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Inference Hardware Leaderboard

On frontier hardware at 8 chips, at or above 30 output tokens a second per request, the top figure is 170 output tokens a second per chip on DeepSeek-V4-Pro, as of September 2026.

DeepSeek-V4-Pro on agentic traces

tokens a second per chip · 6 ranked

Ranked at 8 chips, at or above 30 output tokens a second per request. Each chip’s fastest published run at that point leads its group, and every other run it has is beneath it.

30
Columns 8 of 10

Choose a chip to see every run it has published, at every concurrency.

Click a column heading to sort the ranked rows.

DeepSeek-V4-Pro on agentic traces, generated tokens a second per chip, alongside the rate one request sees. Data as of 15 September 2026.

What the columns mean
Rank
Where a chip sits on one ranking, ordered by output tokens a second per chip at the minimum rate set above. A ranking is one model revision at one prompt and answer shape at one deployment size, so a rank here is never a rank against another, and with several on the page the numbers repeat. Sorting by another column leaves them alone.
Accelerator
The chip and how many of it. The count is part of the row rather than a footnote, because the figure beside it is that figure divided by the count. Every run the chip has on this ranking is a row beneath the leading one.
Output tokens a second per chip
Generated tokens only, per physical chip, copied as the source publishes it. Prompt tokens are not counted: on a replayed conversation they are over 99% of the traffic, and counting them would put a figure over a hundred times too large under this heading. The bar is the row's share of the top figure on its own ranking.
Per request
Output tokens a second one caller sees. Every ranked row clears the minimum set above, and this is where on its curve it landed: two rows clearing 30 can sit at 34 and at 108, which is most of why one chip outranks another. It trades against throughput, because a chip serving more requests at once makes more tokens in total and fewer for each one.
Concurrency
How many requests were in flight when the run was measured. It is what separates one run of a chip from another, and it is the axis the source sweeps to draw the curve the two columns to its left sit on.
First token
How long the caller waited before the first output token arrived, at that concurrency, as published. Lower is better, so the first click on this heading puts the fastest first.
Per output token
The gap between output tokens once generation is under way. Off until you ask for it. It is the per request rate seen the other way round, so the two never disagree; it is offered because latency budgets are written in milliseconds a token.
All chips together
What the whole deployment generates, rather than one chip's share of it. The source publishes it for its agentic runs only, so on the single turn shapes it is the null marker. It is not the per chip figure multiplied out, because a figure the data does not hold is left absent.
Configuration
What produced the figure: the framework, the precision, and any of speculative decoding, a disaggregated deployment or one spanning nodes. None of it is adjusted for, and a chip run on a newer framework than its neighbour keeps the advantage that gave it. The container image beneath the leading run is the version, and the two together are the recipe.
Run
The workflow run that produced the figure, and the date it ran. Every figure on this table links one. Nothing here was measured by this site.
Every ranking on the board, generated tokens a second per chip. A ranking is one model revision at one prompt and answer shape at one deployment size, chosen by the selects above the table.
RankAcceleratorOutput tokens a second per chipPer requestConcurrencyFirst tokenPer output tokenAll chips togetherConfigurationRun
AMD MI355X ×833512.82569.89 s78.1 ms2,679atom · fp4 · mtp2026-08-31
AMD MI355X ×826719.71289.09 s50.7 ms2,134atom · fp4 · mtp2026-08-31
AMD MI355X ×823514.816012.02 s67.7 ms1,883sglang · fp4 · mtp2026-09-05
AMD MI355X ×823017.21285.62 s58.0 ms1,843sglang · fp4 · mtp2026-09-05
AMD MI355X ×822924.0968.90 s41.7 ms1,829atom · fp4 · mtp2026-08-31
AMD MI355X ×821921.3964.63 s46.9 ms1,754sglang · fp4 · mtp2026-09-05
1AMD MI355X ×8AMDDeepSeek-V4-Pro on agentic traces17039.2649.39 s25.5 ms1,363atom · fp4 · mtprocm/atom-dev:nightly_2026082808582026-08-31
AMD MI355X ×816831.1643.18 s32.1 ms1,344sglang · fp4 · mtp2026-09-05
AMD MI355X ×814644.348818 ms22.6 ms1,169sglang · fp4 · mtp2026-09-05
AMD MI355X ×812551.1489.89 s19.6 ms998atom · fp4 · mtp2026-08-31
AMD MI355X ×811732.6481.02 s30.7 ms938vllm · fp4 · mtp2026-09-09
