Transformers

{
  "run": {
    "kind": "BenchmarkRun",
    "spec": {
      "status": "passed",
      "timing": {
        "latencyNs": {
          "median": 492534210
        },
        "primaryStatistic": "median"
      },
      "observedAt": "2024-11-13T21:25:58.000Z",
      "measurements": [
        {
          "unit": "ns",
          "value": 492534210,
          "metric": "latency",
          "statistic": "p20"
        },
        {
          "unit": "ns",
          "value": 492534210,
          "metric": "latency",
          "statistic": "p80"
        }
      ],
      "sourceNative": {
        "source": "liger-kernel-bench",
        "metrics": {
          "ms_20": 492.5342102050781,
          "ms_50": 492.5342102050781,
          "ms_80": 492.5342102050781
        },
        "benchmark": "fused_linear_orpo_loss/full",
        "externalId": "fused_linear_orpo_loss/full/huggingface/nvidia-a100-sxm4-80gb/batch8-hidden4096-seq4096-vocab128256-bf16/2024-11-13-21-25-58"
      },
      "protocolDigest": "sha256:5b02ee9a2140fbc6fcc1c89800f6c177ba22718c8897cb532bf0ba91867c1e58",
      "workloadDigest": "sha256:f0b218c8347bff48f96b89c9713ed0291bfb1b2d72aa747d339e82c665470974",
      "environmentDigest": "sha256:90c9e2764222f592477cfccf3373519add5a1b881563956ad058c4f99e41b6b9",
      "implementationDigest": "sha256:5d3abd82b7390063c125f70bd451418ae67f5557e714afb5271f4cbf00c92703"
    },
    "metadata": {
      "name": "liger-fused-linear-orpo-loss-full-huggingface-nvidia-a100-sxm4-80gb-batch8-hidden4096-seq4096-vocab1",
      "title": "Fused linear + ORPO loss · huggingface · full",
      "labels": {
        "liger_version": "0.4.0"
      }
    },
    "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 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"
  }
}