Run 01a00b1d · KernelIndex

Primary measurement

105.5µsmean

Rank 1 in its comparison group · source-native comparison · observed 2026-04-09

38.83× reference

Identity

implementationflashinfer_wrapper_da7954

projectFlashInfer-Bench baselines

revisionda915083d4c7c5e61aa3005e3d17ae488e0fc71c

workloadnum_pages = 5265 · batch_size = 4 · len_indptr = 5 · num_kv_indices = 1280 · bf16

comparison keysha256:06013471890c6fad…

sourceFlashInfer-Bench

external idtrace/flashinfer_wrapper_da7954/70955bf2-49fe-4ede-a267-937941868227

sha256:92b3d6faebea97f7acea10c…

Correctness

comparatorflashinfer_bench_eval

max absolute error0.000244140625

max relative error7.547867774963379

resultpassed

Workload

num_pages5265

batch_size4

len_indptr5

num_kv_indices1280

qbf16 [4, 32, 128]

k_cachebf16 [5265, 64, 4, 128]

v_cachebf16 [5265, 64, 4, 128]

kv_indptrint32 [5]

kv_indicesint32 [1280]

kv_last_page_lenint32 [4]

definition comparatorsol_execbench_eval

Measurements

latency · mean105.5 µs

Protocol

harnessflashinfer-bench

timerharness_reported

primaryStatisticmean

correctnessReferencedefinition reference implementation

comparabilityFamilyflashinfer_bench_trace

Environment

gpuNVIDIA B200 (unknown)

cudaToolkit13.0

frameworkpytorch 2.11.0+cu130

Artifacts

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Canonical manifest

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{
  "run": {
    "kind": "BenchmarkRun",
    "spec": {
      "status": "passed",
      "timing": {
        "latencyNs": {
          "mean": 105472
        },
        "primaryStatistic": "mean"
      },
      "observedAt": "2026-04-09T14:45:18.028Z",
      "correctness": {
        "comparator": "sol_execbench_eval",
        "maximumAbsoluteError": 0.000244140625,
        "maximumRelativeError": 7.547867774963379
      },
      "sourceNative": {
        "source": "flashinfer-bench",
        "metrics": {
          "latency_ms": 0.10547199845314026,
          "speedup_factor": 38.83495160993633,
          "reference_latency_ms": 4.0959999561309814
        },
        "benchmark": "gqa_paged_decode_h32_kv4_d128_ps64"
      },
      "protocolDigest": "sha256:7d44d206ad086b4bece35ce31f6531ebb11f07e0d9dcfb74c75be86d3ec02095",
      "workloadDigest": "sha256:65c655bead4e3ff1b32cf580b3421392ba74de6287ba61bf07b5940cbd353bf7",
      "environmentDigest": "sha256:83c9b6e78d493927f18878d57448d9a0d2221a70840b562455b2665a2897ba19",
      "implementationDigest": "sha256:6146d881a59895ae79e81b5a755b9317d404c6b04a3505418af27f4e3fe496e1"
    },
    "metadata": {
      "name": "sol-trace-gqa-paged-decode-h32-kv4-d128-ps64-70955bf2",
      "title": "flashinfer_wrapper_da7954 · gqa_paged_decode_h32_kv4_d128_ps64"
    },
    "apiVersion": "kernelindex.dev/v1alpha1"
  },
  "protocol": {
    "kind": "BenchmarkProtocol",
    "spec": {
      "harness": {
        "name": "flashinfer-bench",
        "repository": "https://github.com/flashinfer-ai/flashinfer-bench"
      },
      "correctness": {
        "reference": "definition reference implementation",
        "comparator": "flashinfer_bench_eval"
      },
      "measurement": {
        "timer": "harness_reported",
        "primaryStatistic": "mean"
      },
      "comparability": {
        "family": "flashinfer_bench_trace"
      }
    },
    "metadata": {
      "name": "flashinfer-bench-trace",
      "title": "FlashInfer-Bench trace harness"
    },
    "apiVersion": "kernelindex.dev/v1alpha1"
  },
  "environment": {
    "kind": "ExecutionEnvironment",
    "spec": {
      "hardware": {
        "vendor": "nvidia",
        "product": "NVIDIA B200",
        "architecture": "unknown"
      },
      "software": {
        "framework": {
          "name": "pytorch",
          "version": "2.11.0+cu130"
        },
        "libraries": {
          "triton": "3.6.0"
        },
        "cudaToolkit": "13.0"
      }
    },
    "metadata": {
      "name": "sol-trace-nvidia-b200-2-11-0-cu130-3-6-0-13-0",
      "title": "NVIDIA B200 (trace-reported software)"
    },
    "apiVersion": "kernelindex.dev/v1alpha1"
  }
}

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Published 2026-08-16 · FlashInfer-Bench · Apache-2.0All results for GQA paged decode h32 kv4 d128 ps64 →JSON

flashinfer / wrapperda7954