AMD MI355X ×811767.932690 ms14.7 ms935sglang · fp4 · mtp2026-09-05
AMD MI355X ×811340.940933 ms24.4 ms905vllm · fp4 · mtp2026-09-09
AMD MI355X ×811226.1561.13 s38.3 ms897vllm · fp4 · mtp2026-09-09
AMD MI355X ×897.648.932895 ms20.4 ms781vllm · fp4 · mtp2026-09-09
AMD MI355X ×884.213.4642.86 s74.4 ms673vllm · fp4 · mtp2026-09-09
AMD MI355X ×870.910516515 ms9.5 ms567sglang · fp4 · mtp2026-09-05
AMD MI355X ×866.683.016523 ms12.1 ms533atom · fp4 · mtp2026-08-31
AMD MI355X ×866.517.3641.71 s57.8 ms532vllm · fp4 · mtp2026-09-09
AMD MI355X ×864.379.116694 ms12.6 ms514vllm · fp4 · mtp2026-09-09
AMD MI355X ×838.91128535 ms8.9 ms312atom · fp4 · mtp2026-08-31
AMD MI355X ×837.81058624 ms9.5 ms303vllm · fp4 · mtp2026-09-09
AMD MI355X ×820.21284568 ms7.8 ms162atom · fp4 · mtp2026-08-31
AMD MI355X ×819.51234566 ms8.1 ms156vllm · fp4 · mtp2026-09-09
AMD MI355X ×814.41352636 ms7.4 ms115atom · fp4 · mtp2026-08-31
AMD MI355X ×812.11401766 ms7.1 ms97.0atom · fp4 · mtp2026-08-31
AMD MI355X ×811.41331958 ms7.5 ms91.5vllm · fp4 · mtp2026-09-09
2NVIDIA B300 ×8NVIDIADeepSeek-V4-Pro on agentic traces12683.632547 ms12.0 ms1,005sglang · fp4 · mtplmsysorg/sglang:nightly-dev-cu13-20260827-20621aa12026-09-01
NVIDIA B300 ×875.512316393 ms8.1 ms604sglang · fp4 · mtp2026-09-01
NVIDIA B300 ×844.21668358 ms6.0 ms353sglang · fp4 · mtp2026-09-01
NVIDIA B300 ×824.31934394 ms5.2 ms195sglang · fp4 · mtp2026-09-01
NVIDIA B300 ×824.21944273 ms5.2 ms194vllm · fp4 · mtp2026-08-11
NVIDIA B300 ×814.62031735 ms4.9 ms117sglang · fp4 · mtp2026-09-01
NVIDIA B300 ×814.52041418 ms4.9 ms116vllm · fp4 · mtp2026-08-11
3NVIDIA B200 ×8NVIDIADeepSeek-V4-Pro on agentic traces81.316816552 ms6.0 ms651sglang · fp4 · draft_modellmsysorg/sglang:nightly-dev-20260827-20621aa12026-09-08
NVIDIA B200 ×867.310714430 ms9.3 ms538vllm · fp4 · mtp2026-08-22
NVIDIA B200 ×859.020810531 ms4.8 ms472sglang · fp4 · draft_model2026-09-08
NVIDIA B200 ×848.92288491 ms4.4 ms392sglang · fp4 · draft_model2026-09-08
NVIDIA B200 ×842.71498453 ms6.7 ms342vllm · fp4 · mtp2026-08-22
NVIDIA B200 ×830.72705474 ms3.7 ms246sglang · fp4 · draft_model2026-09-08
NVIDIA B200 ×827.42794518 ms3.6 ms219sglang · fp4 · draft_model2026-09-08
NVIDIA B200 ×825.72863523 ms3.5 ms206sglang · fp4 · draft_model2026-09-08
NVIDIA B200 ×822.91864417 ms5.4 ms183vllm · fp4 · mtp2026-08-22
NVIDIA B200 ×820.62982509 ms3.4 ms165sglang · fp4 · draft_model2026-09-08
NVIDIA B200 ×817.62981830 ms3.4 ms141sglang · fp4 · draft_model2026-09-08
NVIDIA B200 ×813.81841545 ms5.4 ms111vllm · fp4 · mtp2026-08-22
4NVIDIA GB200 ×8NVIDIADeepSeek-V4-Pro on agentic traces41.01458634 ms6.9 ms328dynamo-vllm · fp4 · mtp · multi-nodevllm/vllm-openai:nightly-dev-arm64-cu13.0.1-426e59f2026-08-18
NVIDIA GB200 ×822.71914533 ms5.2 ms182dynamo-vllm · fp4 · mtp · multi-node2026-08-18
NVIDIA GB200 ×814.32031649 ms4.9 ms114dynamo-vllm · fp4 · mtp · multi-node2026-08-18
5NVIDIA H200 ×8NVIDIADeepSeek-V4-Pro on agentic traces36.095.58961 ms10.5 ms288dynamo-sglang · fp8 · mtp · multi-nodelmsysorg/sglang:nightly-dev-cu13-20260720-b3570a452026-08-25
NVIDIA H200 ×828.863.91616.07 s15.7 ms230dynamo-sglang · fp8 · mtp · multi-node2026-08-25
NVIDIA H200 ×820.51364812 ms7.4 ms164dynamo-sglang · fp8 · mtp · multi-node2026-08-25
NVIDIA H200 ×814.91522750 ms6.6 ms119dynamo-sglang · fp8 · mtp · multi-node2026-08-25
NVIDIA H200 ×812.71561929 ms6.4 ms101dynamo-sglang · fp8 · mtp · multi-node2026-08-25
6NVIDIA GB300 ×8NVIDIADeepSeek-V4-Pro on agentic traces23.41934544 ms5.2 ms187dynamo-sglang · fp4 · mtplmsysorg/sglang:nightly-dev-cu13-20260821-f825d7292026-08-25
NVIDIA GB300 ×823.01924480 ms5.2 ms184dynamo-vllm · fp4 · mtp · multi-node2026-08-14
NVIDIA GB300 ×814.82021546 ms4.9 ms118dynamo-sglang · fp4 · mtp2026-08-25
NVIDIA GB300 ×814.32051612 ms4.9 ms114dynamo-vllm · fp4 · mtp · multi-node2026-08-14
1NVIDIA B300 ×4NVIDIADeepSeek-V4-Pro on agentic traces13694.616268 ms10.6 ms544vllm · fp4 · mtpvllm/vllm-openai:nightly-dev-x86_64-cu13.0.1-426e59f2026-08-11
NVIDIA B300 ×484.91388260 ms7.2 ms340vllm · fp4 · mtp2026-08-11
NVIDIA B300 ×458.41616269 ms6.2 ms233vllm · fp4 · mtp2026-08-21
NVIDIA B300 ×444.61724286 ms5.8 ms178vllm · fp4 · mtp2026-08-21
NVIDIA B300 ×434.41752345 ms5.7 ms138vllm · fp4 · mtp2026-08-21
NVIDIA B300 ×428.01861428 ms5.4 ms112vllm · fp4 · mtp2026-08-21
2NVIDIA GB300 ×4NVIDIADeepSeek-V4-Pro on agentic traces84.01348652 ms7.4 ms336dynamo-sglang · fp4 · mtplmsysorg/sglang:nightly-dev-cu13-20260821-f825d7292026-08-25
NVIDIA GB300 ×458.01546425 ms6.5 ms232dynamo-vllm · fp4 · mtp · multi-node2026-08-21
NVIDIA GB300 ×445.01714429 ms5.8 ms180dynamo-vllm · fp4 · mtp · multi-node2026-08-21
NVIDIA GB300 ×433.01792442 ms5.6 ms132dynamo-vllm · fp4 · mtp · multi-node2026-08-21
