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LayerNorm · rows = 4096 · hidden = 16384 · fp32 · run 01a016ae-e73e…
●passedReported evidence

Not re-observed recently.

Primary measurement
306.8µsmedian

Rank 2 in its comparison group · source-native comparison · observed 2025-07-17

Compare with #1 →

ms 20 0.3046143889427185 · ms 50 0.3067840039730072 · ms 80 0.3081152021884918

Identity
implementationTransformers
projectHugging Face Transformers
revisionunknown
workloadrows = 4096 · hidden = 16384 · fp32
comparison keysha256:7230b579e36bad4f…
sourceLiger-Kernel benchmarks
external idlayer_norm/forward/huggingface/nvidia-h100-80gb-hbm3/hidden16384-rows4096-fp32/2025-07-17-18-18-14
sha256:7b47f8adbefe7c56e98bbf3…

Correctness

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

Workload

rows4096
hidden16384
xfp32 [4096, 16384]
biasfp32 [16384]
weightfp32 [16384]
definition comparatornot_asserted

Measurements

latency · median306.8 µs
latency · p20304.6 µs
latency · p80308.1 µs

Protocol

harnessLiger-Kernel benchmark scripts
timercuda_events
primaryStatisticmedian
comparabilityFamilyliger_kernel_bench

Environment

gpuNVIDIA H100 (sm_90)

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": {
          "median": 306784
        },
        "primaryStatistic": "median"
      },
      "observedAt": "2025-07-17T18:18:14.000Z",
      "measurements": [
        {
          "unit": "ns",
          "value": 304614,
          "metric": "latency",
          "statistic": "p20"
        },
        {
          "unit": "ns",
          "value": 308115,
          "metric": "latency",
          "statistic": "p80"
        }
      ],
      "sourceNative": {
        "source": "liger-kernel-bench",
        "metrics": {
          "ms_20": 0.3046143889427185,
          "ms_50": 0.3067840039730072,
          "ms_80": 0.3081152021884918
        },
        "benchmark": "layer_norm/forward",
        "externalId": "layer_norm/forward/huggingface/nvidia-h100-80gb-hbm3/hidden16384-rows4096-fp32/2025-07-17-18-18-14"
      },
      "protocolDigest": "sha256:a79eaf4df66c97c6adc1fb2d09df78682155d1ea86652ae0b70199875bde7747",
      "workloadDigest": "sha256:7c1b78dd05411e37a6a621247e8e82deccccdd018deabaccca3f741612bd5d8b",
      "environmentDigest": "sha256:2750ae381d6de582f1eb6b9008e0987463d19ede8af127d97d76c5ae09121393",
      "implementationDigest": "sha256:e9a9711948a0ff290958da13a2a6cc8d9951007fb5a0487fa893439b47d9db98"
    },
    "metadata": {
      "name": "liger-layer-norm-forward-huggingface-nvidia-h100-80gb-hbm3-hidden16384-rows4096-fp32-2025-07-17-18-1",
      "title": "LayerNorm · huggingface · forward",
      "labels": {
        "liger_version": "0.6.0"
      }
    },
    "apiVersion": "kernelindex.dev/v1alpha1"
  },
  "protocol": {
    "kind": "BenchmarkProtocol",
    "spec": {
      "harness": {
        "name": "Liger-Kernel benchmark scripts",
        "repository": "https://github.com/linkedin/Liger-Kernel"
      },
      "measurement": {
        "timer": "cuda_events",
        "primaryStatistic": "median"
      },
      "comparability": {
        "notes": "Timed: the module forward pass, via triton.testing.do_bench with quantiles 0.5/0.2/0.8 (median with p20/p80 spread). The upstream CSV records no CUDA, driver, or torch version; the Liger release rides each run's labels. Comparable only within one kernel, workload, timed pass, and GPU.",
        "family": "liger_kernel_bench"
      }
    },
    "metadata": {
      "name": "liger-bench-do-bench-forward",
      "title": "Liger benchmark harness · forward pass"
    },
    "apiVersion": "kernelindex.dev/v1alpha1"
  },
  "environment": {
    "kind": "ExecutionEnvironment",
    "spec": {
      "hardware": {
        "vendor": "nvidia",
        "product": "NVIDIA H100",
        "formFactor": "80GB HBM3",
        "architecture": "sm_90"
      },
      "software": {}
    },
    "metadata": {
      "name": "liger-bench-nvidia-h100-80gb-hbm3",
      "title": "Liger benchmark host · H100 80GB HBM3"
    },
    "apiVersion": "kernelindex.dev/v1alpha1"
  }
}
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Published 2026-08-18 · Liger-Kernel benchmarks · BSD-2-ClauseAll results for LayerNorm →JSON