-
Notifications
You must be signed in to change notification settings - Fork 972
New issue
Have a question about this project? Sign up for a free GitHub account to open an issue and contact its maintainers and the community.
By clicking “Sign up for GitHub”, you agree to our terms of service and privacy statement. We’ll occasionally send you account related emails.
Already on GitHub? Sign in to your account
Add Autocommit Option to connect_to_mysql for Accurate Database Query Results #699
base: main
Are you sure you want to change the base?
Conversation
There was a problem hiding this comment.
Choose a reason for hiding this comment
The reason will be displayed to describe this comment to others. Learn more.
Auto Pull Request Review from LlamaPReview
1. Overview
1.1 PR Summary
- Business value and requirements alignment: This PR adds an
autocommit
parameter to theconnect_to_mysql
method, allowing users to toggle autocommit mode on MySQL connections. This addresses user-reported issues of stale data in query results, improving data accuracy and reliability. - Key components modified: The primary component modified is the
connect_to_mysql
function insrc/vanna/base/base.py
. - Impact assessment: The change impacts how data changes are reflected in query results, improving data consistency.
- System dependencies and integration impacts: No direct cross-component impacts are evident from the changes.
1.2 Architecture Changes
- System design modifications: No significant system design modifications.
- Component interactions: No changes to component interactions.
- Integration points: No changes to integration points.
2. Detailed Technical Analysis
2.1 Code Logic Deep-Dive
Core Logic Changes
src/vanna/base/base.py - connect_to_mysql
- Submitted PR Code:
def connect_to_mysql( self, host: str = None, dbname: str = None, user: str = None, password: str = None, port: int = None,
-
autocommit: bool = False, **kwargs
):
try: import pymysql.cursors except ImportError: raise DependencyError( "You need to install required dependencies to execute this method," " run command:
pip install PyMySQL"
)conn = None
try:
conn = pymysql.connect(
host=host,
user=user,
password=password,
database=dbname,
port=port,
cursorclass=pymysql.cursors.DictCursor, -
autocommit=autocommit, **kwargs )
except pymysql.Error as e:
raise ValidationError(e)def run_sql_mysql(sql: str) -> Union[pd.DataFrame, None]:
if conn:
try:
conn.ping(reconnect=True)
cs = conn.cursor()
- Analysis:
- The
autocommit
parameter is added to theconnect_to_mysql
function with a default value ofFalse
to ensure backward compatibility. - The
pymysql.connect
function call is updated to includeautocommit=autocommit
in the connection parameters. - This change ensures that users can enable autocommit mode to get the most up-to-date records from the database.
- The
- LlamaPReview Suggested Improvements:
def connect_to_mysql( self, host: str = None, dbname: str = None, user: str = None, password: str = None, port: int = None, autocommit: bool = False, **kwargs ): try: import pymysql.cursors except ImportError: raise DependencyError( "You need to install required dependencies to execute this method," " run command: pip install PyMySQL" ) conn = None try: conn = pymysql.connect( host=host, user=user, password=password, database=dbname, port=port, cursorclass=pymysql.cursors.DictCursor, autocommit=autocommit, **kwargs ) except pymysql.Error as e: raise ValidationError(e) def run_sql_mysql(sql: str) -> Union[pd.DataFrame, None]: if conn: try: conn.ping(reconnect=True) cs = conn.cursor()
- Improvement rationale:
- The suggested improvements maintain the original logic while including the
autocommit
parameter, ensuring that the database connection settings are updated correctly. - Technical benefits: Improved data consistency and reliability.
- Business value: Enhanced user experience with accurate query results.
- Risk assessment: Minimal risk as the change is backward compatible and well-contained.
- The suggested improvements maintain the original logic while including the
2.2 Implementation Quality
-
Code organization and structure:
- The code is well-organized and modular, with clear separation of concerns.
- The addition of the
autocommit
parameter is straightforward and maintains the function's readability.
-
Error handling:
- Exception handling is present for import errors and connection errors.
- The use of
ValidationError
for connection errors is appropriate.
-
Performance considerations:
- The change does not introduce any significant performance overhead.
- Autocommit mode may have performance implications depending on the use case, but this is generally acceptable for ensuring data consistency.
3. Critical Findings
3.1 Potential Issues
- 🔴 Critical Issues
- Issue: None identified.
- Impact: N/A
- Recommendation: N/A
3.2 Code Quality Concerns
- Maintainability aspects:
- The code is maintainable with clear documentation and modular structure.
- Readability issues:
- No significant readability issues identified.
- Performance bottlenecks:
- No performance bottlenecks identified.