NVIDIA GB300 ×427.81871553 ms5.4 ms111dynamo-vllm · fp4 · mtp · multi-node2026-08-21
3AMD MI355X ×4AMDDeepSeek-V4-Pro on agentic traces73.11008531 ms10.0 ms292sglang · fp4 · mtplmsysorg/sglang-rocm:v0.5.18-rocm720-mi35x-202609022026-09-05
AMD MI355X ×438.41264631 ms7.9 ms154sglang · fp4 · mtp2026-09-05
AMD MI355X ×423.61391968 ms7.2 ms94.5sglang · fp4 · mtp2026-09-05
1NVIDIA GB200 ×16NVIDIADeepSeek-V4-Pro on agentic traces46858.82562.94 s17.0 ms7,489dynamo-vllm · fp4 · mtp · disaggregated · multi-nodevllm/vllm-openai:nightly-dev-arm64-cu13.0.1-426e59f2026-08-18
NVIDIA GB200 ×1626567.21282.15 s14.9 ms4,247dynamo-vllm · fp4 · mtp · disaggregated · multi-node2026-08-18
2NVIDIA B300 ×16NVIDIADeepSeek-V4-Pro on agentic traces38538.7642.56 s25.9 ms1,539vllm · fp4 · mtpvllm/vllm-openai:nightly-dev-x86_64-cu13.0.1-426e59f2026-08-11
NVIDIA B300 ×1629146.4481.92 s21.5 ms1,162vllm · fp4 · mtp2026-08-11
3AMD MI355X ×16AMDDeepSeek-V4-Pro on agentic traces19038.619214.30 s25.9 ms3,037mori-sglang · fp4 · mtp · disaggregated · multi-node2026-08-21
AMD MI355X ×1617540.71289.81 s24.6 ms2,795mori-sglang · fp4 · mtp · disaggregated · multi-node2026-08-21
AMD MI355X ×1614644.3968.81 s22.6 ms2,340mori-sglang · fp4 · mtp · disaggregated · multi-node2026-08-21
AMD MI355X ×1610845.2642.37 s22.2 ms1,727mori-sglang · fp4 · mtp · disaggregated · multi-node2026-08-21
AMD MI355X ×1610248.5645.82 s20.7 ms1,629mori-sglang · fp4 · mtp · disaggregated · multi-node2026-08-21
AMD MI355X ×1679.156.1481.14 s17.8 ms1,266mori-sglang · fp4 · mtp · disaggregated · multi-node2026-08-21
AMD MI355X ×1656.666.132868 ms15.1 ms906mori-sglang · fp4 · mtp · disaggregated · multi-node2026-08-21
AMD MI355X ×1633.680.616641 ms12.4 ms538mori-sglang · fp4 · mtp · disaggregated · multi-node2026-08-21
AMD MI355X ×1618.91008535 ms10.0 ms303mori-sglang · fp4 · mtp · disaggregated · multi-node2026-08-21
AMD MI355X ×169.61094560 ms9.2 ms154mori-sglang · fp4 · mtp · disaggregated · multi-node2026-08-21
AMD MI355X ×166.61182553 ms8.5 ms105mori-sglang · fp4 · mtp · disaggregated · multi-node2026-08-21
—NVIDIA GB300 ×20NVIDIADeepSeek-V4-Pro on agentic traces38081.02565.76 s12.3 ms7,601dynamo-vllm · fp4 · mtp · disaggregated · multi-nodevllm/vllm-openai:nightly-dev-arm64-cu13.0.1-426e59f2026-08-25
—NVIDIA GB300 ×24NVIDIADeepSeek-V4-Pro on agentic traces58969.45127.98 s14.4 ms14,125dynamo-vllm · fp4 · mtp · disaggregated · multi-nodevllm/vllm-openai:nightly-dev-arm64-cu13.0.1-426e59f2026-08-25
—NVIDIA GB300 ×40NVIDIADeepSeek-V4-Pro on agentic traces81367.811527.46 s14.7 ms32,539dynamo-trt · fp4 · mtp · disaggregated · multi-nodenvcr.io/nvidia/tensorrt-llm/release:1.3.0rc242026-09-03
—NVIDIA B200 ×64NVIDIADeepSeek-V4-Pro on agentic traces45029.21963.36 s34.3 ms3,599vllm · fp4 · mtpvllm/vllm-openai:nightly-dev-x86_64-cu13.0.1-426e59f2026-08-22
—NVIDIA B300 ×64NVIDIADeepSeek-V4-Pro on agentic traces81417.45125.76 s57.5 ms6,509vllm · fp4 · mtpvllm/vllm-openai:nightly-dev-x86_64-cu13.0.1-426e59f2026-08-11
—NVIDIA B200 ×16NVIDIAGLM-5 (glm5.1) on agentic traces9.23311813 ms3.0 ms147tilert · fp8 · mtp · disaggregated · multi-nodeghcr.io/tile-ai/tilert:0.1.52026-08-27
1NVIDIA B300 ×8NVIDIAGLM-5.2 on agentic traces84.720616411 ms4.9 ms678sglang · fp4 · mtplmsysorg/sglang:v0.5.16-cu1302026-08-18
NVIDIA B300 ×863.023412403 ms4.3 ms504sglang · fp4 · mtp2026-08-18
NVIDIA B300 ×851.52658421 ms3.8 ms412sglang · fp4 · mtp2026-08-18
NVIDIA B300 ×828.23224470 ms3.1 ms226sglang · fp4 · mtp2026-08-18
NVIDIA B300 ×818.73421674 ms2.9 ms150sglang · fp4 · mtp2026-08-18
2NVIDIA B200 ×8NVIDIAGLM-5.2 on agentic traces78.418916559 ms5.3 ms627sglang · fp4 · mtplmsysorg/sglang:nightly-dev-cu13-20260901-07c8f7292026-09-02
NVIDIA B200 ×863.123412413 ms4.3 ms505sglang · fp4 · mtp2026-09-02
NVIDIA B200 ×851.12648366 ms3.8 ms409sglang · fp4 · mtp2026-09-02
NVIDIA B200 ×827.53114389 ms3.2 ms220sglang · fp4 · mtp2026-09-02
NVIDIA B200 ×818.33181729 ms3.1 ms147sglang · fp4 · mtp2026-09-02
3NVIDIA GB200 ×8NVIDIAGLM-5.2 on agentic traces52.62828254 ms3.5 ms421dynamo-sglang · fp4 · mtp · multi-nodelmsysorg/sglang:nightly-dev-cu13-20260805-211ee6422026-08-19
NVIDIA GB200 ×829.33364228 ms3.0 ms234dynamo-sglang · fp4 · mtp · multi-node2026-08-19
NVIDIA GB200 ×822.13472244 ms2.9 ms177dynamo-sglang · fp4 · mtp · multi-node2026-08-19
4AMD MI355X ×8AMDGLM-5.2 on agentic traces46.898.010565 ms10.2 ms374sglang · fp4 · mtplmsysorg/sglang-rocm:v0.5.16-rocm720-mi35x-202607282026-09-01
AMD MI355X ×822.81714414 ms5.9 ms182atom · fp4 · mtp2026-08-19
AMD MI355X ×820.31274547 ms7.8 ms163sglang · fp4 · mtp2026-09-01
AMD MI355X ×817.01762411 ms5.7 ms136atom · fp4 · mtp2026-08-19
