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{
"id": "2e9e8c13-2259-4908-92fb-a7b58d588abf",
"generation": 2,
"iteration": 23,
"timestamp": 1767618428.986909,
"parent_id": "2eada941-048f-4828-b81c-786434f63240",
"metrics": {
"success": true,
"final_score": 2.9589006960980697,
"combined_score": 2.9589006960980697,
"performance_metrics": {
"avg_decode_speed": 53.41525,
"min_decode_speed": 46.023,
"max_decode_speed": 63.108,
"avg_prefill_speed": 244.14375,
"avg_memory_gb": 1.39325,
"max_memory_gb": 1.554,
"num_successful_tests": 4,
"decode_speed_std": 7.40971879948895
},
"correctness_score": 1.0,
"benchmark_results": [
{
"name": "short_context_quick",
"decode_tokens_per_sec": 63.108,
"prefill_tokens_per_sec": 135.605,
"peak_memory_gb": 1.35,
"generated_tokens": 50,
"total_time_sec": 4.579478166997433
},
{
"name": "code_generation",
"decode_tokens_per_sec": 58.112,
"prefill_tokens_per_sec": 355.6,
"peak_memory_gb": 1.291,
"generated_tokens": 300,
"total_time_sec": 9.802399624997634
},
{
"name": "long_context_detailed",
"decode_tokens_per_sec": 46.023,
"prefill_tokens_per_sec": 303.484,
"peak_memory_gb": 1.554,
"generated_tokens": 500,
"total_time_sec": 17.30625654100004
},
{
"name": "long_generation",
"decode_tokens_per_sec": 46.418,
"prefill_tokens_per_sec": 181.886,
"peak_memory_gb": 1.378,
"generated_tokens": 1000,
"total_time_sec": 27.308918209004332
}
],
"baseline_comparison": {
"avg_decode_improvement_pct": -3.199533101300643,
"avg_decode_improvement_absolute": -1.6237500000000011,
"memory_change_gb": -0.005749999999999922,
"target_achieved": false,
"num_benchmarks_improved": 1,
"total_benchmarks": 4,
"safety_score": 100.0
},
"individual_comparisons": [
{
"benchmark_name": "short_context_quick",
"baseline": {
"name": "short_context_quick",
"decode_tokens_per_sec": 59.061,
"prefill_tokens_per_sec": 48.778,
"peak_memory_gb": 1.416,
"generated_tokens": 50,
"total_time_sec": 4.753752667005756
},
"custom": {
"name": "short_context_quick",
"decode_tokens_per_sec": 63.108,
"prefill_tokens_per_sec": 135.605,
"peak_memory_gb": 1.35,
"generated_tokens": 50,
"total_time_sec": 4.579478166997433
},
"improvements": {
"decode_speed_pct": 6.852237517143288,
"prefill_speed_pct": 178.00442822583952,
"total_speed_pct": 3.80555368216958,
"memory_reduction_pct": 4.888888888888877,
"time_reduction_pct": 3.80555368216959
}
},
{
"benchmark_name": "code_generation",
"baseline": {
"name": "code_generation",
"decode_tokens_per_sec": 58.335,
"prefill_tokens_per_sec": 214.398,
"peak_memory_gb": 1.277,
"generated_tokens": 300,
"total_time_sec": 9.370090207994508
},
"custom": {
"name": "code_generation",
"decode_tokens_per_sec": 58.112,
"prefill_tokens_per_sec": 355.6,
"peak_memory_gb": 1.291,
"generated_tokens": 300,
"total_time_sec": 9.802399624997634
},
"improvements": {
"decode_speed_pct": -0.382274792148794,
"prefill_speed_pct": 65.85975615444175,
"total_speed_pct": -4.41024069147997,
"memory_reduction_pct": -1.0844306738962055,
"time_reduction_pct": -4.4102406914799674
}
},
{
"benchmark_name": "long_context_detailed",
"baseline": {
"name": "long_context_detailed",
"decode_tokens_per_sec": 54.724,
"prefill_tokens_per_sec": 853.686,
"peak_memory_gb": 1.543,
"generated_tokens": 500,
"total_time_sec": 13.029723457999353
},
"custom": {
"name": "long_context_detailed",
"decode_tokens_per_sec": 46.023,
"prefill_tokens_per_sec": 303.484,
"peak_memory_gb": 1.554,
"generated_tokens": 500,
"total_time_sec": 17.30625654100004
},
"improvements": {
"decode_speed_pct": -15.899788027190983,
"prefill_speed_pct": -64.45016083196866,
"total_speed_pct": -24.710907716346416,
"memory_reduction_pct": -0.7078507078507156,
"time_reduction_pct": -24.710907716346423
}
},
{
"benchmark_name": "long_generation",
"baseline": {
"name": "long_generation",
"decode_tokens_per_sec": 48.036,
"prefill_tokens_per_sec": 164.979,
"peak_memory_gb": 1.36,
"generated_tokens": 1000,
"total_time_sec": 26.132775457997923
},
"custom": {
"name": "long_generation",
"decode_tokens_per_sec": 46.418,
"prefill_tokens_per_sec": 181.886,
"peak_memory_gb": 1.378,
"generated_tokens": 1000,
"total_time_sec": 27.308918209004332
},
"improvements": {
"decode_speed_pct": -3.368307103006083,
"prefill_speed_pct": 10.247970953878967,
"total_speed_pct": -4.306808281474169,
"memory_reduction_pct": -1.3062409288824235,
"time_reduction_pct": -4.306808281474182
}
}
],
"summary": "Bulletproof Custom GQA Implementation Results:\n\u2022 Decode Speed: 53.4 tokens/sec (baseline: 55.0)\n\u2022 Improvement: -3.2%\n\u2022 Memory Usage: 1.39 GB\n\u2022 Correctness: 100.0%\n\u2022 Safety Score: 100.0/100\n\u2022 Tests Passed: 4/4\n\u2022 Benchmarks Improved: 1/4\n\u2022 Metal Errors Handled: 0\n\ud83d\udee1\ufe0f PERFECT SAFETY: No Metal kernel errors\n\u26a0\ufe0f NO IMPROVEMENT: Performance regression",
"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": 1767619206.585282
}