@@ -118,24 +118,39 @@ This section documents the development tools, GitHub infrastructure, and organiz
118118### Tools Used in This Project
119119
120120#### Package Management and Build Tools
121+
121122- **Hatch**: Modern Python project manager for building, versioning, and environment management
122123 - Simplifies dependency management and virtual environment creation
123124 - Provides consistent build and test workflows on deploying package
125+ - **Conda**: Cross-platform package and environment manager
126+ - Manages project dependencies and isolated environments
127+ - Facilitates reproducible development setups
124128
125129#### Code Quality and Testing
130+
126131- **pytest**: Testing framework for writing and running unit tests
127132 - Comprehensive test coverage in `tests/` directory
128133 - Enables test-driven development practices
134+ - **Codecov**: Code coverage reporting tool
135+ - Tracks test coverage percentage
136+ - Identifies untested code paths
137+ - **Ruff**: Python linter and code formatter
138+ - Enforces code style and quality standards
139+ - Automatically formats code to adhere to PEP 8 guidelines
129140
130141#### Documentation
142+
131143- **Quarto**: Scientific and technical publishing system
132144 - Generates project documentation from markdown and code
133145 - Integrates narrative text with executable code examples
146+ - **quartodoc**: Quarto extension for documentation sites
147+ - Provides templates and tools for building documentation websites
134148- **NumPy-style docstrings**: Standard documentation format
135149 - Provides clear, structured documentation for all functions
136150 - Enables automatic documentation generation
137151
138152#### Version Control
153+
139154- **Git**: Distributed version control system
140155- **GitHub**: Cloud-based repository hosting and collaboration platform
141156
@@ -144,51 +159,53 @@ This section documents the development tools, GitHub infrastructure, and organiz
144159Our project leverages several GitHub features for collaboration and automation:
145160
146161#### Repository Organization
162+
147163- **Branching Strategy**: Feature branch workflow
148164 - `main` branch for stable code
149165 - `otter` branch as our dev branch to integrate features, bug fixes, and changes before they are ready for production
150- - Pull requests required for merging to main
151-
152- #### Collaboration at Scale
153- - **Branch Protection Rules**: Require reviews and passing tests
154- - Prevent direct pushes to main
155- - Require status checks to pass
156- - Enforce code owner reviews for critical files
166+ - `gh-pages`: Branch for hosting documentation site
167+ - Pull requests for merging changes into `main` or `otter`
157168
158169#### Issue Tracking
170+
159171- **GitHub Projects**: Kanban boards for task tracking
160- - Sprint planning and backlog management
161- - Roadmap visualization
172+ - Backlog management and roadmap visualization
162173 - Allow tracking issues, pull requests, and ideas across customizable columns
163174- **Issue Templates**: Standardized formats for bug reports and feature requests
164175 - Ensures comprehensive information collection
165176 - Streamlines triage and prioritization
166177
167178#### Pull Request Workflow
179+
168180- **Pull Request Templates**: Guide contributors through necessary information
169- - **Code Review**: Peer review process before merging
181+ - **Code Review**: Copilot and peer review process before merging
170182- **Automated Checks**: CI/CD integration validates code quality
171183
172184#### Project Documentation
185+
173186- **README.md**: Project overview, installation, and usage instructions
174187- **CONTRIBUTING.md**: Contribution guidelines and development setup
175188- **CODE_OF_CONDUCT.md**: Community standards and expectations
189+ - **CHANGELOG.md**: Record of changes and version history
176190- **LICENSE**: MIT License for open-source distribution
177191
178192### Organizational Practices
179193
180194#### Development Workflow
181- 1. **Issue-Driven Development**: All changes start with an issue
182- 2. **Test-Driven Development**: Write tests before implementing features
183- 3. **Code Review**: All changes reviewed by at least one team member
195+
196+ - **Issue-Driven Development**: All changes start with an issue
197+ - **Test-Driven Development**: Write tests before implementing features
198+ - **Code Review**: All changes reviewed by at least one team member
184199
185200#### Team Collaboration
201+
186202- **Clear Ownership**: Issues assigned to specific team members
187203- **Communication**: GitHub issues and pull requests for async collaboration
188204- **Documentation**: Comprehensive inline comments and docstrings
189205- **Consistency**: Shared code style and formatting standards
190206
191207#### Quality Assurance
208+
192209- **Type Hints**: Python type annotations throughout codebase
193210- **Unit Tests**: Comprehensive test coverage in `tests/unit/`
194211- **Manual Testing**: Verification of functionality before merging
@@ -198,34 +215,30 @@ Our project leverages several GitHub features for collaboration and automation:
198215If scaling this or similar projects, we would implement the following additional tools and practices:
199216
200217#### Continuous Integration/Continuous Deployment (CI/CD)
218+
201219- **GitHub Actions**: Automate testing, building, and deployment
202220 - Run test suite on every push and pull request
203- - Automated code quality checks (linting, type checking)
204221 - Automatic package building and publishing to PyPI
205222 - Documentation deployment to GitHub Pages or Read the Docs
206223- **Pre-commit Hooks**: Enforce code quality locally before commits
207224 - Check for large files, merge conflicts, and trailing whitespace
208225
209226#### Enhanced Testing
210- - **pytest-cov**: Code coverage reporting
211- - Track test coverage percentage
212- - Identify untested code paths
213- - **pytest-benchmark**: Performance testing
214- - Ensure functions maintain acceptable performance
215- - **Hypothesis**: Property-based testing
216- - Generate edge cases automatically
217- - More robust validation of function behavior
227+
228+ - **Performance Tests**: Ensure functions maintain acceptable performance
218229- **Integration Tests**: Test component interactions
219230- **End-to-End Tests**: Validate complete workflows
220231
221232#### Dependency Management
233+
222234- **Dependabot**: Automated dependency updates
223235 - Security vulnerability notifications
224236 - Automatic pull requests for updates
225237- **Safety/Bandit**: Security scanning for vulnerabilities
226238- **Lock Files**: Pin exact dependency versions for reproducibility
227239
228240#### Code Quality Tools
241+
229242- **MyPy**: Static type checking
230243 - Catch type errors before runtime
231244 - Improve code reliability
@@ -236,20 +249,18 @@ If scaling this or similar projects, we would implement the following additional
236249 - Security hotspot detection
237250
238251#### Project Management
252+
239253- **Issue Automation**: Automated labeling and triage
240254- **Release Management**: Semantic versioning with automated releases
241255
242256#### Monitoring and Analytics
257+
243258- **PyPI Statistics**: Track package downloads and usage
244259- **Error Tracking**: Sentry or similar for runtime error monitoring
245260- **User Feedback**: Issue templates for user-reported bugs and features
246261
247- #### Security
248- - **Security Policy**: SECURITY.md with vulnerability reporting process
249- - **Code Scanning**: GitHub Advanced Security features
250- - **Secret Scanning**: Prevent credential leakage
251-
252262### Conclusion
263+
253264The tools and practices applied in this project establish a solid foundation for collaborative open-source development. For larger-scale projects, the additional infrastructure focuses on automation, quality assurance, and enabling distributed teams to work effectively. The key principle is to automate routine tasks, enforce quality standards early in the development process, and maintain clear documentation and communication channels.
254265
255266## Code of Conduct
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