controller.py

from agents import RDFGeneratorAgent, ValidatorAgent, CritiqueAgent, OntologyMapperAgent, CorrectionAgent, OntologyMatcherAgent
from helpers import is_syntax_error, extract_core_error

class SemanticPipelineAgent:
    def __init__(self, model_info, max_optimization=3, max_correction=3):
        self.generator = RDFGeneratorAgent(model_info)
        self.validator = ValidatorAgent()
        self.critic = CritiqueAgent(model_info)
        self.ontology_mapper = OntologyMapperAgent(model_info)
        self.corrector = CorrectionAgent(model_info)
        self.ontology_matcher = OntologyMatcherAgent()
        self.max_optimization = max_optimization
        self.max_correction = max_correction

    def run_pipeline(self, user_input):
        """
        Run the full semantic pipeline with the given user input.
        Args:
            user_input (str): The input from the user to generate RDF and SHACL.
        Returns:
            Tuple of (rdf_code, shacl_code, conforms, report, ontology_mappings, ontology_matches)  
        """
        # Step 1: Initial generation
        rdf_code, shacl_code = self.generator.run(user_input)

        # Step 2: Optimization loop
        #Remove the codes to make the app Private

        # Step 3: Validation loop
        #Remove the codes to make the app Private

        # Step 4: Ontology term suggestion
        #Remove the codes to make the app Private

        # Step 5: Ontology matching analysis (NEW)
        #Remove the codes to make the app Private

        return rdf_code, shacl_code, conforms, report, ontology_mappings, ontology_matches
    
    def apply_ontology_replacements(self, rdf_code: str, shacl_code: str, similarity_threshold: float = 1.0) -> tuple[str, str, str, dict]:
        """
        Apply ontology term replacements with enhanced debugging and validation
        
        Args:
            rdf_code: Original RDF code
            shacl_code: Original SHACL code
            similarity_threshold: Similarity threshold (default 1.0 for exact matches only)
            
        Returns:
            Tuple of (replaced_rdf, replaced_shacl, replacement_report, validation_results)
        """
        #Remove the codes to make the app Private
            return rdf_code, shacl_code, error_report, error_validation