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Accept attention best winner from gpt-5.4-2026-03-05 at 1645.40us
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attention/SCORES.json

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"direction": "lower_is_better",
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"timestamp_utc": "2026-03-13 06:46:05",
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"commit": "cbe1d86"
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},
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{
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"model": "gpt-5.4-2026-03-05",
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"candidate": 1645.4,
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"baseline": 8234.2,
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"ratio_text": "x5.004",
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"notes": "best winner: used SIMD intrinsics, handles grouped-query attention",
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"direction": "lower_is_better",
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"timestamp_utc": "2026-03-13 06:49:53",
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"commit": "pending"
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}
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],
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"cases": [
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"unit": "us",
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"timestamp_utc": "2026-03-13 06:31:54",
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"commit": "4269f7e"
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},
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{
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"case_name": "gpt2_bench_ctx32",
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"model": "gpt-5.4-2026-03-05",
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"candidate": 212.5,
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"baseline": 222.2,
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"ratio_text": "x2.928",
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"notes": "best winner: used SIMD intrinsics, handles grouped-query attention",
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"direction": "lower_is_better",
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"unit": "us",
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"timestamp_utc": "2026-03-13 06:49:53",
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"commit": "pending"
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}
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],
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"usage": {
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"prompt_tokens": 171255,
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"completion_tokens": 92610,
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"total_tokens": 263865,
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"cached_prompt_tokens": 14336,
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"estimated_cost_usd": 1.7850314999999994
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"prompt_tokens": 214746,
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"completion_tokens": 112795,
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"total_tokens": 327541,
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"cached_prompt_tokens": 21504,
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"estimated_cost_usd": 2.1804059999999996
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}
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}

attention/SCORES.md

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# Attention Scores
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- Total prompt tokens used: 171255
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- Total completion tokens used: 92610
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- Total cached prompt tokens used: 14336
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- Total tokens Used: 263865
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- Total cost: $1.78503150
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- Total prompt tokens used: 214746
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- Total completion tokens used: 112795
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- Total cached prompt tokens used: 21504
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- Total tokens Used: 327541
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- Total cost: $2.18040600
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## Overall Winners
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| 2026-03-13 06:31:54 | gpt-5.4-2026-03-05 | 1537.60 (us) | 8234.20 (us) | x5.355 | [4269f7e](D:/loop.py/attention/winners/4269f7e.c) | best winner: used SIMD intrinsics, handles grouped-query attention |
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| 2026-03-13 06:33:21 | gpt-5.4-2026-03-05 | 1596.10 (us) | 8234.20 (us) | x5.159 | [4afce42](D:/loop.py/attention/winners/4afce42.c) | accepted nonbest: used SIMD intrinsics, handles grouped-query attention |
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| 2026-03-13 06:30:35 | gpt-5.4-2026-03-05 | 1599.70 (us) | 8234.20 (us) | x5.147 | [32a1066](D:/loop.py/attention/winners/32a1066.c) | best winner: used SIMD intrinsics, handles grouped-query attention |
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| 2026-03-13 06:49:53 | gpt-5.4-2026-03-05 | 1645.40 (us) | 8234.20 (us) | x5.004 | pending | best winner: used SIMD intrinsics, handles grouped-query attention |
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| 2026-03-13 06:46:05 | gpt-5.4-2026-03-05 | 1680.30 (us) | 8234.20 (us) | x4.900 | [cbe1d86](D:/loop.py/attention/winners/cbe1d86.c) | accepted nonbest: used SIMD intrinsics, handles grouped-query attention |
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| 2026-03-13 06:42:17 | gpt-5.4-2026-03-05 | 1690.00 (us) | 8234.20 (us) | x4.872 | [459caa7](D:/loop.py/attention/winners/459caa7.c) | accepted nonbest: used SIMD intrinsics, handles grouped-query attention |
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| 2026-03-13 06:36:38 | gpt-5.4-2026-03-05 | 1707.90 (us) | 8234.20 (us) | x4.821 | [daea2ef](D:/loop.py/attention/winners/daea2ef.c) | accepted nonbest: used SIMD intrinsics, kept scalar score and value passes |
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| gpt2_bench_ctx256 | 2026-03-13 06:30:35 | gpt-5.4-2026-03-05 | 6078.00 (us) | 6471.50 (us) | x5.872 | [32a1066](D:/loop.py/attention/winners/32a1066.c) | best winner: used SIMD intrinsics, handles grouped-query attention |
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| gpt2_bench_ctx256 | 2026-03-13 06:29:34 | gpt-5.4-2026-03-05 | 6471.50 (us) | 35690.30 (us) | x5.515 | [42cd3cd](D:/loop.py/attention/winners/42cd3cd.c) | best winner: used SIMD intrinsics, handles grouped-query attention |
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| gpt2_bench_ctx256 | seed | seed | 35690.30 (us) | 35690.30 (us) | x1.000 | seed | seeded case baseline |
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| gpt2_bench_ctx32 | 2026-03-13 06:49:53 | gpt-5.4-2026-03-05 | 212.50 (us) | 222.20 (us) | x2.928 | pending | best winner: used SIMD intrinsics, handles grouped-query attention |
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| gpt2_bench_ctx32 | 2026-03-13 06:30:35 | gpt-5.4-2026-03-05 | 222.20 (us) | 244.00 (us) | x2.801 | [32a1066](D:/loop.py/attention/winners/32a1066.c) | best winner: used SIMD intrinsics, handles grouped-query attention |
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| gpt2_bench_ctx32 | 2026-03-13 06:29:34 | gpt-5.4-2026-03-05 | 244.00 (us) | 622.30 (us) | x2.550 | [42cd3cd](D:/loop.py/attention/winners/42cd3cd.c) | best winner: used SIMD intrinsics, handles grouped-query attention |
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| gpt2_bench_ctx32 | seed | seed | 622.30 (us) | 622.30 (us) | x1.000 | seed | seeded case baseline |

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