AMD MI355X ×815.11492540 ms6.7 ms121sglang · fp4 · mtp2026-09-01
AMD MI355X ×813.91791788 ms5.6 ms111atom · fp4 · mtp2026-08-19
AMD MI355X ×812.21501864 ms6.7 ms97.3sglang · fp4 · mtp2026-09-01
5NVIDIA GB300 ×8NVIDIAGLM-5.2 on agentic traces28.53344247 ms3.0 ms228dynamo-sglang · fp4 · mtp · multi-nodelmsysorg/sglang:nightly-dev-cu13-20260805-211ee6422026-08-16
NVIDIA GB300 ×822.93522252 ms2.8 ms183dynamo-sglang · fp4 · mtp · multi-node2026-08-16
AMD MI325X ×86.626.231.63 s38.1 ms53.0sglang · fp8 · mtp2026-08-08
AMD MI325X ×86.027.441.80 s36.5 ms48.0sglang · fp8 · mtp2026-08-08
AMD MI325X ×85.229.422.65 s34.0 ms41.5sglang · fp8 · mtp2026-08-08
AMD MI325X ×85.026.756.46 s37.4 ms40.2sglang · fp8 · mtp2026-08-08
AMD MI325X ×83.817.7689.80 s56.6 ms30.3sglang · fp8 · mtp2026-08-08
6AMD MI325X ×8AMDGLM-5.2 on agentic traces3.333.312.13 s29.9 ms26.1sglang · fp8 · mtplmsysorg/sglang:v0.5.16-rocm720-mi30x2026-08-08
AMD MI325X ×82.37.38206.81 s136.6 ms18.1sglang · fp8 · mtp2026-08-08
—AMD MI355X ×4AMDGLM-5.2 on agentic traces90.095.010567 ms10.5 ms360atom · fp4 · mtprocm/atom-dev:ubuntu24.04_py3.12_pytorch_release_2.10.0_glm52_agentic_08132026-08-19
—AMD MI355X ×16AMDGLM-5.2 on agentic traces88.377.810599 ms12.9 ms353sglang · fp4 · mtplmsysorg/sglang-rocm:v0.5.16-rocm720-mi35x-202607282026-09-01
—NVIDIA GB300 ×20NVIDIAGLM-5.2 on agentic traces75.8207485.60 s4.8 ms1,515dynamo-sglang · fp4 · mtp · disaggregated · multi-nodelmsysorg/sglang:nightly-dev-cu13-20260805-211ee6422026-08-16
—NVIDIA GB200 ×24NVIDIAGLM-5.2 on agentic traces73.1205482.82 s4.9 ms1,754dynamo-sglang · fp4 · mtp · disaggregated · multi-nodelmsysorg/sglang:nightly-dev-cu13-20260805-211ee6422026-08-19
NVIDIA B300 ×887.611.0701.21 s91.2 ms701vllm · fp4 · mtp2026-08-16
NVIDIA B300 ×881.614.856998 ms67.5 ms653vllm · fp4 · mtp2026-08-16
NVIDIA B300 ×875.821.140837 ms47.5 ms606vllm · fp4 · mtp2026-08-16
NVIDIA B300 ×875.716.848909 ms59.4 ms606vllm · fp4 · mtp2026-08-16
NVIDIA B300 ×870.626.132817 ms38.3 ms565vllm · fp4 · mtp2026-08-16
1NVIDIA B300 ×8NVIDIAKimi-K3 on agentic traces66.330.724770 ms32.6 ms530vllm · fp4 · mtpvllm/vllm-openai:nightly-dev-x86_64-cu13.0.1-5894fdf2026-08-16
NVIDIA B300 ×858.462.5161.11 s16.0 ms467vllm · fp4 · mtp2026-08-16
NVIDIA B300 ×840.612881.04 s7.8 ms325vllm · fp4 · mtp2026-08-16
NVIDIA B300 ×823.41984958 ms5.0 ms188vllm · fp4 · mtp2026-08-16
NVIDIA B300 ×818.623021.03 s4.3 ms149vllm · fp4 · mtp2026-08-16
NVIDIA B300 ×815.123611.37 s4.2 ms121vllm · fp4 · mtp2026-08-16
AMD MI355X ×865.215.6481.20 s62.5 ms522vllm · fp4 · mtp2026-09-04
AMD MI355X ×864.213.6521.25 s69.7 ms513vllm · fp4 · mtp2026-09-04
AMD MI355X ×862.217.0441.20 s56.6 ms498vllm · fp4 · mtp2026-09-04
2AMD MI355X ×8AMDKimi-K3 on agentic traces51.765.8141.15 s15.2 ms414vllm · fp4 · mtpvllm/vllm-openai-rocm:nightly-7c5dc571cbd1064ecc8a9b1045637ff647aa22cb2026-09-04
AMD MI355X ×841.974.2101.10 s13.5 ms335vllm · fp4 · mtp2026-09-04
AMD MI355X ×841.074.9121.11 s13.4 ms328vllm · fp4 · mtp2026-09-04
AMD MI355X ×840.366.812851 ms14.8 ms322atom · fp4 · mtp2026-08-27
AMD MI355X ×835.081.08977 ms12.3 ms280vllm · fp4 · mtp2026-09-04
AMD MI355X ×833.975.68758 ms13.2 ms271atom · fp4 · mtp2026-08-27
AMD MI355X ×818.699.74940 ms10.0 ms149vllm · fp4 · mtp2026-09-04
AMD MI355X ×816.51294645 ms7.7 ms132atom · fp4 · mtp2026-08-27
AMD MI355X ×814.81462647 ms6.8 ms119atom · fp4 · mtp2026-08-27
AMD MI355X ×812.41471761 ms6.8 ms99.1atom · fp4 · mtp2026-08-27
AMD MI355X ×810.712411.29 s8.1 ms85.3vllm · fp4 · mtp2026-09-04
NVIDIA GB300 ×889.412.0701.86 s83.2 ms715dynamo-vllm · fp4 · multi-node2026-09-04
NVIDIA GB300 ×875.018.5481.45 s54.1 ms600dynamo-vllm · fp4 · multi-node2026-09-04
3NVIDIA GB300 ×8NVIDIAKimi-K3 on agentic traces24.124641.03 s4.1 ms193dynamo-vllm · fp4 · mtp · multi-nodevllm/vllm-openai:nightly-dev-arm64-cu13-3696c772026-09-04
NVIDIA GB300 ×815.825911.44 s3.9 ms127dynamo-vllm · fp4 · mtp · multi-node2026-09-04
1NVIDIA GB300 ×16NVIDIAKimi-K3 on agentic traces88.066.2569.71 s15.1 ms1,408dynamo-vllm · fp4 · mtp · disaggregated · multi-nodevllm/vllm-openai:nightly-dev-arm64-cu13-3696c772026-09-04
NVIDIA GB300 ×1686.066.4526.31 s15.0 ms1,376dynamo-vllm · fp4 · mtp · disaggregated · multi-node2026-09-04
NVIDIA GB300 ×1681.970.8484.31 s14.1 ms1,310dynamo-vllm · fp4 · mtp · disaggregated · multi-node2026-09-04
NVIDIA B200 ×1672.011.9961.03 s83.7 ms1,152dynamo-vllm · fp4 · multi-node2026-08-28
2NVIDIA B200 ×16NVIDIAKimi-K3 on agentic traces58.630.2481.36 s25.5 ms937dynamo-vllm · fp4 · mtp · multi-nodevllm/vllm-openai:nightly-dev-x86_64-cu13.0.1-728d3ad2026-08-28
NVIDIA B200 ×1644.159.2241.08 s13.4 ms706dynamo-vllm · fp4 · mtp · multi-node2026-08-28
NVIDIA B200 ×1632.097.114846 ms8.1 ms512dynamo-vllm · fp4 · mtp · multi-node2026-08-28
