| { | |
| "model_identity": { | |
| "name": "MySQL Query Generator From Scratch", | |
| "version": "1.0.0", | |
| "type": "Generative Language Model", | |
| "specialization": "SQL Query Generation", | |
| "training_approach": "from_scratch", | |
| "created_date": "2025-07-18T10:23:03.422014" | |
| }, | |
| "technical_specifications": { | |
| "architecture_type": "Transformer Decoder", | |
| "total_parameters": 29789184, | |
| "model_size_bytes": 119156736, | |
| "vocabulary_size": 4206, | |
| "context_length": 512, | |
| "precision": "float32", | |
| "framework": "PyTorch" | |
| }, | |
| "performance_specifications": { | |
| "inference_speed": "fast", | |
| "memory_requirements": "low", | |
| "gpu_requirements": "optional", | |
| "cpu_compatible": true, | |
| "batch_processing": "supported", | |
| "streaming_generation": "supported" | |
| }, | |
| "quality_specifications": { | |
| "final_loss": 0.3485, | |
| "perplexity": 1.42, | |
| "convergence_quality": "excellent", | |
| "generalization": "good", | |
| "robustness": "high", | |
| "consistency": "very_high" | |
| }, | |
| "usage_specifications": { | |
| "input_format": "schema + natural language question", | |
| "output_format": "MySQL query", | |
| "supported_sql_features": [ | |
| "SELECT statements", | |
| "WHERE clauses", | |
| "JOIN operations", | |
| "GROUP BY", | |
| "ORDER BY", | |
| "LIMIT", | |
| "Aggregate functions", | |
| "MySQL-specific syntax" | |
| ], | |
| "deployment_ready": true, | |
| "license": "MIT" | |
| } | |
| } |