| { | |
| "model_type": "photonic-neural-network", | |
| "architecture": "NEBULA-HRM-Sudoku-v04", | |
| "version": "0.4.0", | |
| "framework": "pytorch", | |
| "model_config": { | |
| "total_parameters": 37395000, | |
| "photonic_neurons": 16, | |
| "quantum_memory_neurons": 64, | |
| "holographic_memory_size": 512, | |
| "holographic_pattern_dim": 256, | |
| "quantum_circuit_qubits": 4, | |
| "wavelength_multiplexing": 3, | |
| "device_compatibility": ["cuda", "cpu"] | |
| }, | |
| "training_config": { | |
| "optimizer": "AdamW", | |
| "learning_rate": 0.001, | |
| "batch_size": 50, | |
| "epochs": 15, | |
| "mixed_precision": true, | |
| "rtx_optimization": true, | |
| "scheduler": "ReduceLROnPlateau" | |
| }, | |
| "performance_metrics": { | |
| "test_accuracy": 0.50, | |
| "validation_accuracy": 0.52, | |
| "random_baseline": 0.36, | |
| "improvement_over_baseline": 0.14, | |
| "performance_percentile": 89, | |
| "forward_pass_time_ms": 75, | |
| "training_stable": true, | |
| "convergence_achieved": true | |
| }, | |
| "physics_components": { | |
| "photonic_raytracing": { | |
| "authentic_optics": true, | |
| "snells_law": true, | |
| "beer_lambert_absorption": true, | |
| "fresnel_reflection": true, | |
| "wavelength_spectrum": "UV_to_IR", | |
| "cuda_acceleration": true | |
| }, | |
| "quantum_gates": { | |
| "authentic_quantum": true, | |
| "pauli_gates": ["X", "Y", "Z"], | |
| "rotation_gates": ["RX", "RY", "RZ"], | |
| "superposition_states": true, | |
| "entanglement": true, | |
| "framework": "pennylane" | |
| }, | |
| "holographic_memory": { | |
| "complex_number_storage": true, | |
| "fft_interference": true, | |
| "rag_integration": true, | |
| "associative_retrieval": true, | |
| "wavelength_multiplexing": 3 | |
| } | |
| }, | |
| "gpu_optimization": { | |
| "rtx_tensor_cores": true, | |
| "mixed_precision": true, | |
| "precision_types": ["fp16", "bf16"], | |
| "memory_pool_optimization": true, | |
| "dynamic_batch_sizing": true, | |
| "supported_gpus": ["RTX_3090", "RTX_4090", "RTX_5090"] | |
| }, | |
| "dataset": { | |
| "type": "custom-sudoku-spatial-reasoning", | |
| "size": 1000, | |
| "task": "first-step-maze-prediction", | |
| "grid_size": "4x4", | |
| "train_split": 0.8, | |
| "validation_split": 0.2 | |
| }, | |
| "reproducibility": { | |
| "seed": 42, | |
| "deterministic": true, | |
| "no_placeholders": true, | |
| "authentic_physics": true, | |
| "scientific_validation": true | |
| }, | |
| "team": { | |
| "principal_investigator": "Francisco Angulo de Lafuente", | |
| "research_assistant": "Ángel Vega", | |
| "organization": "Project NEBULA", | |
| "philosophy": "Soluciones sencillas para problemas complejos, sin placeholders y con la verdad por delante" | |
| } | |
| } |