{ "id": "27d8cd88-e7b7-4191-8edf-4c60e9a778e1", "generation": 2, "iteration": 10, "timestamp": 1750235175.896826, "parent_id": "6c1c6009-4246-4e9b-9cec-4fd45bcbc10b", "metrics": { "success": true, "final_score": 83.51156342903792, "performance_metrics": { "avg_decode_speed": 168.68739999999997, "min_decode_speed": 144.906, "max_decode_speed": 186.18, "avg_prefill_speed": 2682.1746, "avg_memory_gb": 1.6726000000000003, "max_memory_gb": 2.709, "num_successful_tests": 5, "decode_speed_std": 13.33772465752686 }, "correctness_score": 1.0, "benchmark_results": [ { "name": "short_context_quick", "decode_tokens_per_sec": 186.18, "prefill_tokens_per_sec": 455.084, "peak_memory_gb": 1.243, "generated_tokens": 50, "total_time_sec": 2.4132528747431934 }, { "name": "code_generation", "decode_tokens_per_sec": 171.724, "prefill_tokens_per_sec": 1939.369, "peak_memory_gb": 1.309, "generated_tokens": 300, "total_time_sec": 3.8924263338558376 }, { "name": "long_context_detailed", "decode_tokens_per_sec": 169.006, "prefill_tokens_per_sec": 4779.844, "peak_memory_gb": 1.758, "generated_tokens": 500, "total_time_sec": 5.188338624779135 }, { "name": "long_generation", "decode_tokens_per_sec": 171.621, "prefill_tokens_per_sec": 539.066, "peak_memory_gb": 1.344, "generated_tokens": 1000, "total_time_sec": 8.105362374801189 }, { "name": "maximum_context_stress_test", "decode_tokens_per_sec": 144.906, "prefill_tokens_per_sec": 5697.51, "peak_memory_gb": 2.709, "generated_tokens": 1642, "total_time_sec": 13.786608333233744 } ], "baseline_comparison": { "avg_decode_improvement_pct": 21.823854476345975, "avg_decode_improvement_absolute": 28.054599999999965, "memory_change_gb": -0.0039999999999997815, "target_achieved": true, "num_benchmarks_improved": 4, "total_benchmarks": 5, "safety_score": 100.0 }, "individual_comparisons": [ { "benchmark_name": "short_context_quick", "baseline": { "name": "short_context_quick", "decode_tokens_per_sec": 186.576, "prefill_tokens_per_sec": 469.722, "peak_memory_gb": 1.243, "generated_tokens": 50, "total_time_sec": 2.4104648330248892 }, "custom": { "name": "short_context_quick", "decode_tokens_per_sec": 186.18, "prefill_tokens_per_sec": 455.084, "peak_memory_gb": 1.243, "generated_tokens": 50, "total_time_sec": 2.4132528747431934 }, "improvements": { "decode_speed_pct": -0.212245948031894, "prefill_speed_pct": -3.1163113501177246, "total_speed_pct": -0.11553044222939006, "memory_reduction_pct": 0.0, "time_reduction_pct": -0.11553044222938498 } }, { "benchmark_name": "code_generation", "baseline": { "name": "code_generation", "decode_tokens_per_sec": 134.074, "prefill_tokens_per_sec": 1889.968, "peak_memory_gb": 1.309, "generated_tokens": 300, "total_time_sec": 4.502297374885529 }, "custom": { "name": "code_generation", "decode_tokens_per_sec": 171.724, "prefill_tokens_per_sec": 1939.369, "peak_memory_gb": 1.309, "generated_tokens": 300, "total_time_sec": 3.8924263338558376 }, "improvements": { "decode_speed_pct": 28.081507227352038, "prefill_speed_pct": 2.613853779534883, "total_speed_pct": 15.668146002536007, "memory_reduction_pct": 0.0, "time_reduction_pct": 15.668146002535993 } }, { "benchmark_name": "long_context_detailed", "baseline": { "name": "long_context_detailed", "decode_tokens_per_sec": 123.595, "prefill_tokens_per_sec": 4699.778, "peak_memory_gb": 1.758, "generated_tokens": 500, "total_time_sec": 6.304242457728833 }, "custom": { "name": "long_context_detailed", "decode_tokens_per_sec": 169.006, "prefill_tokens_per_sec": 4779.844, "peak_memory_gb": 1.758, "generated_tokens": 500, "total_time_sec": 5.188338624779135 }, "improvements": { "decode_speed_pct": 36.741777579999194, "prefill_speed_pct": 1.7036123833934242, "total_speed_pct": 21.507922162601755, "memory_reduction_pct": 0.0, "time_reduction_pct": 21.50792216260174 } }, { "benchmark_name": "long_generation", "baseline": { "name": "long_generation", "decode_tokens_per_sec": 129.401, "prefill_tokens_per_sec": 562.184, "peak_memory_gb": 1.364, "generated_tokens": 1000, "total_time_sec": 9.933118666987866 }, "custom": { "name": "long_generation", "decode_tokens_per_sec": 171.621, "prefill_tokens_per_sec": 539.066, "peak_memory_gb": 1.344, "generated_tokens": 1000, "total_time_sec": 8.105362374801189 }, "improvements": { "decode_speed_pct": 32.62725944930873, "prefill_speed_pct": -4.112176796209059, "total_speed_pct": 22.549963933370833, "memory_reduction_pct": 1.4880952380952395, "time_reduction_pct": 22.549963933370833 } }, { "benchmark_name": "maximum_context_stress_test", "baseline": { "name": "maximum_context_stress_test", "decode_tokens_per_sec": 129.518, "prefill_tokens_per_sec": 5305.524, "peak_memory_gb": 2.709, "generated_tokens": 1642, "total_time_sec": 15.313574125058949 }, "custom": { "name": "maximum_context_stress_test", "decode_tokens_per_sec": 144.906, "prefill_tokens_per_sec": 5697.51, "peak_memory_gb": 2.709, "generated_tokens": 1642, "total_time_sec": 13.786608333233744 }, "improvements": { "decode_speed_pct": 11.880974073101811, "prefill_speed_pct": 7.388261743797594, "total_speed_pct": 11.075717500034658, "memory_reduction_pct": 0.0, "time_reduction_pct": 11.07571750003465 } } ], "summary": "Bulletproof Custom GQA Implementation Results:\n\u2022 Decode Speed: 168.7 tokens/sec (baseline: 140.6)\n\u2022 Improvement: +21.8%\n\u2022 Memory Usage: 1.67 GB\n\u2022 Correctness: 100.0%\n\u2022 Safety Score: 100.0/100\n\u2022 Tests Passed: 5/5\n\u2022 Benchmarks Improved: 4/5\n\u2022 Metal Errors Handled: 0\n\ud83d\udee1\ufe0f PERFECT SAFETY: No Metal kernel errors\n\ud83c\udfaf EXCELLENT: 15%+ improvement achieved!", "metal_safety_statistics": { "metal_command_buffer_errors": 0, "metal_memory_violations": 0, "metal_compilation_errors": 0, "gpu_resource_errors": 0, "total_metal_errors": 0, "successful_fallbacks": 0, "retry_attempts_used": 0, "safety_score": 100.0, "error_breakdown": { "command_buffer_pct": 0.0, "memory_violation_pct": 0.0, "compilation_error_pct": 0.0, "resource_error_pct": 0.0 } }, "safety_validation": { "success": true, "validated": true } }, "language": "python", "saved_at": 1750241608.788107 }