NVIDIA B200 ×1621.31538895 ms4.9 ms341dynamo-vllm · fp4 · mtp · multi-node2026-08-28
NVIDIA B200 ×1611.52064838 ms4.3 ms185dynamo-vllm · fp4 · mtp · multi-node2026-08-28
NVIDIA B200 ×167.422311.18 s2.6 ms119dynamo-vllm · fp4 · mtp · multi-node2026-08-28
NVIDIA GB200 ×1671.812.4961.31 s80.4 ms1,150dynamo-vllm · fp4 · multi-node2026-08-21
NVIDIA GB200 ×1661.416.6721.07 s60.4 ms983dynamo-vllm · fp4 · multi-node2026-08-21
NVIDIA GB200 ×1651.228.248803 ms35.4 ms820dynamo-vllm · fp4 · multi-node2026-08-21
3NVIDIA GB200 ×16NVIDIAKimi-K3 on agentic traces44.940.7321.23 s20.8 ms719dynamo-vllm · fp4 · mtp · multi-nodevllm/vllm-openai:nightly-dev-arm64-cu13.0.1-728d3ad2026-08-21
NVIDIA GB200 ×1630.581.9161.06 s8.2 ms489dynamo-vllm · fp4 · mtp · multi-node2026-08-21
NVIDIA GB200 ×1614.81941648.46 s5.2 ms236dynamo-vllm · fp4 · mtp · multi-node2026-08-21
NVIDIA GB200 ×1613.8196815.37 s5.1 ms220dynamo-vllm · fp4 · mtp · multi-node2026-08-21
NVIDIA GB200 ×1610.320942.07 s4.8 ms164dynamo-vllm · fp4 · mtp · multi-node2026-08-21
NVIDIA GB200 ×168.221922.08 s4.5 ms131dynamo-vllm · fp4 · mtp · multi-node2026-08-21
NVIDIA GB200 ×167.022312.16 s4.5 ms112dynamo-vllm · fp4 · mtp · multi-node2026-08-21
—NVIDIA GB300 ×24NVIDIAKimi-K3 on agentic traces71.895.16415.11 s10.5 ms1,724dynamo-vllm · fp4 · mtp · disaggregated · multi-nodevllm/vllm-openai:nightly-dev-arm64-cu13-3696c772026-09-04
1NVIDIA GB300 ×8NVIDIAMiniMax-M3 on agentic traces25518348565 ms5.5 ms2,037dynamo-vllm · fp4 · mtp · disaggregated · multi-nodevllm/vllm-openai:nightly-5e35a6f4f9bbc217c599692157ca985c894373f72026-08-21
NVIDIA GB300 ×819.23521388 ms2.8 ms154dynamo-vllm · fp4 · mtp · disaggregated · multi-node2026-08-21
2NVIDIA GB200 ×8NVIDIAMiniMax-M3 on agentic traces12322624871 ms4.4 ms986dynamo-vllm · fp4 · mtp · disaggregated · multi-nodevllm/vllm-openai@sha256:b9104b7ef3048e42f79fba9ab5da06e5aff8164aca9968692ec2f569aaaf34c62026-09-09
3NVIDIA H200 ×8NVIDIAMiniMax-M3 on agentic traces37.131.414810 ms31.8 ms296vllm · fp8 · mtpvllm/vllm-openai:nightly-d9105ea8001e0a6d77a96327d17515bb5791fb362026-09-08
NVIDIA H200 ×833.932.512762 ms30.8 ms271vllm · fp8 · mtp2026-09-08
NVIDIA H200 ×831.833.410704 ms29.9 ms254vllm · fp8 · mtp2026-09-08
NVIDIA H200 ×825.439.08660 ms25.6 ms203vllm · fp8 · mtp2026-09-08
NVIDIA H200 ×817.739.16630 ms25.6 ms141vllm · fp8 · mtp2026-09-08
NVIDIA H200 ×812.854.94645 ms18.2 ms103vllm · fp8 · mtp2026-09-08
NVIDIA H200 ×810.61162567 ms8.6 ms84.6vllm · fp8 · mtp2026-09-08
NVIDIA H200 ×88.310211.03 s9.8 ms66.2vllm · fp8 · mtp2026-09-08
4NVIDIA B300 ×8NVIDIAMiniMax-M3 on agentic traces36.04315406 ms2.3 ms288trt · fp4 · mtpnvcr.io/nvidia/tensorrt-llm/release:1.3.0rc23.post12026-09-01
NVIDIA B300 ×819.54051768 ms2.5 ms156vllm · fp4 · mtp2026-08-16
NVIDIA B300 ×818.94271917 ms2.4 ms151trt · fp4 · mtp2026-09-01
5NVIDIA B200 ×8NVIDIAMiniMax-M3 on agentic traces36.04265488 ms2.4 ms288trt · fp4 · mtpnvcr.io/nvidia/tensorrt-llm/release:1.3.0rc23.post12026-09-01
NVIDIA B200 ×819.24021959 ms2.5 ms153vllm · fp4 · mtp2026-08-16
NVIDIA B200 ×818.843911.11 s2.3 ms150trt · fp4 · mtp2026-09-01
AMD MI325X ×826.318.914747 ms52.9 ms211vllm · fp8 · mtp2026-08-13
AMD MI325X ×825.312.918936 ms77.6 ms203vllm · fp8 · mtp2026-08-13
AMD MI325X ×824.020.210691 ms49.5 ms192vllm · fp8 · mtp2026-08-13
AMD MI325X ×823.919.312721 ms51.8 ms191vllm · fp8 · mtp2026-08-13
AMD MI325X ×822.413.416903 ms74.9 ms179vllm · fp8 · mtp2026-08-13
AMD MI325X ×817.521.28672 ms47.1 ms140vllm · fp8 · mtp2026-08-13
AMD MI325X ×89.327.24621 ms36.8 ms74.6vllm · fp8 · mtp2026-08-13
6AMD MI325X ×8AMDMiniMax-M3 on agentic traces7.247.32916 ms21.1 ms57.9vllm · fp8 · mtpvllm/vllm-openai-rocm:v0.27.12026-08-13
AMD MI325X ×86.159.51951 ms16.8 ms49.1vllm · fp8 · mtp2026-08-13
AMD MI300X ×820.419.310821 ms51.8 ms163vllm · fp8 · mtp2026-09-08
AMD MI300X ×819.114.31630.44 s70.0 ms153vllm · fp8 · mtp2026-09-08
AMD MI300X ×817.521.58726 ms46.5 ms140vllm · fp8 · mtp2026-09-08
AMD MI300X ×813.023.36730 ms42.9 ms104vllm · fp8 · mtp2026-09-08
AMD MI300X ×89.528.54608 ms35.1 ms76.1vllm · fp8 · mtp2026-09-08
7AMD MI300X ×8AMDMiniMax-M3 on agentic traces7.249.421.07 s20.3 ms57.7vllm · fp8 · mtpvllm/vllm-openai-rocm:nightly-d9105ea8001e0a6d77a96327d17515bb5791fb362026-09-08
NVIDIA H100 ×86.77.982.75 s126.0 ms53.4vllm · fp8 · mtp2026-08-28
NVIDIA H100 ×86.56.7910.70 s149.4 ms51.6vllm · fp8 · mtp2026-08-28
NVIDIA H100 ×86.36.697.14 s152.5 ms50.5vllm · fp8 · mtp2026-08-28
NVIDIA H100 ×86.35.91044.06 s170.3 ms50.3vllm · fp8 · mtp2026-08-28
NVIDIA H100 ×86.15.61047.43 s179.6 ms48.5vllm · fp8 · mtp2026-08-28
NVIDIA H100 ×85.85.81297.84 s173.4 ms46.2vllm · fp8 · mtp2026-08-28
NVIDIA H100 ×85.78.463.13 s119.8 ms45.5vllm · fp8 · mtp2026-08-28
