The process of converting unstructured documents into structured JSON schemas involves several stages, facilitated by an agent-based system. This system leverages specialized agents to manage different aspects of the conversion process, ensuring efficiency, accuracy, and adaptability.
Initial Setup
Create Batches: The system begins by organizing the documents into manageable batches. This is crucial for efficient processing and error management.
Document Analysis and Schema Generation
Generate Initial Draft: Using the schema generator agent, the system analyzes each batch of documents and generates an initial draft of the JSON schema. This draft is based on common patterns and structures observed across the documents.
Feedback Loop Initiation: The system initiates a feedback loop by deploying a critique agent. This agent reviews the initial draft schema against the actual content of the documents.
Iterative Improvement
Critique Agent Provides Feedback: The critique agent evaluates the draft schema, identifying discrepancies, missing elements, and areas for improvement. It then provides structured feedback to guide the refinement process.
Refine Schema: Based on the critique agent's feedback, the system makes necessary adjustments to the schema. This step may involve adding new fields, modifying existing ones, or changing the structure to better align with the document content.
Repeat Until Completion: Steps 4 and 5 are repeated for each batch of documents. With each iteration, the schema evolves, becoming more accurate and reflective of the document set's overall structure.
Finalization and Output
Final Batch Processing: Once all batches have been processed, the system reads through the last batch of documents. Any final adjustments to the schema are made based on this last round of analysis.
Final Critique Feedback: The critique agent provides its final feedback on the now-completed schema, ensuring it accurately represents the entire document set.
Export Final Schema: With the schema finalized, the system exports the final version as a JSON file (output.json). This file serves as the structured representation of the document set, ready for further analysis or integration into applications.
Process Stopped: The system concludes its operation, having successfully converted the document set into a structured JSON schema through an iterative, agent-driven process.
Document-to-JSON-Schema Conversion Process
The process of converting unstructured documents into structured JSON schemas involves several stages, facilitated by an agent-based system. This system leverages specialized agents to manage different aspects of the conversion process, ensuring efficiency, accuracy, and adaptability.
Initial Setup
Document Analysis and Schema Generation
Generate Initial Draft: Using the schema generator agent, the system analyzes each batch of documents and generates an initial draft of the JSON schema. This draft is based on common patterns and structures observed across the documents.
Feedback Loop Initiation: The system initiates a feedback loop by deploying a critique agent. This agent reviews the initial draft schema against the actual content of the documents.
Iterative Improvement
Critique Agent Provides Feedback: The critique agent evaluates the draft schema, identifying discrepancies, missing elements, and areas for improvement. It then provides structured feedback to guide the refinement process.
Refine Schema: Based on the critique agent's feedback, the system makes necessary adjustments to the schema. This step may involve adding new fields, modifying existing ones, or changing the structure to better align with the document content.
Repeat Until Completion: Steps 4 and 5 are repeated for each batch of documents. With each iteration, the schema evolves, becoming more accurate and reflective of the document set's overall structure.
Finalization and Output
Final Batch Processing: Once all batches have been processed, the system reads through the last batch of documents. Any final adjustments to the schema are made based on this last round of analysis.
Final Critique Feedback: The critique agent provides its final feedback on the now-completed schema, ensuring it accurately represents the entire document set.
Export Final Schema: With the schema finalized, the system exports the final version as a JSON file (
output.json). This file serves as the structured representation of the document set, ready for further analysis or integration into applications.Process Stopped: The system concludes its operation, having successfully converted the document set into a structured JSON schema through an iterative, agent-driven process.