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PyTorch eager

HuberLoss · batch_size = 32768 · fp32 · run 01a03f0e-f837…
●passedReported evidence

Not re-observed recently.

Primary measurement
9.00ms±0.00 · mean of 100

Rank 2 in its comparison group · source-native comparison · observed 2026-03-05

Compare with #1 →

max ms 9.05 · min ms 8.99 · std ms 0.00792 · mean ms 9

Identity
implementationPyTorch eager
projectPyTorch
revisionunknown
workloadbatch_size = 32768 · fp32
comparison keysha256:05372593bcff5dc4…
sourceKernelBench baseline timings
external idH100_PCIe_LambdaLabs/torch/level1/96_HuberLoss.py
sha256:2e8b1e9d24bc19486ca0810…

Correctness

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

Workload

batch_size32768
input_2fp32 [32768, 32768]
input_3fp32 [32768, 32768]
definition comparatornot_asserted

Measurements

latency · max9.05 ms · n=100
latency · mean9.00 ms · n=100
latency · min8.99 ms · n=100
latency · std7.92 µs

Protocol

harnessKernelBench timing scripts
timercuda_events
primaryStatisticmean
comparabilityFamilykernelbench_baseline_timing

Environment

gpuNVIDIA H100 (sm_90)

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": {
        "samples": 100,
        "latencyNs": {
          "mean": 9000000,
          "maximum": 9050000,
          "minimum": 8990000,
          "confidence95": [
            8998448,
            9001552
          ]
        },
        "primaryStatistic": "mean"
      },
      "observedAt": "2026-03-05T08:38:15.000Z",
      "measurements": [
        {
          "unit": "ns",
          "value": 7920,
          "metric": "latency",
          "statistic": "std"
        }
      ],
      "sourceNative": {
        "source": "kernelbench",
        "metrics": {
          "max_ms": 9.05,
          "min_ms": 8.99,
          "std_ms": 0.00792,
          "mean_ms": 9
        },
        "benchmark": "H100_PCIe_LambdaLabs/baseline_time_torch.json",
        "externalId": "H100_PCIe_LambdaLabs/torch/level1/96_HuberLoss.py"
      },
      "protocolDigest": "sha256:547725b033a9911eae0c5ac362344a85aed824894ed4ab476af945b9bb491ea6",
      "workloadDigest": "sha256:b29e82548e8c78a362b37ca97fee35133a99efc99bbb7bb042bcb56d6fbba1e0",
      "environmentDigest": "sha256:89f9b28b06758f22a1df331fea58bfde2c9cc0f3627d1829509743ea538f0011",
      "implementationDigest": "sha256:85a252d7cc7b1d5cdfc464ba3c5f1313368624d0d2b5239b7060cc16cbaab2a8"
    },
    "metadata": {
      "name": "kernelbench-h100-pcie-lambdalabs-torch-l1-96-huberloss",
      "title": "HuberLoss · PyTorch eager · Lambda Labs"
    },
    "apiVersion": "kernelindex.dev/v1alpha1"
  },
  "protocol": {
    "kind": "BenchmarkProtocol",
    "spec": {
      "harness": {
        "name": "KernelBench timing scripts",
        "repository": "https://github.com/ScalingIntelligence/KernelBench"
      },
      "measurement": {
        "timer": "cuda_events",
        "primaryStatistic": "mean"
      },
      "comparability": {
        "notes": "Mean of 100 timed forward passes (CUDA events, warm-up excluded) of the reference module on fixed inputs; the 95% interval is the mean's, from the reported standard deviation. The upstream JSON records no torch or CUDA version. Comparable only within one problem and one timing host.",
        "family": "kernelbench_baseline_timing"
      }
    },
    "metadata": {
      "name": "kernelbench-timing-v1",
      "title": "KernelBench baseline timing"
    },
    "apiVersion": "kernelindex.dev/v1alpha1"
  },
  "environment": {
    "kind": "ExecutionEnvironment",
    "spec": {
      "hardware": {
        "vendor": "nvidia",
        "product": "NVIDIA H100",
        "formFactor": "PCIe",
        "architecture": "sm_90"
      },
      "software": {}
    },
    "metadata": {
      "name": "kernelbench-h100-pcie-lambdalabs",
      "title": "KernelBench host · H100 PCIe (Lambda Labs)"
    },
    "apiVersion": "kernelindex.dev/v1alpha1"
  }
}
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