Liger
Fused MoE expert MLP · k = 8 · hidden = 2048 · tokens = 4096 · experts = 128 · intermediate = 768 · bf16 · run 01a0202b-2356…
●passedReported evidence
Not re-observed recently.
Primary measurement
1.25msmedian
Rank 1 in its comparison group · source-native comparison · observed 2026-04-02
ms 20 1.249452829360962 · ms 50 1.2509759664535522 · ms 80 1.2559295892715454
Identity
implementationLiger
projectLiger-Kernel
revisionunknown
workloadk = 8 · hidden = 2048 · tokens = 4096 · experts = 128 · intermediate = 768 · bf16
comparison keysha256:b11bf0b9812740be…
sourceLiger-Kernel benchmarks
external idfused_moe/forward/liger/nvidia-h100-80gb-hbm3/experts128-hidden2048-intermediate768-k8-tokens4096-bf16/2026-04-02-23-57-51
sha256:5cbedfc1e0497f9164ddf78…
Correctness
Marked passed by the source; the correctness policy was not published.
Workload
k8
hidden2048
tokens4096
experts128
intermediate768
xbf16 [4096, 2048]
down_projbf16 [128, 2048, 768]
top_k_indexint32 [4096, 8]
gate_up_projbf16 [128, 1536, 2048]
top_k_weightsbf16 [4096, 8]
definition comparatornot_asserted
Measurements
latency · median1.25 ms
latency · p201.25 ms
latency · p801.26 ms
Protocol
harnessLiger-Kernel benchmark scripts
timercuda_events
primaryStatisticmedian
comparabilityFamilyliger_kernel_bench
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
Canonical manifest
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{
"run": {
"kind": "BenchmarkRun",
"spec": {
"status": "passed",
"timing": {
"latencyNs": {
"median": 1250976
},
"primaryStatistic": "median"
},
"observedAt": "2026-04-02T23:57:51.000Z",
"measurements": [
{
"unit": "ns",
"value": 1249453,
"metric": "latency",
"statistic": "p20"
},
{
"unit": "ns",
"value": 1255930,
"metric": "latency",
"statistic": "p80"
}
],
"sourceNative": {
"source": "liger-kernel-bench",
"metrics": {
"ms_20": 1.249452829360962,
"ms_50": 1.2509759664535522,
"ms_80": 1.2559295892715454
},
"benchmark": "fused_moe/forward",
"externalId": "fused_moe/forward/liger/nvidia-h100-80gb-hbm3/experts128-hidden2048-intermediate768-k8-tokens4096-bf16/2026-04-02-23-57-51"
},
"protocolDigest": "sha256:a79eaf4df66c97c6adc1fb2d09df78682155d1ea86652ae0b70199875bde7747",
"workloadDigest": "sha256:3dbbb177bdbe6bd0d5f2a47626eb8f64c0f919ac31ffbe7542ae3f986a62b772",
"environmentDigest": "sha256:2750ae381d6de582f1eb6b9008e0987463d19ede8af127d97d76c5ae09121393",
"implementationDigest": "sha256:2e70f82ea50dfe4f5eacef6799a786ced87fba66276661269d9820e9909cfce5"
},
"metadata": {
"name": "liger-fused-moe-forward-liger-nvidia-h100-80gb-hbm3-experts128-hidden2048-intermediate768-k8-tokens4",
"title": "Fused MoE expert MLP · liger · forward",
"labels": {
"liger_version": "0.7.0"
}
},
"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 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"
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"environment": {
"kind": "ExecutionEnvironment",
"spec": {
"hardware": {
"vendor": "nvidia",
"product": "NVIDIA H100",
"formFactor": "80GB HBM3",
"architecture": "sm_90"
},
"software": {}
},
"metadata": {
"name": "liger-bench-nvidia-h100-80gb-hbm3",
"title": "Liger benchmark host · H100 80GB HBM3"
},
"apiVersion": "kernelindex.dev/v1alpha1"
}
}Cite this record (permalink, digest, access date)
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Published 2026-08-20 · Liger-Kernel benchmarks · BSD-2-ClauseAll results for Fused MoE expert MLP →JSON