import fitz # PyMuPDF import json import os def get_salesforce_client(): # Replace with actual authentication logic return "FakeSFClient", None def get_salesforce_objects(sf): return ["Account", "Contact", "Opportunity"], None def get_object_fields(sf, object_name): return ["Name", "Email", "Phone"], None def extract_text_from_pdf(pdf_path): try: doc = fitz.open(pdf_path) text = "" for page in doc: text += page.get_text() return text.strip(), None except Exception as e: return None, str(e) def extract_key_value_pairs(pdf_path): try: # Dummy example; replace with NLP extraction logic return [{"keys": ["Name", "Email"], "values": ["John Doe", "john@example.com"]}], None except Exception as e: return None, str(e) def map_fields(extracted_data, object_fields): try: mappings = {} confidence_scores = {} for k in extracted_data[0]["keys"]: match = next((f for f in object_fields if f.lower() in k.lower()), object_fields[0]) mappings[k] = match confidence_scores[k] = 0.9 return mappings, confidence_scores, None except Exception as e: return None, None, str(e) def create_record(sf, object_name, data): return "001ABC123XYZ", None # Simulated Salesforce ID def attach_pdf(sf, record_id, pdf_path): return "PDF attached successfully", None def log_failure(pdf_path, object_name, error): with open("failures.json", "a") as f: json.dump({"pdf": pdf_path, "object": object_name, "error": error}, f) f.write("\n")