NVIDIA H100 ×85.67.482.89 s135.8 ms44.6vllm · fp8 · mtp2026-08-28
NVIDIA H100 ×85.68.063.32 s125.5 ms44.4vllm · fp8 · mtp2026-08-28
NVIDIA H100 ×85.45.31188.50 s188.2 ms43.2vllm · fp8 · mtp2026-08-28
NVIDIA H100 ×85.46.973.40 s144.1 ms43.1vllm · fp8 · mtp2026-08-28
NVIDIA H100 ×85.46.983.68 s144.0 ms43.0vllm · fp8 · mtp2026-08-28
NVIDIA H100 ×85.36.673.20 s151.1 ms42.7vllm · fp8 · mtp2026-08-28
NVIDIA H100 ×85.35.699.63 s179.5 ms42.6vllm · fp8 · mtp2026-08-28
NVIDIA H100 ×85.25.51190.97 s183.4 ms41.3vllm · fp8 · mtp2026-08-28
NVIDIA H100 ×85.15.413131.68 s185.1 ms40.6vllm · fp8 · mtp2026-08-28
NVIDIA H100 ×85.05.973.67 s170.2 ms40.3vllm · fp8 · mtp2026-08-28
NVIDIA H100 ×85.05.014114.38 s198.6 ms40.3vllm · fp8 · mtp2026-08-28
NVIDIA H100 ×85.06.973.17 s145.3 ms40.1vllm · fp8 · mtp2026-08-28
NVIDIA H100 ×85.05.113135.70 s196.5 ms39.7vllm · fp8 · mtp2026-08-28
NVIDIA H100 ×84.94.51041.65 s221.8 ms39.2vllm · fp8 · mtp2026-08-28
NVIDIA H100 ×84.89.553.25 s104.9 ms38.7vllm · fp8 · mtp2026-08-28
NVIDIA H100 ×84.89.153.54 s110.3 ms38.1vllm · fp8 · mtp2026-08-28
NVIDIA H100 ×84.44.71298.31 s214.8 ms35.2vllm · fp8 · mtp2026-08-28
NVIDIA H100 ×84.34.514136.67 s220.2 ms34.4vllm · fp8 · mtp2026-08-28
NVIDIA H100 ×84.210.242.57 s98.4 ms33.6vllm · fp8 · mtp2026-08-28
NVIDIA H100 ×83.810.533.13 s95.0 ms30.2vllm · fp8 · mtp2026-08-28
NVIDIA H100 ×82.920.822.69 s48.1 ms23.4vllm · fp8 · mtp2026-08-28
—NVIDIA H100 ×8NVIDIAMiniMax-M3 on agentic traces2.223.512.73 s42.6 ms17.9vllm · fp8 · mtpttl.sh/cquil11-vllm-tier-3565dfefe1-pr53087-20260828:24h2026-08-28
NVIDIA H100 ×81.84.0827.29 s249.2 ms14.6vllm · fp8 · mtp2026-08-28
—NVIDIA B300 ×2NVIDIAMiniMax-M3 on agentic traces501119301.21 s8.5 ms1,002trt · fp4 · mtpnvcr.io/nvidia/tensorrt-llm/release:1.3.0rc23.post12026-09-01
—AMD MI355X ×2AMDMiniMax-M3 on agentic traces1122235596 ms4.5 ms224vllm · fp4 · mtpvllm/vllm-openai-rocm:nightly-8a728663c1c3eeace834a95f5654fa653cc1998c2026-09-04
1NVIDIA B200 ×4NVIDIAMiniMax-M3 on agentic traces358127401.17 s8.0 ms1,432trt · fp4 · mtpnvcr.io/nvidia/tensorrt-llm/release:1.3.0rc23.post12026-09-01
NVIDIA B200 ×4335151351.08 s6.8 ms1,340trt · fp4 · mtp2026-09-01
NVIDIA B200 ×429018830932 ms5.4 ms1,159trt · fp4 · mtp2026-09-01
NVIDIA B200 ×426221425829 ms4.7 ms1,048trt · fp4 · mtp2026-09-01
NVIDIA B200 ×422124920760 ms4.1 ms884trt · fp4 · mtp2026-09-01
NVIDIA B200 ×417030115625 ms3.4 ms679trt · fp4 · mtp2026-09-01
NVIDIA B200 ×412532410605 ms3.1 ms500trt · fp4 · mtp2026-09-01
NVIDIA B200 ×469.53685531 ms2.7 ms278trt · fp4 · mtp2026-09-01
2NVIDIA B300 ×4NVIDIAMiniMax-M3 on agentic traces29816830457 ms5.9 ms1,194vllm · fp4 · mtpvllm/vllm-openai:nightly-ac7509e2b1db40fec2f03dde1ed4e9dfdc2338c92026-08-16
NVIDIA B300 ×426522325683 ms4.5 ms1,059trt · fp4 · mtp2026-09-01
NVIDIA B300 ×422323120397 ms4.3 ms893vllm · fp4 · mtp2026-08-16
NVIDIA B300 ×422326220624 ms3.9 ms892trt · fp4 · mtp2026-09-01
NVIDIA B300 ×417326715324 ms3.7 ms691vllm · fp4 · mtp2026-08-16
NVIDIA B300 ×417231115518 ms3.3 ms686trt · fp4 · mtp2026-09-01
NVIDIA B300 ×412533610503 ms3.0 ms498trt · fp4 · mtp2026-09-01
NVIDIA B300 ×471.23445277 ms2.9 ms285vllm · fp4 · mtp2026-08-16
NVIDIA B300 ×469.73775451 ms2.7 ms279trt · fp4 · mtp2026-09-01
NVIDIA B300 ×438.33831765 ms2.6 ms153vllm · fp4 · mtp2026-08-16
3NVIDIA GB200 ×4NVIDIAMiniMax-M3 on agentic traces236115302.87 s8.9 ms943dynamo-vllm · fp4 · mtp · multi-nodevllm/vllm-openai:v0.27.12026-09-09
NVIDIA GB200 ×4203174201.68 s5.8 ms814dynamo-vllm · fp4 · mtp · multi-node2026-09-09
4AMD MI355X ×4AMDMiniMax-M3 on agentic traces20781.224606 ms12.3 ms828vllm · fp4 · mtpvllm/vllm-openai-rocm:nightly-8a728663c1c3eeace834a95f5654fa653cc1998c2026-09-04
AMD MI355X ×419412120579 ms8.3 ms776vllm · fp4 · mtp2026-09-04
AMD MI355X ×416118215476 ms5.5 ms644vllm · fp4 · mtp2026-09-04
AMD MI355X ×411822110478 ms4.5 ms471vllm · fp4 · mtp2026-09-04
AMD MI355X ×411422412476 ms4.5 ms456vllm · fp4 · mtp2026-09-04
AMD MI355X ×498.82388453 ms4.2 ms395vllm · fp4 · mtp2026-09-04
AMD MI355X ×461.92795423 ms3.6 ms248vllm · fp4 · mtp2026-09-04
AMD MI355X ×452.33024478 ms3.3 ms209vllm · fp4 · mtp2026-09-04
AMD MI355X ×441.43132509 ms3.2 ms165vllm · fp4 · mtp2026-09-04
1NVIDIA B200 ×8NVIDIAQwen-3.5-397B-A17B on agentic traces33389.466735 ms11.2 ms2,667sglang · fp8 · mtplmsysorg/sglang:v0.5.16-cu1302026-08-07
NVIDIA B200 ×828689.564788 ms11.2 ms2,288sglang · fp8 · mtp2026-08-07
NVIDIA B200 ×825414448669 ms6.9 ms2,032sglang · fp8 · mtp2026-08-07
NVIDIA B200 ×825162.1721.03 s16.1 ms2,010sglang · fp8 · mtp2026-08-07
NVIDIA B200 ×823773.760919 ms13.6 ms1,900sglang · fp8 · mtp2026-08-07
NVIDIA B200 ×823784.556870 ms11.8 ms1,894sglang · fp8 · mtp2026-08-07
