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Accept attention best winner from gpt-5.4-2026-03-05 at 1537.60us
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attention/SCORES.json

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"direction": "lower_is_better",
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"timestamp_utc": "2026-03-13 06:30:35",
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"commit": "32a1066"
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},
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{
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"model": "gpt-5.4-2026-03-05",
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"candidate": 1537.6,
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"baseline": 8234.2,
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"ratio_text": "x5.355",
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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 06:31:54",
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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 06:30:35",
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"commit": "32a1066"
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},
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{
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"case_name": "gpt2_bench_ctx128",
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"model": "gpt-5.4-2026-03-05",
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"candidate": 1537.6,
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"baseline": 1599.7,
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"ratio_text": "x5.355",
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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 06:31:54",
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"commit": "pending"
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},
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{
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"case_name": "gpt2_bench_ctx256",
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"model": "gpt-5.4-2026-03-05",
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"candidate": 5066.8,
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"baseline": 6078.0,
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"ratio_text": "x7.044",
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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 06:31:54",
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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": 11729,
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"completion_tokens": 6370,
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"total_tokens": 18099,
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"prompt_tokens": 17379,
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"completion_tokens": 14675,
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"total_tokens": 32054,
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"cached_prompt_tokens": 0,
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"estimated_cost_usd": 0.1248725
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"estimated_cost_usd": 0.2635725
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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: 11729
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- Total completion tokens used: 6370
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- Total prompt tokens used: 17379
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- Total completion tokens used: 14675
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- Total cached prompt tokens used: 0
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- Total tokens Used: 18099
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- Total cost: $0.12487250
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- Total tokens Used: 32054
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- Total cost: $0.26357250
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## Overall Winners
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| Timestamp | Model | Median | Seed | Win | Commit | Notes |
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| --- | --- | ---: | ---: | ---: | --- | --- |
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| 2026-03-13 06:31:54 | gpt-5.4-2026-03-05 | 1537.60 (us) | 8234.20 (us) | x5.355 | pending | best winner: 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 06:29:34 | gpt-5.4-2026-03-05 | 1982.30 (us) | 8234.20 (us) | x4.154 | [42cd3cd](D:/loop.py/attention/winners/42cd3cd.c) | best winner: used SIMD intrinsics, handles grouped-query attention |
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| 2026-03-13 06:29:59 | gpt-5.4-2026-03-05 | 3179.40 (us) | 8234.20 (us) | x2.590 | [3abcfd2](D:/loop.py/attention/winners/3abcfd2.c) | accepted nonbest: used SIMD intrinsics, handles grouped-query attention |
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| Case | Timestamp | Model | Median | Case Best | Win | Commit | Notes |
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| --- | --- | --- | ---: | ---: | ---: | --- | --- |
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| gpt2_bench_ctx128 | 2026-03-13 06:31:54 | gpt-5.4-2026-03-05 | 1537.60 (us) | 1599.70 (us) | x5.355 | pending | best winner: used SIMD intrinsics, handles grouped-query attention |
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| gpt2_bench_ctx128 | 2026-03-13 06:30:35 | gpt-5.4-2026-03-05 | 1599.70 (us) | 1982.30 (us) | x5.147 | [32a1066](D:/loop.py/attention/winners/32a1066.c) | best winner: used SIMD intrinsics, handles grouped-query attention |
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| gpt2_bench_ctx128 | 2026-03-13 06:29:34 | gpt-5.4-2026-03-05 | 1982.30 (us) | 8234.20 (us) | x4.154 | [42cd3cd](D:/loop.py/attention/winners/42cd3cd.c) | best winner: used SIMD intrinsics, handles grouped-query attention |
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| gpt2_bench_ctx128 | seed | seed | 8234.20 (us) | 8234.20 (us) | x1.000 | seed | seeded case baseline |
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| gpt2_bench_ctx256 | 2026-03-13 06:31:54 | gpt-5.4-2026-03-05 | 5066.80 (us) | 6078.00 (us) | x7.044 | pending | best winner: used SIMD intrinsics, handles grouped-query attention |
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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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