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gpt-5 / triton88089a

MLA paged prefill causal h16 ckv512 kpe64 ps1 · total_q = 376 · num_pages = 989669 · len_indptr = 2 · num_kv_indices = 381 · bf16 · run 01a02032-5967…
●passedReported evidence

Not re-observed recently.

Primary measurement
1.49msmean

Rank 3 in its comparison group · source-native comparison · observed 2025-10-16

Compare with #1 →

157.54× reference

Identity
implementationgpt-5_triton_88089a
projectgpt-5-2025-08-07
revisionda915083d4c7c5e61aa3005e3d17ae488e0fc71c
workloadtotal_q = 376 · num_pages = 989669 · len_indptr = 2 · num_kv_indices = 381 · bf16
comparison keysha256:429f877bb1c8f66e…
sourceFlashInfer-Bench
external idtrace/gpt-5_triton_88089a/bda0e743-f862-4800-95e4-a7c5717c8e7e
sha256:bdfd8f861611d944cabbf2f…

Correctness

comparatorflashinfer_bench_eval
max absolute error0.0078125
max relative error2.9210777282714844
resultpassed

Workload

total_q376
num_pages989669
len_indptr2
num_kv_indices381
q_pebf16 [376, 16, 64]
q_nopebf16 [376, 16, 512]
ckv_cachebf16 [989669, 1, 512]
kpe_cachebf16 [989669, 1, 64]
kv_indptrint32 [2]
qo_indptrint32 [2]
kv_indicesint32 [381]
definition comparatorsol_execbench_eval

Measurements

latency · mean1.49 ms

Protocol

harnessflashinfer-bench
timerharness_reported
primaryStatisticmean
correctnessReferencedefinition reference implementation
comparabilityFamilyflashinfer_bench_trace

Environment

gpuNVIDIA B200 (unknown)
cudaToolkit12.8
frameworkpytorch 2.8.0+cu128

Artifacts

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Canonical manifest

Show manifest
{
  "run": {
    "kind": "BenchmarkRun",
    "spec": {
      "status": "passed",
      "timing": {
        "latencyNs": {
          "mean": 1493535
        },
        "primaryStatistic": "mean"
      },
      "observedAt": "2025-10-16T11:08:48.251Z",
      "correctness": {
        "comparator": "sol_execbench_eval",
        "maximumAbsoluteError": 0.0078125,
        "maximumRelativeError": 2.9210777282714844
      },
      "sourceNative": {
        "source": "flashinfer-bench",
        "metrics": {
          "latency_ms": 1.4935349946220715,
          "speedup_factor": 157.5422584310939,
          "reference_latency_ms": 235.2948760986328
        },
        "benchmark": "mla_paged_prefill_causal_h16_ckv512_kpe64_ps1"
      },
      "protocolDigest": "sha256:7d44d206ad086b4bece35ce31f6531ebb11f07e0d9dcfb74c75be86d3ec02095",
      "workloadDigest": "sha256:911bdffdffe7f3f302c488de4d1b29717af33b0293ed217c1d376ece0557d5d8",
      "environmentDigest": "sha256:f4292a8be127b7230cd3995c1d605fb6c644e2c2f94566e1d28cc1be766ca5d5",
      "implementationDigest": "sha256:1b7897d623bbe9d9e18f6f6768d3b497876077d07e2a04f82d235218827b9a01"
    },
    "metadata": {
      "name": "sol-trace-mla-paged-prefill-causal-h16-ckv512-kpe64-ps1-bda0e743",
      "title": "gpt-5_triton_88089a · mla_paged_prefill_causal_h16_ckv512_kpe64_ps1"
    },
    "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": "2.8.0+cu128"
        },
        "libraries": {
          "triton": "3.4.0"
        },
        "cudaToolkit": "12.8"
      }
    },
    "metadata": {
      "name": "sol-trace-nvidia-b200-2-8-0-cu128-3-4-0-12-8",
      "title": "NVIDIA B200 (trace-reported software)"
    },
    "apiVersion": "kernelindex.dev/v1alpha1"
  }
}
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