AI/Prompts_examples
Prompt Implementacion de Soporte Categorización Semántica
Prompt utilizado para la implementacion del soporte de Categorización Semántica al algoritmo de empaque.
Refactor @cheaf_packing/strategies/base.py to add semantic grouping support for capacity constraints.
Current State
The system currently supports:
- Barcode-based grouping with capacity constraints
- Subrubro grouper with configurable capacity limits (default or custom)
- Hierarchical constraint application
Objective
Add semantic family grouping as an alternative to subrubro grouping for capacity management.
Requirements
Core Functionality
- Semantic Family Grouper: Add
product.semantic_familyas a grouping dimension - Constraint Generation: Create capacity constraints at the
semantic_familylevel - Configuration Flag: Add category-level flag
semantic_categorizationto enable/disable semantic grouping - Hierarchy Preservation: Maintain existing constraint hierarchy when semantic grouping is disabled
Behavioral Changes
- When
semantic_categorization = true:- Use semantic_family grouper instead of subrubro for capacity constraints
- Update
_set_objectivemethod to calculate variety usingsemantic_family + variety_weight - Skip subrubro constraints entirely
- When
semantic_categorization = false:- Maintain current subrubro-based behavior
- Preserve all existing functionality
Metrics
- Add
unique_semantic_familymetric to measure bag variety by semantic families
Implementation Approach
Use two parallel subagents to:
- Subagent A: Design the semantic grouping architecture and configuration system
- Subagent B: Plan the constraint generation and objective function modifications
Each subagent should propose:
- Code structure changes
- Integration points with existing systems
- Configuration schema updates
- Error handling strategies
Testing Requirements
Create comprehensive tests for:
- Capacity Application: Verify caps are correctly applied at semantic_family level
- Metrics Validation: Confirm
unique_semantic_familycalculations are accurate - Configuration Toggle: Test behavior switching between semantic and subrubro modes
- Edge Cases: Empty semantic families, missing semantic data, invalid configurations
- Regression: Ensure existing subrubro functionality remains intact
Constraints
- Do NOT implement code - provide design plans only
- Maintain backward compatibility with existing configurations
- Preserve performance characteristics of current implementation
- Follow existing code patterns and naming conventions