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GRPO loss, token-level importance sampling · seq = 1024 · batch = 8 · vocab = 128256 · bf16 · run 01a0202b-232b…
●passedReported evidence

Not re-observed recently.

Primary measurement
1.89msmedian

Rank 1 in its comparison group · source-native comparison · observed 2025-08-05

ms 20 1.8892799615859985 · ms 50 1.891327977180481 · ms 80 1.8933759927749634

Identity
implementationLiger
projectLiger-Kernel
revisionunknown
workloadseq = 1024 · batch = 8 · vocab = 128256 · bf16
comparison keysha256:4041cd242afe076f…
sourceLiger-Kernel benchmarks
external idfused_linear_grpo_loss_sequence/backward/liger/nvidia-a100-sxm4-80gb/batch8-seq1024-vocab128256-bf16/2025-08-05-00-12-14
sha256:765ba472e909ea4c0df976b…

Correctness

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

Workload

seq1024
batch8
vocab128256
logitsbf16 [8, 1025, 128256]
advantagesbf16 [8]
completion_idsint64 [8, 1024]
definition comparatornot_asserted

Measurements

latency · median1.89 ms
latency · p201.89 ms
latency · p801.89 ms

Protocol

harnessLiger-Kernel benchmark scripts
timercuda_events
primaryStatisticmedian
comparabilityFamilyliger_kernel_bench

Environment

gpuNVIDIA A100 (sm_80)

Artifacts

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Replications and notes

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Canonical manifest

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{
  "run": {
    "kind": "BenchmarkRun",
    "spec": {
      "status": "passed",
      "timing": {
        "latencyNs": {
          "median": 1891328
        },
        "primaryStatistic": "median"
      },
      "observedAt": "2025-08-05T00:12:14.000Z",
      "measurements": [
        {
          "unit": "ns",
          "value": 1889280,
          "metric": "latency",
          "statistic": "p20"
        },
        {
          "unit": "ns",
          "value": 1893376,
          "metric": "latency",
          "statistic": "p80"
        }
      ],
      "sourceNative": {
        "source": "liger-kernel-bench",
        "metrics": {
          "ms_20": 1.8892799615859985,
          "ms_50": 1.891327977180481,
          "ms_80": 1.8933759927749634
        },
        "benchmark": "fused_linear_grpo_loss_sequence/backward",
        "externalId": "fused_linear_grpo_loss_sequence/backward/liger/nvidia-a100-sxm4-80gb/batch8-seq1024-vocab128256-bf16/2025-08-05-00-12-14"
      },
      "protocolDigest": "sha256:080e6e66e4ec75a131aa0c9121c74b8e8eed64e7b6d621d567c6a28f79548be8",
      "workloadDigest": "sha256:c9b1deed401ba738e7aba8f93ab710d46e352da6032eb723883ef502e01b39b0",
      "environmentDigest": "sha256:90c9e2764222f592477cfccf3373519add5a1b881563956ad058c4f99e41b6b9",
      "implementationDigest": "sha256:28174c2e416258f1e1b426e1c8becc299d62316ec2dec05909fb7a5e076e001a"
    },
    "metadata": {
      "name": "liger-fused-linear-grpo-loss-sequence-backward-liger-nvidia-a100-sxm4-80gb-batch8-seq1024-vocab12825",
      "title": "GRPO loss, sequence-level importance sampling · liger · backward",
      "labels": {
        "liger_version": "0.6.1"
      }
    },
    "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 backward pass of the module output given a random upstream gradient, 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-backward",
      "title": "Liger benchmark harness · backward 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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