# Model Support Release Checklist
## Pre-Release Testing
### Unit and Integration Tests
- [ ] All unit tests pass (`cargo test`)
- [ ] All integration tests pass (`cargo test --test integration`)
- [ ] Fast unit tests complete in <10 seconds (`cargo test`)
- [ ] Slow integration tests pass (`cargo test --test integration`)
- [ ] All model-specific tests pass
- [ ] Binary integration tests pass (`tests/integration/binary_tests.rs`)
- [ ] Library integration tests pass (`tests/integration/library_tests.rs`)
### Performance Benchmarks
- [ ] Performance benchmarks meet targets (`cargo bench`)
- [ ] Memory usage within acceptable limits (<200MB for typical usage)
- [ ] Indexing performance acceptable (<30s for 1000 files)
- [ ] Search performance acceptable (<5s per query)
- [ ] Model loading time reasonable (<30s for large models)
- [ ] Concurrent operations work correctly
### Model Validation
- [ ] All available models can be downloaded and loaded
- [ ] FastEmbed models work correctly (`sentence-transformers/*`)
- [ ] GGUF model loading works (when available, `nomic-embed-code.Q5_K_S.gguf`)
- [ ] Qwen3 model with instructions works (when available, `Qwen/Qwen3-Embedding-0.6B`)
- [ ] Model caching works correctly
- [ ] Model switching works seamlessly
- [ ] Error messages are helpful for model issues
### CLI Command Testing
- [ ] All CLI commands work correctly (`tp --help`)
- [ ] Model management commands work (`tp model list`, `tp model info`, etc.)
- [ ] Indexing commands work with all models
- [ ] Search commands work with all models
- [ ] Configuration file parsing works
- [ ] Error handling provides useful messages
- [ ] Help text is accurate and complete
### Automated Test Scripts
- [ ] Integration test script passes (`./scripts/integration_test_all_models.sh`)
- [ ] Performance validation script passes (`./scripts/performance_validation.sh`)
- [ ] All test exit codes are correct (0 for success, non-zero for failure)
## Documentation
### Core Documentation
- [ ] README.md updated with model information
- [ ] MODELS.md comprehensive guide created
- [ ] API documentation updated (`docs/API.md`)
- [ ] Migration guide created (`MIGRATION.md`)
- [ ] Troubleshooting section updated with model-specific issues
- [ ] Installation documentation accurate (`INSTALLATION.md`)
### Documentation Quality
- [ ] Examples cover all model types
- [ ] Configuration examples provided and tested
- [ ] Code examples are syntactically correct
- [ ] Links work correctly
- [ ] Formatting is consistent
- [ ] Screenshots/diagrams up to date (if applicable)
### API Documentation
- [ ] All public APIs documented
- [ ] Code examples compile and run
- [ ] Type signatures are accurate
- [ ] Error types documented
- [ ] Usage patterns explained
## Backward Compatibility
### Existing Functionality
- [ ] Existing CLI commands work unchanged
- [ ] Existing configuration files still work
- [ ] Existing indexes work without re-indexing
- [ ] Default behavior unchanged (same default model)
- [ ] No breaking API changes
- [ ] Environment variables still work
### Migration Testing
- [ ] Migration from previous version tested
- [ ] Upgrade path documented and validated
- [ ] Rollback procedure tested
- [ ] Data compatibility verified
## Model-Specific Validation
### Sentence Transformer Models (FastEmbed)
- [ ] `sentence-transformers/all-MiniLM-L6-v2` (default) works
- [ ] `sentence-transformers/all-MiniLM-L12-v2` works
- [ ] Automatic download and caching functional
- [ ] Model switching works correctly
- [ ] Performance acceptable for intended use cases
### GGUF Models (when available)
- [ ] `nomic-embed-code.Q5_K_S.gguf` loads correctly
- [ ] Large model memory requirements handled gracefully
- [ ] Quantized model inference works
- [ ] Error messages for insufficient memory are clear
- [ ] Performance acceptable despite large size
### Multilingual/Instruction Models (when available)
- [ ] `Qwen/Qwen3-Embedding-0.6B` works with instructions
- [ ] Instruction-based embeddings function correctly
- [ ] Different instruction styles work
- [ ] Model download from Hugging Face works
- [ ] Authentication handled correctly (if required)
### Model Management
- [ ] Model listing works (`tp model list`)
- [ ] Model information retrieval works (`tp model info`)
- [ ] Model downloading works (`tp model download`)
- [ ] Model cache management works (`tp model clear`)
- [ ] Cache directory handling works correctly
## Performance Requirements
### Timing Requirements
- [ ] Model loading time acceptable (<30s for large models, <5s for small)
- [ ] Embedding generation performance acceptable
- [ ] Index building time reasonable
- [ ] Search response time acceptable (<5s typical)
- [ ] No performance regression for existing models
### Resource Requirements
- [ ] Memory usage reasonable for model sizes
- [ ] Disk usage acceptable (models cached efficiently)
- [ ] CPU usage reasonable during operations
- [ ] Network usage reasonable for downloads
- [ ] Cache efficiency improves performance on repeated operations
### Scalability
- [ ] Performance scales reasonably with repository size
- [ ] Memory usage scales predictably
- [ ] Concurrent operations work correctly
- [ ] Resource cleanup works properly
## Security & Privacy
### Security Checks
- [ ] No credentials stored in plaintext
- [ ] Model downloads use secure connections (HTTPS)