NVIDIA B200 ×822519640611 ms5.1 ms1,799sglang · fp8 · mtp2026-08-07
NVIDIA B200 ×821855.3641.04 s18.1 ms1,747sglang · fp8 · mtp2026-08-07
NVIDIA B200 ×820816.9761.46 s59.1 ms1,663sglang · fp8 · mtp2026-08-07
NVIDIA B200 ×817825332622 ms4.0 ms1,427sglang · fp8 · mtp2026-08-07
NVIDIA B200 ×816625828590 ms3.9 ms1,328sglang · fp8 · mtp2026-08-07
NVIDIA B200 ×814228224575 ms3.6 ms1,135sglang · fp8 · mtp2026-08-07
NVIDIA B200 ×812331720537 ms3.1 ms984sglang · fp8 · mtp2026-08-07
NVIDIA B200 ×810434716542 ms2.9 ms835sglang · fp8 · mtp2026-08-07
NVIDIA B200 ×810418.8621.36 s53.2 ms834sglang · fp8 · mtp2026-08-07
NVIDIA B200 ×883.937712485 ms2.6 ms671sglang · fp8 · mtp2026-08-07
NVIDIA B200 ×853.64318446 ms2.3 ms429sglang · fp8 · mtp2026-08-07
NVIDIA B200 ×836.14554405 ms2.2 ms289sglang · fp8 · mtp2026-08-07
NVIDIA B200 ×819.92.16816.59 s468.8 ms159sglang · fp8 · mtp2026-08-07
NVIDIA B200 ×812.64851524 ms2.1 ms101sglang · fp8 · mtp2026-08-07
2NVIDIA H200 ×8NVIDIAQwen-3.5-397B-A17B on agentic traces11086.624926 ms11.5 ms881sglang · fp8 · mtplmsysorg/sglang:nightly-dev-cu13-20260907-30705c002026-09-08
NVIDIA H200 ×899.710520847 ms9.5 ms797sglang · fp8 · mtp2026-09-08
NVIDIA H200 ×886.713716772 ms7.3 ms694sglang · fp8 · mtp2026-09-08
NVIDIA H200 ×871.316912629 ms5.9 ms570sglang · fp8 · mtp2026-09-08
NVIDIA H200 ×859.519410694 ms5.2 ms476sglang · fp8 · mtp2026-09-08
NVIDIA H200 ×848.52298604 ms4.4 ms388sglang · fp8 · mtp2026-09-08
NVIDIA H200 ×831.92814517 ms3.6 ms255sglang · fp8 · mtp2026-09-08
NVIDIA H200 ×824.13072541 ms3.3 ms193sglang · fp8 · mtp2026-09-08
AMD MI325X ×811617.4643.52 s57.3 ms925sglang · fp8 · mtp2026-08-12
AMD MI325X ×811010.8804.74 s92.3 ms877sglang · fp8 · mtp2026-08-12
AMD MI325X ×898.123.0482.72 s43.4 ms785sglang · fp8 · mtp2026-08-12
AMD MI325X ×893.028.0402.44 s35.8 ms744sglang · fp8 · mtp2026-08-12
3AMD MI325X ×8AMDQwen-3.5-397B-A17B on agentic traces83.733.1322.11 s30.2 ms669sglang · fp8 · mtplmsysorg/sglang:v0.5.16-rocm720-mi30x2026-08-12
AMD MI325X ×876.440.2241.88 s24.9 ms611sglang · fp8 · mtp2026-08-12
AMD MI325X ×857.255.1161.52 s18.2 ms457sglang · fp8 · mtp2026-08-12
AMD MI325X ×845.163.2121.43 s15.8 ms360sglang · fp8 · mtp2026-08-12
AMD MI325X ×834.972.281.22 s13.9 ms279sglang · fp8 · mtp2026-08-12
AMD MI325X ×820.684.441.05 s11.8 ms165sglang · fp8 · mtp2026-08-12
AMD MI325X ×89.695.21884 ms10.5 ms76.8sglang · fp8 · mtp2026-08-12
4NVIDIA GB300 ×8NVIDIAQwen-3.5-397B-A17B on agentic traces43.456272.47 s1.8 ms347dynamo-sglang · fp4 · mtp · multi-nodelmsysorg/sglang:nightly-dev-cu13-20260831-bb5e61982026-09-09
AMD MI300X ×827.911.2245.46 s89.5 ms224sglang · fp8 · mtp2026-08-12
AMD MI300X ×825.611.8205.02 s84.7 ms205sglang · fp8 · mtp2026-08-12
AMD MI300X ×820.712.3164.76 s81.3 ms166sglang · fp8 · mtp2026-08-12
AMD MI300X ×815.74.63265.57 s215.8 ms126sglang · fp8 · mtp2026-08-12
—AMD MI300X ×8AMDQwen-3.5-397B-A17B on agentic traces7.721.743.50 s46.1 ms61.6sglang · fp8 · mtplmsysorg/sglang-rocm:v0.5.16-rocm720-mi30x-202607302026-08-12
1NVIDIA GB200 ×2NVIDIAQwen-3.5-397B-A17B on agentic traces79012040805 ms8.4 ms1,581dynamo-sglang · fp4 · mtplmsysorg/sglang:nightly-dev-20260818-c0b6474b2026-08-19
NVIDIA GB200 ×266816732758 ms6.0 ms1,337dynamo-sglang · fp4 · mtp2026-08-19
NVIDIA GB200 ×262917428804 ms5.8 ms1,258dynamo-sglang · fp4 · mtp2026-08-19
NVIDIA GB200 ×254920224739 ms5.0 ms1,097dynamo-sglang · fp4 · mtp2026-08-19
NVIDIA GB200 ×251022222723 ms4.5 ms1,020dynamo-sglang · fp4 · mtp2026-08-19
NVIDIA GB200 ×246022920870 ms4.4 ms921dynamo-sglang · fp4 · mtp2026-08-19
NVIDIA GB200 ×231930812656 ms3.3 ms639dynamo-sglang · fp4 · mtp2026-08-19
NVIDIA GB200 ×22093778560 ms2.7 ms419dynamo-sglang · fp4 · mtp2026-08-19
NVIDIA GB200 ×21454104492 ms2.5 ms290dynamo-sglang · fp4 · mtp2026-08-19
2NVIDIA B200 ×2NVIDIAQwen-3.5-397B-A17B on agentic traces632147321.82 s6.8 ms1,265sglang · fp4 · mtplmsysorg/sglang:v0.5.16-cu1302026-08-03
NVIDIA B200 ×2572167281.06 s6.0 ms1,144sglang · fp4 · mtp2026-08-03
NVIDIA B200 ×251219124816 ms5.2 ms1,024sglang · fp4 · mtp2026-08-03
NVIDIA B200 ×247920622757 ms4.9 ms958sglang · fp4 · mtp2026-08-03
NVIDIA B200 ×245322020706 ms4.5 ms906sglang · fp4 · mtp2026-08-03
NVIDIA B200 ×243223118694 ms4.3 ms865sglang · fp4 · mtp2026-08-03
NVIDIA B200 ×238225316628 ms4.0 ms765sglang · fp4 · mtp2026-08-03
NVIDIA B200 ×227926312609 ms3.8 ms558sglang · fp4 · mtp2026-08-03
NVIDIA B200 ×22023298478 ms3.0 ms404sglang · fp4 · mtp2026-08-03
NVIDIA B200 ×21293644460 ms2.8 ms258sglang · fp4 · mtp2026-08-03
NVIDIA B200 ×244.03961536 ms2.5 ms88.1sglang · fp4 · mtp2026-08-03
3AMD MI355X ×2AMDQwen-3.5-397B-A17B on agentic traces49071.9321.49 s13.9 ms980sglang · fp4 · mtplmsysorg/sglang-rocm:v0.5.18-rocm720-mi35x-202608292026-08-31
