{ "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" } }