- [ ] Cache directories have appropriate permissions
- [ ] No sensitive information in error messages
- [ ] Input validation prevents injection attacks
### Privacy Considerations
- [ ] No user data sent to external services (except model downloads)
- [ ] Local processing only for embeddings
- [ ] Cache files properly secured
- [ ] Temporary files cleaned up correctly
## Build and Deployment
### Build Process
- [ ] Binary builds correctly on all target platforms
- [ ] Dependencies are properly specified in `Cargo.toml`
- [ ] Feature flags work correctly
- [ ] Release build optimizations enabled
- [ ] Debug symbols handled appropriately
### Distribution
- [ ] Installation instructions updated
- [ ] Package metadata correct
- [ ] Version numbers updated consistently
- [ ] Release notes prepared
- [ ] Changelog updated
### Packaging
- [ ] Cargo package builds (`cargo package`)
- [ ] All necessary files included in package
- [ ] No unnecessary files included
- [ ] Package size reasonable
- [ ] Dependencies versions pinned appropriately
## Version Management
### Version Numbers
- [ ] Version number updated in `Cargo.toml`
- [ ] Version consistent across all files
- [ ] Semantic versioning followed correctly
- [ ] Breaking changes properly indicated
### Release Artifacts
- [ ] Binary artifacts built for all platforms
- [ ] Checksums generated for artifacts
- [ ] Digital signatures applied (if applicable)
- [ ] Release artifacts tested
## Final Validation
### End-to-End Testing
- [ ] Complete workflow tested (install → index → search)
- [ ] Multiple model workflows tested
- [ ] Configuration-driven workflows tested
- [ ] Error recovery scenarios tested
### User Experience
- [ ] Installation process smooth
- [ ] First-time user experience good
- [ ] Error messages helpful and actionable
- [ ] Performance meets user expectations
- [ ] Documentation addresses common questions
### Edge Cases
- [ ] Empty repositories handled correctly
- [ ] Very large repositories handled gracefully
- [ ] Network failures handled properly
- [ ] Disk space exhaustion handled
- [ ] Memory pressure handled gracefully
## Release Process
### Pre-Release
- [ ] All checklist items completed
- [ ] Code review completed
- [ ] Security review completed (if applicable)
- [ ] Performance review completed
### Release Execution
- [ ] Git tags created with correct version
- [ ] Release branch created and tested
- [ ] Release artifacts built and verified
- [ ] Package published to registry
- [ ] Release notes published
### Post-Release
- [ ] Installation from published package tested
- [ ] Documentation deployed and accessible
- [ ] Community notified of release
- [ ] Monitoring in place for issues
- [ ] Support channels prepared for questions
## Validation Commands
Run these commands to validate the release:
### Basic Functionality
```bash
# Verify installation
cargo install turboprop
tp --version
# Test basic functionality
tp model list
tp index --repo . --limit 10
tp search "test query" --limit 5
```
### Model Testing
```bash
# Test each available model
tp model info "sentence-transformers/all-MiniLM-L6-v2"
tp index --repo . --model "sentence-transformers/all-MiniLM-L6-v2"
tp search "function" --model "sentence-transformers/all-MiniLM-L6-v2"
```
### Configuration Testing
```bash
# Test configuration file
cat > .turboprop.yml << EOF
default_model: "sentence-transformers/all-MiniLM-L6-v2"
max_filesize: "1mb"
EOF
tp index --repo .
tp search "test" --limit 3
```
### Performance Testing
```bash
# Test performance
./scripts/performance_validation.sh
# Test integration
./scripts/integration_test_all_models.sh
```
### Documentation Verification
```bash
# Check documentation accuracy
grep -q "nomic-embed-code" README.md
grep -q "Qwen3-Embedding" MODELS.md
grep -q "migration" MIGRATION.md
# Check examples work
# (manually verify code examples compile)
```
## Sign-off
- [ ] **Engineering Lead**: All technical requirements met
- [ ] **QA Lead**: All testing completed successfully
- [ ] **Documentation Lead**: All documentation complete and accurate
- [ ] **Product Lead**: User experience acceptable
- [ ] **Release Manager**: Release process ready
## Success Criteria
The release is ready when:
1. **All tests pass**: Unit, integration, and automated test scripts
2. **Performance acceptable**: Meets established benchmarks
3. **Documentation complete**: All guides accurate and comprehensive
4. **Backward compatibility maintained**: No breaking changes
5. **User experience validated**: Installation and usage smooth
6. **Security verified**: No security issues identified
7. **Models functional**: All supported models work correctly
## Emergency Procedures
If critical issues are discovered:
1. **Stop release process** immediately
2. **Document the issue** with reproduction steps
3. **Assess impact** and determine severity
4. **Create fix** or **rollback plan**
5. **Re-run validation** after fix
6. **Update documentation** if needed
7. **Resume release process** only when issue resolved
## Post-Release Monitoring
After release, monitor for:
- Installation success rates
- Model download success rates
- Performance regressions
- User feedback and bug reports
- Security vulnerabilities
- Documentation gaps or errors
This checklist ensures the model support feature is production-ready with excellent user experience and system reliability.