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Softmax · rows = 2048 · hidden = 512 · bf16 · run 01a016ae-d24b…
●passedReported evidence

Not re-observed recently.

Primary measurement
19.5µsmedian

Rank 1 in its comparison group · source-native comparison · observed 2025-04-30

ms 20 0.01945599913597107 · ms 50 0.01945599913597107 · ms 80 0.01945599913597107

Identity
implementationPyTorch
projectPyTorch
revisionunknown
workloadrows = 2048 · hidden = 512 · bf16
comparison keysha256:8936f5d7b1e2d9ad…
sourceLiger-Kernel benchmarks
external idsoftmax/full/torch/nvidia-geforce-rtx-3090/hidden512-rows2048-bf16/2025-04-30-16-11-25
sha256:5278a4c13c8a2ad5f63e95a…

Correctness

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

Workload

rows2048
hidden512
xbf16 [2048, 512]
definition comparatornot_asserted

Measurements

latency · median19.5 µs
latency · p2019.5 µs
latency · p8019.5 µs

Protocol

harnessLiger-Kernel benchmark scripts
timercuda_events
primaryStatisticmedian
comparabilityFamilyliger_kernel_bench

Environment

gpuNVIDIA GeForce RTX 3090 (sm_86)

Artifacts

No artifacts published with this run.

Replications and notes

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Canonical manifest

Show manifest
{
  "run": {
    "kind": "BenchmarkRun",
    "spec": {
      "status": "passed",
      "timing": {
        "latencyNs": {
          "median": 19456
        },
        "primaryStatistic": "median"
      },
      "observedAt": "2025-04-30T16:11:25.000Z",
      "measurements": [
        {
          "unit": "ns",
          "value": 19456,
          "metric": "latency",
          "statistic": "p20"
        },
        {
          "unit": "ns",
          "value": 19456,
          "metric": "latency",
          "statistic": "p80"
        }
      ],
      "sourceNative": {
        "source": "liger-kernel-bench",
        "metrics": {
          "ms_20": 0.01945599913597107,
          "ms_50": 0.01945599913597107,
          "ms_80": 0.01945599913597107
        },
        "benchmark": "softmax/full",
        "externalId": "softmax/full/torch/nvidia-geforce-rtx-3090/hidden512-rows2048-bf16/2025-04-30-16-11-25"
      },
      "protocolDigest": "sha256:5b02ee9a2140fbc6fcc1c89800f6c177ba22718c8897cb532bf0ba91867c1e58",
      "workloadDigest": "sha256:0b21d8199a942d9c6f12d9c02bfd41ff86b9588b73ae367e82e67b61d29f0597",
      "environmentDigest": "sha256:b12fdfab6a337672499b10212a1e986e49e4383777bd7cbb58321b09af4bf6a3",
      "implementationDigest": "sha256:643178d96c20c26e7a3c3c424ad25f85170a76224689482539da1059ff9aacea"
    },
    "metadata": {
      "name": "liger-softmax-full-torch-nvidia-geforce-rtx-3090-hidden512-rows2048-bf16-2025-04-30-16-11-25",
      "title": "Softmax · torch · full",
      "labels": {
        "liger_version": "0.5.8"
      }
    },
    "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"
  },
  "environment": {
    "kind": "ExecutionEnvironment",
    "spec": {
      "hardware": {
        "vendor": "nvidia",
        "product": "NVIDIA GeForce RTX 3090",
        "architecture": "sm_86"
      },
      "software": {}
    },
    "metadata": {
      "name": "liger-bench-nvidia-geforce-rtx-3090",
      "title": "Liger benchmark host · GeForce RTX 3090"
    },
    "apiVersion": "kernelindex.dev/v1alpha1"
  }
}
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Published 2026-08-18 · Liger-Kernel benchmarks · BSD-2-ClauseAll results for Softmax →JSON