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Rotary position embedding · seq = 2048 · hidden = 8192 · q_heads = 32 · kv_heads = 8 · bf16 · run 01a016ae-3055…
●passedReported evidence

Not re-observed recently.

Primary measurement
516.1µsmedian

Rank 3 in its comparison group · source-native comparison · observed 2024-09-03

Compare with #1 →

ms 20 0.5155072212219238 · ms 50 0.5160959959030151 · ms 80 0.5169280171394348

Identity
implementationTransformers
projectHugging Face Transformers
revisionunknown
workloadseq = 2048 · hidden = 8192 · q_heads = 32 · kv_heads = 8 · bf16
comparison keysha256:ab4170f5d4b25438…
sourceLiger-Kernel benchmarks
external idrope/forward/huggingface/nvidia-a100-sxm4-80gb/hidden8192-kv_heads8-q_heads32-seq2048-bf16/2024-09-03-15-40-06
sha256:020233ff82ff6a4a7710d59…

Correctness

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

Workload

seq2048
hidden8192
q_heads32
kv_heads8
kbf16 [1, 8, 2048, 256]
qbf16 [1, 32, 2048, 256]
definition comparatornot_asserted

Measurements

latency · median516.1 µs
latency · p20515.5 µs
latency · p80516.9 µs

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": 516096
        },
        "primaryStatistic": "median"
      },
      "observedAt": "2024-09-03T15:40:06.000Z",
      "measurements": [
        {
          "unit": "ns",
          "value": 515507,
          "metric": "latency",
          "statistic": "p20"
        },
        {
          "unit": "ns",
          "value": 516928,
          "metric": "latency",
          "statistic": "p80"
        }
      ],
      "sourceNative": {
        "source": "liger-kernel-bench",
        "metrics": {
          "ms_20": 0.5155072212219238,
          "ms_50": 0.5160959959030151,
          "ms_80": 0.5169280171394348
        },
        "benchmark": "rope/forward",
        "externalId": "rope/forward/huggingface/nvidia-a100-sxm4-80gb/hidden8192-kv_heads8-q_heads32-seq2048-bf16/2024-09-03-15-40-06"
      },
      "protocolDigest": "sha256:a79eaf4df66c97c6adc1fb2d09df78682155d1ea86652ae0b70199875bde7747",
      "workloadDigest": "sha256:c66457140cb6cfc6fdcb24a3187286a041f2b04f37522e1bd65089aacf4cd0f3",
      "environmentDigest": "sha256:90c9e2764222f592477cfccf3373519add5a1b881563956ad058c4f99e41b6b9",
      "implementationDigest": "sha256:459baf6556e5536285c26b26d11eda4980b44d362142461d8e7e5b4f3900ce23"
    },
    "metadata": {
      "name": "liger-rope-forward-huggingface-nvidia-a100-sxm4-80gb-hidden8192-kv-heads8-q-heads32-seq2048-bf16-202",
      "title": "Rotary position embedding · huggingface · forward",
      "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 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 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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