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AKO

Grouped query attention with RoPE backward · suite of 16 cases · mean latency · run 01a0352a-92c5…
●passedReported evidence
Primary measurement
530.1µsmean

Rank 12 in its comparison group · source-native comparison · observed 2026-04-14

Compare with #1 →

SOL 0.5230 · 1.13× reference · 8/16 cases faster

Identity
implementationAKO
projectAKO
revisionsubmission-196
workloadsuite of 16 cases · mean latency
comparison keysha256:82454b3ed3c2b93f…
sourceNVIDIA SOL-ExecBench
external idsubmission/196
sha256:fa4d980817af8b4b1ef6af0…

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 · mean530.1 µs

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": 530092
        },
        "primaryStatistic": "mean"
      },
      "observedAt": "2026-04-14T23:38:30.072Z",
      "sourceNative": {
        "source": "sol-execbench",
        "metrics": {
          "sol_score": 0.523033,
          "latency_ms": 0.530092,
          "avg_speedup": 1.1327,
          "fast_1_count": 8,
          "fast_1_total": 16
        },
        "benchmark": "003_grouped_query_attention_with_rope_backward",
        "externalId": "196"
      },
      "protocolDigest": "sha256:2964c5c4ed9cb0dcdc0f74674035bc71bf5e66620939e38441060f76434ed3e5",
      "workloadDigest": "sha256:f3c8fa410f476b10c3c6a5e415b89cf72b0d32eb9cd74b318932090d48d913e0",
      "environmentDigest": "sha256:5296c820e166474e590abb1beaf7728cdfe0a4bde9bf55f8966a40f4f5401621",
      "implementationDigest": "sha256:8af145f3977e234682e062314027adfc47446e7872bc4c19a038cde39424727e"
    },
    "metadata": {
      "name": "sol-submission-196",
      "title": "AKO · 003_grouped_query_attention_with_rope_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": {
      "name": "sol-execbench-leaderboard-v1-0",
      "title": "SOL-ExecBench evaluation stack v1.0"
    },
    "apiVersion": "kernelindex.dev/v1alpha1"
  },
  "environment": {
    "kind": "ExecutionEnvironment",
    "spec": {
      "hardware": {
        "vendor": "nvidia",
        "product": "NVIDIA B200",
        "architecture": "sm_100"
      },
      "software": {
        "libraries": {
          "evaluation_stack": "v1.0"
        }
      }
    },
    "metadata": {
      "name": "sol-execbench-b200-v1-0",
      "title": "SOL-ExecBench NVIDIA B200, stack v1.0"
    },
    "apiVersion": "kernelindex.dev/v1alpha1"
  }
}
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Published 2026-08-24 · NVIDIA SOL-ExecBenchAll results for Grouped query attention with RoPE backward →JSON