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{
"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": {
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"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
} |