4. Security Assessment
4.1 Security Considerations
- Data handling concerns:
- The change does not introduce new security vulnerabilities. However, enabling
autocommit
mode could increase the risk of data inconsistencies if not managed properly.
- The change does not introduce new security vulnerabilities. However, enabling
- Input validation:
- No new input validation is required for the
autocommit
parameter.
- No new input validation is required for the
4.2 Vulnerability Analysis
- Potential security risks:
- No potential security risks identified.
- Mitigation strategies:
- Ensure proper management of autocommit mode to prevent data inconsistencies.
- Security testing requirements:
- Validate that enabling
autocommit
mode does not introduce security vulnerabilities.
- Validate that enabling
5. Testing Strategy
5.1 Test Coverage
- Unit test analysis:
- Tests should cover enabling and disabling
autocommit
and validate data consistency.
- Tests should cover enabling and disabling
- Integration test requirements:
- Tests should validate the integration of the
connect_to_mysql
method with other components.
- Tests should validate the integration of the
- Edge cases coverage:
- Tests should cover different isolation levels and connection parameters.
5.2 Test Recommendations
Suggested Test Cases
def test_connect_to_mysql_autocommit_enabled(self):
connection = connect_to_mysql(host='localhost', user='user', password='password', dbname='db', autocommit=True)
# Validate that autocommit is enabled
self.assertTrue(connection.autocommit)
def test_connect_to_mysql_autocommit_disabled(self):
connection = connect_to_mysql(host='localhost', user='user', password='password', dbname='db', autocommit=False)
# Validate that autocommit is disabled
self.assertFalse(connection.autocommit)
def test_connect_to_mysql_default_autocommit(self):
connection = connect_to_mysql(host='localhost', user='user', password='password', dbname='db')
# Validate that autocommit is disabled by default
self.assertFalse(connection.autocommit)
def test_connect_to_mysql_autocommit_with_other_params(self):
connection = connect_to_mysql(host='localhost', user='user', password='password', dbname='db', port=3306, autocommit=True)
# Validate that autocommit is enabled with other parameters
self.assertTrue(connection.autocommit)
- Coverage improvements:
- Ensure that the new parameter is covered in existing tests.
- Performance testing needs:
- No significant performance benchmarks required for this change.
6. Documentation & Maintenance
- Documentation updates needed:
- Update the project documentation to reflect the new
autocommit
parameter and its usage. - Add examples demonstrating how to use the
autocommit
parameter effectively.
- Update the project documentation to reflect the new
- Long-term maintenance considerations:
- The change is straightforward and should not introduce significant maintenance overhead.
- Technical debt and monitoring requirements:
- Ensure comprehensive test coverage and documentation updates to minimize technical debt.
7. Deployment & Operations
- Deployment impact and strategy:
- The change is backward compatible and should not impact existing deployments.
- Key operational considerations:
- Improved error logging would aid in monitoring and debugging.
8. Summary & Recommendations
8.1 Key Action Items
-
Critical Changes Required:
- None identified.
-
Important Improvements Suggested:
- Ensure comprehensive test coverage for the new
autocommit
parameter. - Update the project documentation to reflect the new
autocommit
parameter and its usage.
- Ensure comprehensive test coverage for the new
-
Best Practices to Implement:
- Improved error logging for better debugging and monitoring.
-
Cross-cutting Concerns to Address:
- Validate the behavior of
autocommit
with different isolation levels and connection parameters.
- Validate the behavior of
8.2 Future Considerations
- Technical evolution path:
- Consider providing more fine-grained control over transaction management if needed.
- Business capability evolution:
- Enhanced user experience with accurate query results.
- System integration impacts:
- No significant system integration impacts.
=== FINAL PR REVIEW COMMENT FORMAT ENDS ===
This pull request adds an
autocommit
parameter to theconnect_to_mysql
method, enabling users to toggle autocommit mode on MySQL connections. By settingautocommit=True
, users can ensure the latest data changes in the database are reflected in their queries, solving an issue where cached results would appear even after data modifications.Background
Some users have reported that query results returned by the Vanna application do not update immediately after data changes in the database. This is due to the default transaction behavior of MySQL when
autocommit
is set toFalse
, which can lead to reading shadowed copies of data. The addition of theautocommit
parameter provides a way to address this issue, allowing more accurate and timely data retrieval.Changes Made
autocommit
parameter to theconnect_to_mysql
function (default:False
for backward compatibility).pymysql.connect
function call to includeautocommit=autocommit
in the connection parameters.Usage
Users can enable
autocommit
mode by calling:Enabling
autocommit
ensures that the database fetches the most up-to-date records, improving the reliability and consistency of query results within the Vanna application.