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AKO

Fused vision multihead attention with norms backward · suite of 16 cases · mean latency · run 01a0352a-92c1…
●passedReported evidence
Primary measurement
1.09msmean

Rank 4 in its comparison group · source-native comparison · observed 2026-04-14

Compare with #1 →

SOL 0.8380 · 5.06× reference · 16/16 cases faster

Identity
implementationAKO
projectAKO
revisionsubmission-165
workloadsuite of 16 cases · mean latency
comparison keysha256:b5a07d877d4aa940…
sourceNVIDIA SOL-ExecBench
external idsubmission/165
sha256:5195388fd7c6a80d3089edc…

Correctness

Marked passed by the source; the correctness policy was not published.

Workload

definition comparatorsol_execbench_eval
descriptionCorrectness must pass on every case in the SOL evaluation stack.

Measurements

latency · mean1.09 ms

Protocol

harnessSOL-ExecBench evaluation stack v1.0
timerharness_reported
primaryStatisticmean
correctnessReferencedefinition reference implementation
comparabilityFamilysol_execbench_leaderboard

Environment

gpuNVIDIA B200 (sm_100)

Artifacts

No artifacts published with this run.

Replications and notes

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Canonical manifest

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{
  "run": {
    "kind": "BenchmarkRun",
    "spec": {
      "status": "passed",
      "timing": {
        "latencyNs": {
          "mean": 1093964
        },
        "primaryStatistic": "mean"
      },
      "observedAt": "2026-04-14T23:31:59.607Z",
      "sourceNative": {
        "source": "sol-execbench",
        "metrics": {
          "sol_score": 0.838001,
          "latency_ms": 1.093964,
          "avg_speedup": 5.06,
          "fast_1_count": 16,
          "fast_1_total": 16
        },
        "benchmark": "001_fused_vision_multihead_attention_with_norms_backward",
        "externalId": "165"
      },
      "protocolDigest": "sha256:2964c5c4ed9cb0dcdc0f74674035bc71bf5e66620939e38441060f76434ed3e5",
      "workloadDigest": "sha256:c36656e3f058cfccb8de1a764f49c6303778a65723655d0d4af90bccc436b0ee",
      "environmentDigest": "sha256:5296c820e166474e590abb1beaf7728cdfe0a4bde9bf55f8966a40f4f5401621",
      "implementationDigest": "sha256:e299406d2b0b9b3832a485f57466d6b6d126f093f48f6867f5b723e8985bb55c"
    },
    "metadata": {
      "name": "sol-submission-165",
      "title": "AKO · 001_fused_vision_multihead_attention_with_norms_backward · B200",
      "labels": {
        "worker": "B200-ext-prod-1513"
      }
    },
    "apiVersion": "kernelindex.dev/v1alpha1"
  },
  "protocol": {
    "kind": "BenchmarkProtocol",
    "spec": {
      "harness": {
        "name": "SOL-ExecBench evaluation stack",
        "version": "v1.0"
      },
      "correctness": {
        "reference": "definition reference implementation",
        "comparator": "sol_execbench_eval"
      },
      "measurement": {
        "timer": "harness_reported",
        "primaryStatistic": "mean"
      },
      "comparability": {
        "notes": "Suite-mean latency and SOL-Score as published by the SOL-ExecBench leaderboard. Comparable only within one definition, GPU type, and evaluation stack version.",
        "family": "sol_execbench_leaderboard"
      }
    },
    "metadata": {
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  },
  "environment": {
    "kind": "ExecutionEnvironment",
    "spec": {
      "hardware": {
        "vendor": "nvidia",
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        }
      }
    },
    "metadata": {
      "name": "sol-execbench-b200-v1-0",
      "title": "SOL-ExecBench NVIDIA B200, stack v1.0"
    },
    "apiVersion": "kernelindex.dev/v1alpha1"
  }
}
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