{ "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" } }