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Rotary position embedding · seq = 4096 · hidden = 8192 · q_heads = 32 · kv_heads = 8 · bf16 · run 01a016ae-52be…
●passedReported evidence

Not re-observed recently.

Primary measurement
2.18msmedian

Rank 2 in its comparison group · source-native comparison · observed 2024-09-03

Compare with #1 →

ms 20 2.175136089324951 · ms 50 2.176192045211792 · ms 80 2.177433729171753

Identity
implementationTransformers
projectHugging Face Transformers
revisionunknown
workloadseq = 4096 · hidden = 8192 · q_heads = 32 · kv_heads = 8 · bf16
comparison keysha256:59c8aad0307ecba7…
sourceLiger-Kernel benchmarks
external idrope/full/huggingface/nvidia-a100-sxm4-80gb/hidden8192-kv_heads8-q_heads32-seq4096-bf16/2024-09-03-15-40-14
sha256:5b40d054c76fc0bd5898d9a…

Correctness

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

Workload

seq4096
hidden8192
q_heads32
kv_heads8
kbf16 [1, 8, 4096, 256]
qbf16 [1, 32, 4096, 256]
definition comparatornot_asserted

Measurements

latency · median2.18 ms
latency · p202.18 ms
latency · p802.18 ms

Protocol

harnessLiger-Kernel benchmark scripts
timercuda_events
primaryStatisticmedian
comparabilityFamilyliger_kernel_bench

Environment

gpuNVIDIA A100 (sm_80)

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": 2176192
        },
        "primaryStatistic": "median"
      },
      "observedAt": "2024-09-03T15:40:14.000Z",
      "measurements": [
        {
          "unit": "ns",
          "value": 2175136,
          "metric": "latency",
          "statistic": "p20"
        },
        {
          "unit": "ns",
          "value": 2177434,
          "metric": "latency",
          "statistic": "p80"
        }
      ],
      "sourceNative": {
        "source": "liger-kernel-bench",
        "metrics": {
          "ms_20": 2.175136089324951,
          "ms_50": 2.176192045211792,
          "ms_80": 2.177433729171753
        },
        "benchmark": "rope/full",
        "externalId": "rope/full/huggingface/nvidia-a100-sxm4-80gb/hidden8192-kv_heads8-q_heads32-seq4096-bf16/2024-09-03-15-40-14"
      },
      "protocolDigest": "sha256:5b02ee9a2140fbc6fcc1c89800f6c177ba22718c8897cb532bf0ba91867c1e58",
      "workloadDigest": "sha256:29ee69f1665e3543c77a8d37b49448e7e1ed1f1d9a8a1cde0178b8e117a1e503",
      "environmentDigest": "sha256:90c9e2764222f592477cfccf3373519add5a1b881563956ad058c4f99e41b6b9",
      "implementationDigest": "sha256:459baf6556e5536285c26b26d11eda4980b44d362142461d8e7e5b4f3900ce23"
    },
    "metadata": {
      "name": "liger-rope-full-huggingface-nvidia-a100-sxm4-80gb-hidden8192-kv-heads8-q-heads32-seq4096-bf16-2024-0",
      "title": "Rotary position embedding · huggingface · full",
      "labels": {
        "liger_version": "0.2.1"
      }
    },
    "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 forward pass plus the backward 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-full",
      "title": "Liger benchmark harness · full pass"
    },
    "apiVersion": "kernelindex.dev/v1alpha1"
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  "environment": {
    "kind": "ExecutionEnvironment",
    "spec": {
      "hardware": {
        "vendor": "nvidia",
        "product": "NVIDIA A100",
        "formFactor": "SXM4-80GB",
        "architecture": "sm_80"
      },
      "software": {}
    },
    "metadata": {
      "name": "liger-bench-nvidia-a100-sxm4-80gb",
      "title": "Liger benchmark host · A100-SXM4-80GB"
    },
    "apiVersion": "kernelindex.dev/v1alpha1"
  }
}
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