| { | |
| "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 | |
| } |