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Cross-entropy loss · vocab = 4096 · tokens = 16384 · fp32 · run 01a016ac-cdfe…
●passedReported evidence

Not re-observed recently.

Primary measurement
875.1µsmedian

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

Compare with #1 →

ms 20 0.87330561876297 · ms 50 0.8751360177993774 · ms 80 0.8773248195648193

Identity
implementationTransformers
projectHugging Face Transformers
revisionunknown
workloadvocab = 4096 · tokens = 16384 · fp32
comparison keysha256:089e78f1304ee31a…
sourceLiger-Kernel benchmarks
external idcross_entropy/forward/huggingface/nvidia-a100-sxm4-80gb/tokens16384-vocab4096-fp32/2024-09-03-15-31-40
sha256:d34a5ba372e232b027e632b…

Correctness

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

Workload

vocab4096
tokens16384
logitsfp32 [16384, 4096]
targetint64 [16384]
definition comparatornot_asserted

Measurements

latency · median875.1 µs
latency · p20873.3 µs
latency · p80877.3 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

Show manifest
{
  "run": {
    "kind": "BenchmarkRun",
    "spec": {
      "status": "passed",
      "timing": {
        "latencyNs": {
          "median": 875136
        },
        "primaryStatistic": "median"
      },
      "observedAt": "2024-09-03T15:31:40.000Z",
      "measurements": [
        {
          "unit": "ns",
          "value": 873306,
          "metric": "latency",
          "statistic": "p20"
        },
        {
          "unit": "ns",
          "value": 877325,
          "metric": "latency",
          "statistic": "p80"
        }
      ],
      "sourceNative": {
        "source": "liger-kernel-bench",
        "metrics": {
          "ms_20": 0.87330561876297,
          "ms_50": 0.8751360177993774,
          "ms_80": 0.8773248195648193
        },
        "benchmark": "cross_entropy/forward",
        "externalId": "cross_entropy/forward/huggingface/nvidia-a100-sxm4-80gb/tokens16384-vocab4096-fp32/2024-09-03-15-31-40"
      },
      "protocolDigest": "sha256:a79eaf4df66c97c6adc1fb2d09df78682155d1ea86652ae0b70199875bde7747",
      "workloadDigest": "sha256:df069011a833333c75db108c9ab4f5218a0504fc94981ec3a1241be70443d1f1",
      "environmentDigest": "sha256:90c9e2764222f592477cfccf3373519add5a1b881563956ad058c4f99e41b6b9",
      "implementationDigest": "sha256:e0cac84069716c13a12baba7a06ee95fcbd3defdc1b61e82f1163eb5760a5687"
    },
    "metadata": {
      "name": "liger-cross-entropy-forward-huggingface-nvidia-a100-sxm4-80gb-tokens16384-vocab4096-fp32-2024-09-03-",
      "title": "Cross-entropy loss · 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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