Liger
SwiGLU MLP · seq = 16384 · batch = 2 · hidden = 2048 · intermediate = 4096 · bf16 · run 01a0202b-233d…
●passedReported evidence
Not re-observed recently.
Primary measurement
11.8msmedian
Rank 3 in its comparison group · source-native comparison · observed 2025-11-11
ms 20 11.841535568237305 · ms 50 11.841535568237305 · ms 80 11.841535568237305
Identity
implementationLiger
projectLiger-Kernel
revisionunknown
workloadseq = 16384 · batch = 2 · hidden = 2048 · intermediate = 4096 · bf16
comparison keysha256:d44e1037cd3ec7cc…
sourceLiger-Kernel benchmarks
external idtiled_swiglu/forward/liger_tiled/nvidia-geforce-rtx-4090/batch2-hidden2048-intermediate4096-seq16384-bf16/2025-11-11-06-23-15
sha256:842d7cd7c5aa252b39794ab…
Correctness
Marked passed by the source; the correctness policy was not published.
Workload
seq16384
batch2
hidden2048
intermediate4096
xbf16 [2, 16384, 2048]
w_upbf16 [4096, 2048]
w_downbf16 [2048, 4096]
w_gatebf16 [4096, 2048]
definition comparatornot_asserted
Measurements
latency · median11.8 ms
latency · p2011.8 ms
latency · p8011.8 ms
Protocol
harnessLiger-Kernel benchmark scripts
timercuda_events
primaryStatisticmedian
comparabilityFamilyliger_kernel_bench
Environment
gpuNVIDIA GeForce RTX 4090 (sm_89)
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": 11841536
},
"primaryStatistic": "median"
},
"observedAt": "2025-11-11T06:23:15.000Z",
"measurements": [
{
"unit": "ns",
"value": 11841536,
"metric": "latency",
"statistic": "p20"
},
{
"unit": "ns",
"value": 11841536,
"metric": "latency",
"statistic": "p80"
}
],
"sourceNative": {
"source": "liger-kernel-bench",
"metrics": {
"ms_20": 11.841535568237305,
"ms_50": 11.841535568237305,
"ms_80": 11.841535568237305
},
"benchmark": "tiled_swiglu/forward",
"externalId": "tiled_swiglu/forward/liger_tiled/nvidia-geforce-rtx-4090/batch2-hidden2048-intermediate4096-seq16384-bf16/2025-11-11-06-23-15"
},
"protocolDigest": "sha256:a79eaf4df66c97c6adc1fb2d09df78682155d1ea86652ae0b70199875bde7747",
"workloadDigest": "sha256:377dfe73297fdb395c15c5e8c933a07b6ad134504165930b3c60e64995849079",
"environmentDigest": "sha256:e2646efafa5e5fbd428b49a99b1c076c10d51654a549c4e50ec36da7662d4328",
"implementationDigest": "sha256:70a682a3136a79d191bc46b7ccb18a8047564299ed31429e872c4b24efaa861f"
},
"metadata": {
"name": "liger-tiled-swiglu-forward-liger-tiled-nvidia-geforce-rtx-4090-batch2-hidden2048-intermediate4096-se",
"title": "SwiGLU MLP (tiled benchmark) · liger_tiled · forward",
"labels": {
"liger_version": "0.6.3"
}
},
"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 GeForce RTX 4090",
"architecture": "sm_89"
},
"software": {}
},
"metadata": {
"name": "liger-bench-nvidia-geforce-rtx-4090",
"title": "Liger benchmark host · GeForce RTX 4090"
},
"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 SwiGLU MLP →JSON