Merge pull request #15 from lolamarket/feature/sql_transactions

Feature/sql transactions
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pablolola 2023-04-26 09:36:39 +02:00 committed by GitHub
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@ -2,6 +2,13 @@
All notable changes to this project will be documented in this file.
## [Unreleased]
### Added
- Added tasks `begin_sql_transaction` and `end_sql_transaction` to the `utils`module. These enable the management of SQL
transactions in flows. It also allows for dry running SQL statements.
## [0.4.0] - 2023-02-08
### Added

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@ -120,6 +120,31 @@ with Flow(...) as flow:
close_ssh_tunnel.run(tunnel=tunnel, upstream_tasks=[mysql_closed])
```
**Use SQL transactions and dry running**
```python
from lolafect.connections import connect_to_mysql, close_mysql_connection
from lolafect.utils import begin_sql_transaction, end_sql_transaction
with Flow(...) as flow:
connection = connect_to_mysql(
mysql_credentials={...}, # You probably want to get this from TEST_LOLACONFIG.DW_CREDENTIALS
)
transaction_started = begin_sql_transaction(connection)
task_result = some_task_that_needs_mysql(
connection=connection,
upstream_task=[transaction_started]
)
transaction_finished = end_sql_transaction(
connection,
dry_run=False, # True means rollback, False means commit changes
upstream_tasks=[task_result]
)
close_mysql_connection(connection=connection, upstream_tasks=[transaction_finished])
```
### Use Great Expectations
**Run a Great Expectations validation on a MySQL query**

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import json
from typing import Any
import prefect
from prefect import task
class S3FileReader:
"""
@ -22,3 +25,41 @@ class S3FileReader:
.read()
.decode("utf-8")
)
@task()
def begin_sql_transaction(connection: Any) -> None:
"""
Start a SQL transaction in the passed connection. The task is agnostic to
the SQL engine being used. As long as the connection object implements a
begin() method, this task will work.
:param connection: the connection to some database.
:return: None
"""
logger = prefect.context.get("logger")
logger.info(f"Starting SQL transaction with connection: {connection}.")
connection.begin()
@task()
def end_sql_transaction(connection: Any, dry_run: bool = False) -> None:
"""
Finish a SQL transaction, either by rolling it back or by committing it.
The task is agnostic to the SQL engine being used. As long as the
connection object implements a `commit` and a `rollback` method, this task
will work.
:param connection: the connection to some database.
:param dry_run: a flag indicating if persistence is desired. If dry_run
is True, changes will be rolledback. Otherwise, they will be committed.
:return: None
"""
logger = prefect.context.get("logger")
logger.info(f"Using connection: {connection}.")
if dry_run:
connection.rollback()
logger.info("Dry-run mode activated. Rolling back the transaction.")
else:
logger.info("Committing the transaction.")
connection.commit()

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@ -0,0 +1,123 @@
import pytest
from lolafect.lolaconfig import build_lolaconfig
from lolafect.connections import (
open_ssh_tunnel_with_s3_pkey,
get_local_bind_address_from_ssh_tunnel,
close_ssh_tunnel,
connect_to_mysql,
close_mysql_connection,
)
from lolafect.utils import begin_sql_transaction, end_sql_transaction
# __ __ _____ _ _ _____ _ _ _____ _
# \ \ / /\ | __ \| \ | |_ _| \ | |/ ____| |
# \ \ /\ / / \ | |__) | \| | | | | \| | | __| |
# \ \/ \/ / /\ \ | _ /| . ` | | | | . ` | | |_ | |
# \ /\ / ____ \| | \ \| |\ |_| |_| |\ | |__| |_|
# \/ \/_/ \_\_| \_\_| \_|_____|_| \_|\_____(_)
# This testing suite requires:
# - The calling shell to have permission in AWS
# - The calling shell to be within the Mercadão network
# - Do not use this tests as part of CI/CD pipelines since they are not idempotent and
# rely external resources. Instead, use them manually to check yourself that things
# are working properly.
TEST_LOLACONFIG = build_lolaconfig(flow_name="testing-suite")
@pytest.fixture
def connection_with_test_table():
"""
Connects to DW, creates a test table in the sandbox env, and yields the
connection to the test.
After the test, the table is dropped and the connection is closed.
"""
test_local_bind_host = "127.0.0.1"
test_local_bind_port = 12345
tunnel = open_ssh_tunnel_with_s3_pkey.run(
s3_bucket_name=TEST_LOLACONFIG.S3_BUCKET_NAME,
ssh_tunnel_credentials=TEST_LOLACONFIG.SSH_TUNNEL_CREDENTIALS,
remote_target_host=TEST_LOLACONFIG.DW_CREDENTIALS["host"],
remote_target_port=TEST_LOLACONFIG.DW_CREDENTIALS["port"],
local_bind_host=test_local_bind_host,
local_bind_port=test_local_bind_port,
)
connection = connect_to_mysql.run(
mysql_credentials=TEST_LOLACONFIG.DW_CREDENTIALS,
overriding_host_and_port=get_local_bind_address_from_ssh_tunnel.run(
tunnel=tunnel
),
)
cursor = connection.cursor()
cursor.execute("""
CREATE TABLE sandbox.lolafect_transaction_test_table
(
a_test_column INT
)
""")
# Connection and table ready for tests
yield connection # Test happens now
# Test finished, time to remove stuff and close connection
cursor.execute("""
DROP TABLE sandbox.lolafect_transaction_test_table
"""
)
close_mysql_connection.run(connection=connection)
close_ssh_tunnel.run(tunnel=tunnel)
def test_sql_transaction_persists_changes_properly(connection_with_test_table):
cursor = connection_with_test_table.cursor()
cursor.execute("""
SELECT a_test_column
FROM sandbox.lolafect_transaction_test_table
""")
table_is_empty_at_first = not bool(cursor.fetchall()) # An empty tuple yields False
begin_sql_transaction.run(connection=connection_with_test_table)
cursor.execute("""
INSERT INTO sandbox.lolafect_transaction_test_table (a_test_column)
VALUES (1)
""")
end_sql_transaction.run(connection=connection_with_test_table, dry_run=False)
cursor.execute("""
SELECT a_test_column
FROM sandbox.lolafect_transaction_test_table
""")
table_has_a_record_after_commit = bool(cursor.fetchall()) # A non-empty tuple yields True
assert table_is_empty_at_first and table_has_a_record_after_commit
def test_sql_transaction_rollbacks_changes_properly(connection_with_test_table):
cursor = connection_with_test_table.cursor()
cursor.execute("""
SELECT a_test_column
FROM sandbox.lolafect_transaction_test_table
""")
table_is_empty_at_first = not bool(cursor.fetchall()) # An empty tuple yields False
begin_sql_transaction.run(connection=connection_with_test_table)
cursor.execute("""
INSERT INTO sandbox.lolafect_transaction_test_table (a_test_column)
VALUES (1)
""")
end_sql_transaction.run(connection=connection_with_test_table, dry_run=True)
cursor.execute("""
SELECT a_test_column
FROM sandbox.lolafect_transaction_test_table
""")
table_is_still_empty_after_rollback = not bool(cursor.fetchall()) # A tuple yields False
assert table_is_empty_at_first and table_is_still_empty_after_rollback