Development Process¶
Documentation Requirements¶
- Maintain up-to-date API documentation using OpenAPI/Swagger
- Write clear README files for each major component
- Document database schema and relationships
- Create entity-relationship diagrams for the database
- Document deployment procedures
- Include code examples for common operations
- Update documentation with each significant change
Docstrings¶
Use Google-style docstrings for all modules, classes, and functions:
def get_raster_center(building_id: int, resolution: int) -> dict:
"""Retrieves the raster center for a specific building.
Args:
building_id: The ID of the building.
resolution: The resolution in meters.
Returns:
A dictionary containing the raster center coordinates.
Raises:
HTTPException: If no data is found.
"""
Module-Level Docstring¶
"""Brief module description.
This module demonstrates the Google-style docstring format. It provides
several examples of documenting different types of objects and methods.
Attributes:
module_level_variable1 (int): Module level variables can be documented here.
module_level_variable2 (str): An example of an inline attribute docstring.
"""
Class Docstring¶
class ExampleClass:
"""A summary line for the class.
Attributes:
attr1 (str): Description of `attr1`.
attr2 (int, optional): Description of `attr2`, which is optional.
"""
Code Comments¶
- Write comments for complex logic or non-obvious implementations.
- Avoid redundant comments that merely repeat what the code does.
- Use TODO comments for planned improvements, with issue numbers when applicable:
Project Documentation¶
- Maintain comprehensive API documentation using Sphinx.
- Update the
CHANGELOG.mdfile for all changes, i.e. one entry per merge request. - Include usage examples in documentation for complex features.
Deployment Process¶
Development Environment¶
- Use Docker Compose for local development
- Run the application with hot reloading enabled
- Use development-specific configuration
- Use test data for development
Production Environment¶
- Deploy using CI/CD pipeline
- Run comprehensive test suite before deployment
- Use production-specific configuration
- Set up monitoring and alerting
- Configure automatic backups
- Implement rollback procedures
Contribution and Code Review Process¶
Pull Request Templates¶
Standardize PR descriptions by using the provided template.
Code Review Standards¶
- At least one approval required before merging
- Code author cannot approve their own PR
- Automated tests must pass
- Code style checks must pass
Merge Criteria¶
- All discussions must be resolved
- CI pipeline must pass
- Documentation and CHANGELOG.md must be updated
Review Checklist¶
- Code follows style guidelines.
- Tests are included and pass.
- Documentation is updated.
- No security vulnerabilities are introduced.
- Performance implications are considered.
- Error handling is appropriate.
Contribution Workflow Example¶
-
Issue Creation:
Title: Add support for importing weather data from CSV files Description: Currently, the system only supports importing weather data via the API. We need to add support for importing data from CSV files to facilitate bulk data loading from existing datasets. Acceptance Criteria: - Support CSV files with standard format (columns: timestamp, raster_id, sensor_name, value) - Validate data before import - Handle errors gracefully with clear error messages - Add documentation for the new import feature -
Branch Creation:
-
Implementation and Testing:
- Implement the feature following the coding guidelines
- Write unit and integration tests
- Update documentation
-
Merge Request:
Title: Add CSV import support for weather data (#123) Description: This MR adds support for importing weather data from CSV files. Changes: - Add new endpoint `/weather/import/csv` - Implement CSV validation and parsing - Add error handling for malformed CSV files - Update documentation with usage examples Resolves #123 -
Code Review Process:
- Reviewer provides feedback
- Developer addresses feedback
- Reviewer approves changes
-
Merge and Deployment:
- Merge to develop branch
- Deploy to staging environment
- Verify functionality
- Close the issue
Version Control and Branching Strategy¶
Branch Strategy¶
Follow the GitFlow branching model:
main: Production-ready codedevelop: Integration branch for features- Feature branches:
feature/<issue-number>-<description> - Hotfix branches:
hotfix/<issue-number>-<description> - Release branches:
release/v<version>
Commit Messages¶
- Write clear, descriptive commit messages.
- Use the imperative mood ("Add feature" not "Added feature").
- Reference issue numbers in commit messages.
- Keep commits focused on a single change.
Example
[Component] Short description (50 chars max)
Detailed explanation if necessary. Wrap at 72 characters.
Include motivation for change and contrast with previous behavior.
Refs #123
Pull Requests¶
- Use the pull request template.
- Create descriptive pull request titles and descriptions.
- Link pull requests to issues.
- Request reviews from appropriate team members.
- Address all review comments before merging.
Version Tagging:¶
- Follow Semantic Versioning
- Tag all releases in Git
- Include release notes with each tag
Dependency Management¶
-
Dependency Documentation:
- Document all dependencies in
pyproject.tomlwith pinned versions - Include comments explaining why each dependency is needed
- Document all dependencies in
-
Dependency Updates:
- Schedule regular dependency updates (monthly)
- Test thoroughly after updates
- Document any breaking changes
-
Dependency Approval Process:
- New dependencies must be approved by the team
- Consider security, maintenance status, and license compatibility
CI/CD Practices¶
Continuous Integration¶
- Run tests automatically on all branches.
- Enforce code quality checks in CI pipeline.
- Generate test coverage reports.
Continuous Deployment¶
- Automate deployment to staging and production environments.
- Implement blue-green deployments for zero-downtime updates.
- Include smoke tests after deployment.
Pipeline Configuration¶
- Configure GitLab CI pipeline in
.gitlab-ci.yml: