executive_summary
dict
detailed_results
dict
visualizations
list
reproducibility
dict
{ "total_tests": 7, "hfa_wins": 2, "standard_wins": 0, "key_findings": [ "HFA outperforms standard attention on pattern_recognition by 253.9%", "HFA outperforms standard attention on computational_efficiency by 35695.6%" ] }
{ "pattern_recognition": { "hfa_performance": 0.528468887625606, "standard_performance": 0.1493469230324704, "improvement_ratio": 3.5385321431142467, "sequence_lengths_tested": [ 32, 64, 128 ], "metadata": { "pattern_type": "alternating_with_markers" } }, "compu...
[]
{ "torch_version": "2.7.1+cu128", "cuda_version": "12.8", "random_seed": 42, "hardware_info": { "gpu_name": "NVIDIA GeForce RTX 3090 Ti", "gpu_memory": 25294995456, "cpu_count": 32, "ram_total": 405372833792 } }