parameters
sql – the sql statement to be executed (str) or a list of sql statements to execute
autocommit – What to set the connection’s autocommit setting to before executing the query.
parameters – The parameters to render the SQL query with.
handler – The result handler which is called with the result of each statement.
split_statements – Whether to split a single SQL string into statements and run separately
return_last – Whether to return result for only last statement or for all after split
- Returns
if handler provided, returns query results (may be list of results depending on params)
- get_autocommit(conn)[source]¶
Get autocommit setting for the provided connection.
- Parameters
conn – Connection to get autocommit setting from.
- Returns
connection autocommit setting. True if
autocommit
is set to True on the connection. False if it is either not set, set to False, or the connection does not support auto-commit.- Return type
- insert_rows(table, rows, target_fields=None, commit_every=1000, replace=False, *, executemany=False, fast_executemany=False, autocommit=False, **kwargs)[source]¶
Insert a collection of tuples into a table.
Rows are inserted in chunks, each chunk (of size
commit_every
) is done in a new transaction.- Parameters
table – Name of the target table
rows – The rows to insert into the table
target_fields – The names of the columns to fill in the table
commit_every – The maximum number of rows to insert in one transaction. Set to 0 to insert all rows in one transaction.
replace – Whether to replace instead of insert
executemany – If True, all rows are inserted at once in chunks defined by the commit_every parameter. This only works if all rows have same number of column names, but leads to better performance.
fast_executemany – If True, the fast_executemany parameter will be set on the cursor used by executemany which leads to better performance, if supported by driver.
autocommit – What to set the connection’s autocommit setting to before executing the query.
- abstract bulk_dump(table, tmp_file)[source]¶
Dump a database table into a tab-delimited file.
- Parameters
table – The name of the source table
tmp_file – The path of the target file
- abstract bulk_load(table, tmp_file)[source]¶
Load a tab-delimited file into a database table.
- Parameters
table – The name of the target table
tmp_file – The path of the file to load into the table
- get_openlineage_database_info(connection)[source]¶
Return database specific information needed to generate and parse lineage metadata.
This includes information helpful for constructing information schema query and creating correct namespace.
- Parameters
connection – Airflow connection to reduce calls of get_connection method
- get_openlineage_database_dialect(connection)[source]¶
Return database dialect used for SQL parsing.
For a list of supported dialects check: https://openlineage.io/docs/development/sql#sql-dialects
- get_openlineage_database_specific_lineage(task_instance)[source]¶
Return additional database specific lineage, e.g. query execution information.
This method is called only on completion of the task.
- Parameters
task_instance – this may be used to retrieve additional information that is collected during runtime of the task
- static get_openlineage_authority_part(connection, default_port=None)[source]¶
Get authority part from Airflow Connection.
The authority represents the hostname and port of the connection and conforms OpenLineage naming convention for a number of databases (e.g. MySQL, Postgres, Trino).
- Parameters
default_port (int | None) – (optional) used if no port parsed from connection URI