| { | |
| "model_type": "thermal_energy_based_model", | |
| "version": "0.1.1", | |
| "framework": "thrml", | |
| "task": "mortality_prediction", | |
| "thermal_config": { | |
| "sampling": { | |
| "default_samples": 1000, | |
| "burn_in": 200, | |
| "thinning": 2, | |
| "blocking_strategy": "demographic" | |
| }, | |
| "model": { | |
| "energy_based": true, | |
| "uncertainty_quantification": true, | |
| "demographic_interactions": true | |
| }, | |
| "performance": { | |
| "gpu_acceleration": true, | |
| "jax_backend": true, | |
| "memory_efficient": true | |
| } | |
| }, | |
| "performance_metrics": { | |
| "baseline_accuracy": 0.85, | |
| "uncertainty_coverage": 0.95, | |
| "demographic_factors": 4.0, | |
| "sampling_efficiency": 0.92 | |
| }, | |
| "deployment_timestamp": "2025-10-29T19:52:01.188983", | |
| "model_architecture": { | |
| "sampling_method": "block_gibbs", | |
| "energy_based_model": true, | |
| "uncertainty_quantification": true, | |
| "demographic_factors": [ | |
| "age", | |
| "country", | |
| "sex", | |
| "year" | |
| ], | |
| "output_types": [ | |
| "life_expectancy", | |
| "death_probability" | |
| ] | |
| }, | |
| "requirements": [ | |
| "thrml>=0.1.3", | |
| "jax>=0.8.0", | |
| "jaxlib>=0.8.0", | |
| "networkx>=3.5", | |
| "numpy>=2.3.0", | |
| "pandas>=2.3.0" | |
| ] | |
| } |