Skip to content
KernelIndex
Search⌘K

PyTorch eager

ConvTranspose2d Mish Add Hardtanh Scaling · width = 128 · height = 128 · batch_size = 128 · in_channels = 64 · fp32 · run 01a03f0e-f6d2…
●passedReported evidence

Not re-observed recently.

Primary measurement
10.9ms±0.01 · mean of 100

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

Compare with #1 →

max ms 11.6 · min ms 10.9 · std ms 0.0718 · mean ms 10.9

Identity
implementationPyTorch eager
projectPyTorch
revisionunknown
workloadwidth = 128 · height = 128 · batch_size = 128 · in_channels = 64 · fp32
comparison keysha256:0fca1b99ea5068d1…
sourceKernelBench baseline timings
external idH100_Modal/torch/level2/16_ConvTranspose2d_Mish_Add_Hardtanh_Scaling.py
sha256:b845d528637b25376d988cd…

Correctness

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

Workload

width128
height128
batch_size128
in_channels64
input_1fp32 [128, 64, 128, 128]
definition comparatornot_asserted

Measurements

latency · max11.6 ms · n=100
latency · mean10.9 ms · n=100
latency · min10.9 ms · n=100
latency · std71.8 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

No attestations yet.

Community attestations. They never change the evidence level; only a KernelIndex-controlled rerun does.

Add a reproduction or note
I

Published under your account name. Community attestations never change the evidence level; a maintainer can hide abuse.

Canonical manifest

Show manifest
{
  "run": {
    "kind": "BenchmarkRun",
    "spec": {
      "status": "passed",
      "timing": {
        "samples": 100,
        "latencyNs": {
          "mean": 10900000,
          "maximum": 11600000,
          "minimum": 10900000,
          "confidence95": [
            10900000,
            10914073
          ]
        },
        "primaryStatistic": "mean"
      },
      "observedAt": "2026-03-05T08:38:15.000Z",
      "measurements": [
        {
          "unit": "ns",
          "value": 71800,
          "metric": "latency",
          "statistic": "std"
        }
      ],
      "sourceNative": {
        "source": "kernelbench",
        "metrics": {
          "max_ms": 11.6,
          "min_ms": 10.9,
          "std_ms": 0.0718,
          "mean_ms": 10.9
        },
        "benchmark": "H100_Modal/baseline_time_torch.json",
        "externalId": "H100_Modal/torch/level2/16_ConvTranspose2d_Mish_Add_Hardtanh_Scaling.py"
      },
      "protocolDigest": "sha256:547725b033a9911eae0c5ac362344a85aed824894ed4ab476af945b9bb491ea6",
      "workloadDigest": "sha256:fae8192b7e6e173ab9e88ad0bd768ee525dd4d0ceaa80f3ec5196ef4bc081d55",
      "environmentDigest": "sha256:2750ae381d6de582f1eb6b9008e0987463d19ede8af127d97d76c5ae09121393",
      "implementationDigest": "sha256:0867a98cf1bbbcf5fae3d96d1ad3dc0d802d9fb49980fa5aeb042e57ff3e43f8"
    },
    "metadata": {
      "name": "kernelbench-h100-modal-torch-l2-16-convtranspose2d-mish-add-hardtanh-scaling",
      "title": "ConvTranspose2d Mish Add Hardtanh Scaling · PyTorch eager · Modal"
    },
    "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": "80GB HBM3",
        "architecture": "sm_90"
      },
      "software": {}
    },
    "metadata": {
      "name": "kernelbench-h100-modal",
      "title": "KernelBench host · H100 80GB HBM3 (Modal)"
    },
    "apiVersion": "kernelindex.dev/v1alpha1"
  }
}
Cite this record (permalink, digest, access date)
Report an issue with this run

A maintainer reviews every report. If accepted, the record is retracted or superseded; its history stays visible.