Liger
Fused MoE expert MLP · k = 8 · hidden = 2048 · tokens = 8192 · experts = 32 · intermediate = 768 · bf16 · run 01a0202b-240f…
●passedReported evidence
Primary measurement
4.77msmedian
Rank 1 in its comparison group · source-native comparison · observed 2026-04-02
ms 20 4.76996488571167 · ms 50 4.771520137786865 · ms 80 4.77307538986206
Identity
implementationLiger
projectLiger-Kernel
revisionunknown
workloadk = 8 · hidden = 2048 · tokens = 8192 · experts = 32 · intermediate = 768 · bf16
comparison keysha256:7b72896ede4199ee…
sourceLiger-Kernel benchmarks
external idfused_moe/backward/liger/nvidia-h100-80gb-hbm3/experts32-hidden2048-intermediate768-k8-tokens8192-bf16/2026-04-02-23-59-45
sha256:063e33983dfccbff2d3ff6c…
Correctness
Marked passed by the source; the correctness policy was not published.
Workload
k8
hidden2048
tokens8192
experts32
intermediate768
xbf16 [8192, 2048]
down_projbf16 [32, 2048, 768]
top_k_indexint32 [8192, 8]
gate_up_projbf16 [32, 1536, 2048]
top_k_weightsbf16 [8192, 8]
definition comparatornot_asserted
Measurements
latency · median4.77 ms
latency · p204.77 ms
latency · p804.77 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": 4771520
},
"primaryStatistic": "median"
},
"observedAt": "2026-04-02T23:59:45.000Z",
"measurements": [
{
"unit": "ns",
"value": 4769965,
"metric": "latency",
"statistic": "p20"
},
{
"unit": "ns",
"value": 4773075,
"metric": "latency",
"statistic": "p80"
}
],
"sourceNative": {
"source": "liger-kernel-bench",
"metrics": {
"ms_20": 4.76996488571167,
"ms_50": 4.771520137786865,
"ms_80": 4.77307538986206
},
"benchmark": "fused_moe/backward",
"externalId": "fused_moe/backward/liger/nvidia-h100-80gb-hbm3/experts32-hidden2048-intermediate768-k8-tokens8192-bf16/2026-04-02-23-59-45"
},
"protocolDigest": "sha256:080e6e66e4ec75a131aa0c9121c74b8e8eed64e7b6d621d567c6a28f79548be8",
"workloadDigest": "sha256:a5a07bf085162e8fa6408b04ae2f483b4b98084d43cde827d7e308042d07f376",
"environmentDigest": "sha256:2750ae381d6de582f1eb6b9008e0987463d19ede8af127d97d76c5ae09121393",
"implementationDigest": "sha256:2e70f82ea50dfe4f5eacef6799a786ced87fba66276661269d9820e9909cfce5"
},
"metadata": {
"name": "liger-fused-moe-backward-liger-nvidia-h100-80gb-hbm3-experts32-hidden2048-intermediate768-k8-tokens8",
"title": "Fused MoE expert MLP · liger · backward",
"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 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 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