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Liger

Llama 4 rotary position embedding · seq = 2048 · hidden = 512 · q_heads = 32 · kv_heads = 8 · bf16 · run 01a0202b-232c…
●passedReported evidence

Not re-observed recently.

Primary measurement
154.0µsmedian

Rank 2 in its comparison group · source-native comparison · observed 2025-08-07

Compare with #1 →

ms 20 0.15241600573062897 · ms 50 0.15404799580574036 · ms 80 0.15615999698638916

Identity
implementationLiger
projectLiger-Kernel
revisionunknown
workloadseq = 2048 · hidden = 512 · q_heads = 32 · kv_heads = 8 · bf16
comparison keysha256:ea6528bdd3143a05…
sourceLiger-Kernel benchmarks
external idllama4_rope/backward/liger/nvidia-h100-80gb-hbm3/hidden512-kv_heads8-q_heads32-seq2048-bf16/2025-08-07-21-42-04
sha256:9b5d45f0c671adc5bb2ace7…

Correctness

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

Workload

seq2048
hidden512
q_heads32
kv_heads8
kbf16 [1, 2048, 8, 16]
qbf16 [1, 2048, 32, 16]
definition comparatornot_asserted

Measurements

latency · median154.0 µs
latency · p20152.4 µs
latency · p80156.2 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": 154048
        },
        "primaryStatistic": "median"
      },
      "observedAt": "2025-08-07T21:42:04.000Z",
      "measurements": [
        {
          "unit": "ns",
          "value": 152416,
          "metric": "latency",
          "statistic": "p20"
        },
        {
          "unit": "ns",
          "value": 156160,
          "metric": "latency",
          "statistic": "p80"
        }
      ],
      "sourceNative": {
        "source": "liger-kernel-bench",
        "metrics": {
          "ms_20": 0.15241600573062897,
          "ms_50": 0.15404799580574036,
          "ms_80": 0.15615999698638916
        },
        "benchmark": "llama4_rope/backward",
        "externalId": "llama4_rope/backward/liger/nvidia-h100-80gb-hbm3/hidden512-kv_heads8-q_heads32-seq2048-bf16/2025-08-07-21-42-04"
      },
      "protocolDigest": "sha256:080e6e66e4ec75a131aa0c9121c74b8e8eed64e7b6d621d567c6a28f79548be8",
      "workloadDigest": "sha256:98c5e76b9fa318ddeea51b56d90bc6fb39d72e404e2d01dbb467e67f57ff63e8",
      "environmentDigest": "sha256:2750ae381d6de582f1eb6b9008e0987463d19ede8af127d97d76c5ae09121393",
      "implementationDigest": "sha256:7b16e7caa07229eb63274c52969e9742bd849258f08f13b57ebaa55928740b6d"
    },
    "metadata": {
      "name": "liger-llama4-rope-backward-liger-nvidia-h100-80gb-hbm3-hidden512-kv-heads8-q-heads32-seq2048-bf16-20",
      "title": "Llama 4 rotary position embedding · liger · backward",
      "labels": {
        "liger_version": "0.6.1"
      }
    },
    "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 backward pass of the module output given a random upstream gradient, 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-backward",
      "title": "Liger benchmark harness · backward 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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