AMD MI355X ×246179.7281.39 s12.6 ms921sglang · fp4 · mtp2026-08-31
AMD MI355X ×243897.5241.27 s10.3 ms876sglang · fp4 · mtp2026-08-31
AMD MI355X ×2395114201.08 s8.8 ms790sglang · fp4 · mtp2026-08-31
AMD MI355X ×233913416994 ms7.5 ms678sglang · fp4 · mtp2026-08-31
AMD MI355X ×227415912843 ms6.3 ms548sglang · fp4 · mtp2026-08-31
AMD MI355X ×21871978723 ms5.1 ms373sglang · fp4 · mtp2026-08-31
AMD MI355X ×21222394592 ms4.2 ms244sglang · fp4 · mtp2026-08-31
AMD MI355X ×276.22841515 ms3.5 ms152sglang · fp4 · mtp2026-08-31
4NVIDIA GB300 ×2NVIDIAQwen-3.5-397B-A17B on agentic traces3614204449.31 s2.4 ms723dynamo-sglang · fp4 · mtplmsysorg/sglang:nightly-dev-cu13-20260831-bb5e61982026-09-09
NVIDIA GB300 ×22255084487.17 s2.0 ms450dynamo-sglang · fp4 · mtp2026-09-09
1NVIDIA B300 ×4NVIDIAQwen-3.5-397B-A17B on agentic traces1,00686.052799 ms11.6 ms2,012sglang · fp4 · mtplmsysorg/sglang:v0.5.16-cu1302026-08-03
NVIDIA B300 ×486911144723 ms9.0 ms1,738sglang · fp4 · mtp2026-08-03
NVIDIA B300 ×473814236686 ms7.0 ms1,477sglang · fp4 · mtp2026-08-03
NVIDIA B300 ×454714328757 ms7.0 ms1,094sglang · fp4 · mtp2026-08-03
NVIDIA B300 ×453916548459 ms6.1 ms2,156sglang · fp4 · mtp2026-08-03
NVIDIA B300 ×450616624686 ms6.0 ms1,012sglang · fp4 · mtp2026-08-03
NVIDIA B300 ×445820220569 ms5.0 ms916sglang · fp4 · mtp2026-08-03
NVIDIA B300 ×445720240454 ms4.9 ms1,828sglang · fp4 · mtp2026-08-03
NVIDIA B300 ×439224316544 ms4.1 ms785sglang · fp4 · mtp2026-08-03
NVIDIA B300 ×436025732433 ms3.9 ms1,441sglang · fp4 · mtp2026-08-03
NVIDIA B300 ×433626328427 ms3.8 ms1,345sglang · fp4 · mtp2026-08-03
NVIDIA B300 ×431726912452 ms3.7 ms634sglang · fp4 · mtp2026-08-03
NVIDIA B300 ×429129224414 ms3.4 ms1,165sglang · fp4 · mtp2026-08-03
NVIDIA B300 ×424832520392 ms3.1 ms991sglang · fp4 · mtp2026-08-03
NVIDIA B300 ×421236416393 ms2.8 ms846sglang · fp4 · mtp2026-08-03
NVIDIA B300 ×417038612370 ms2.6 ms681sglang · fp4 · mtp2026-08-03
NVIDIA B300 ×41104408328 ms2.3 ms439sglang · fp4 · mtp2026-08-03
NVIDIA B300 ×474.74764295 ms2.1 ms299sglang · fp4 · mtp2026-08-03
NVIDIA B300 ×435.74951311 ms2.0 ms143sglang · fp4 · mtp2026-08-03
2NVIDIA B200 ×4NVIDIAQwen-3.5-397B-A17B on agentic traces56989.566739 ms11.2 ms2,274sglang · fp4 · mtplmsysorg/sglang:v0.5.16-cu1302026-08-03
NVIDIA B200 ×456695.864679 ms10.4 ms2,265sglang · fp4 · mtp2026-08-03
NVIDIA B200 ×441816840635 ms6.0 ms1,671sglang · fp4 · mtp2026-08-03
NVIDIA B200 ×435423232583 ms4.3 ms1,416sglang · fp4 · mtp2026-08-03
NVIDIA B200 ×428029824534 ms3.4 ms1,119sglang · fp4 · mtp2026-08-03
NVIDIA B200 ×420435516480 ms2.8 ms815sglang · fp4 · mtp2026-08-03
NVIDIA B200 ×416138012442 ms2.6 ms644sglang · fp4 · mtp2026-08-03
NVIDIA B200 ×414838620498 ms2.6 ms590sglang · fp4 · mtp2026-08-03
NVIDIA B200 ×41104368406 ms2.3 ms441sglang · fp4 · mtp2026-08-03
NVIDIA B200 ×472.24734367 ms2.1 ms289sglang · fp4 · mtp2026-08-03
NVIDIA B200 ×422.54831460 ms2.1 ms90.1sglang · fp4 · mtp2026-08-03
3AMD MI355X ×4AMDQwen-3.5-397B-A17B on agentic traces41635.7641.84 s28.0 ms1,662sglang · fp4 · mtplmsysorg/sglang-rocm:v0.5.18-rocm720-mi35x-202608292026-08-31
AMD MI355X ×440343.6561.60 s22.9 ms1,610sglang · fp4 · mtp2026-08-31
AMD MI355X ×436758.4481.40 s17.1 ms1,468sglang · fp4 · mtp2026-08-31
AMD MI355X ×434677.9401.12 s12.8 ms1,384sglang · fp4 · mtp2026-08-31
AMD MI355X ×429494.8321.04 s10.6 ms1,177sglang · fp4 · mtp2026-08-31
AMD MI355X ×4268105281000 ms9.6 ms1,072sglang · fp4 · mtp2026-08-31
AMD MI355X ×424411924914 ms8.4 ms977sglang · fp4 · mtp2026-08-31
AMD MI355X ×421413220864 ms7.6 ms855sglang · fp4 · mtp2026-08-31
AMD MI355X ×417915416792 ms6.5 ms716sglang · fp4 · mtp2026-08-31
AMD MI355X ×413418112721 ms5.5 ms535sglang · fp4 · mtp2026-08-31
AMD MI355X ×493.82228615 ms4.5 ms375sglang · fp4 · mtp2026-08-31
AMD MI355X ×463.12584541 ms3.9 ms252sglang · fp4 · mtp2026-08-31
AMD MI355X ×438.83021450 ms3.3 ms155sglang · fp4 · mtp2026-08-31
4NVIDIA GB200 ×4NVIDIAQwen-3.5-397B-A17B on agentic traces28730224651 ms3.3 ms1,148dynamo-sglang · fp4 · mtplmsysorg/sglang:nightly-dev-20260818-c0b6474b2026-08-19
NVIDIA GB200 ×424633420622 ms3.0 ms984dynamo-sglang · fp4 · mtp2026-08-19
NVIDIA GB200 ×416839812541 ms2.5 ms672dynamo-sglang · fp4 · mtp2026-08-19
NVIDIA GB200 ×41094468511 ms2.2 ms437dynamo-sglang · fp4 · mtp2026-08-19
NVIDIA GB200 ×474.64854440 ms2.1 ms298dynamo-sglang · fp4 · mtp2026-08-19
NVIDIA GB200 ×453.75102402 ms1.9 ms215dynamo-sglang · fp4 · mtp2026-08-19
NVIDIA GB200 ×450.95131416 ms1.9 ms204dynamo-sglang · fp4 · mtp2026-08-19
AMD MI325X ×412316.6403.84 s60.2 ms491sglang · fp8 · mtp2026-08-12
AMD MI325X ×411720.4323.26 s49.1 ms469sglang · fp8 · mtp2026-08-12
5AMD MI325X ×4AMDQwen-3.5-397B-A17B on agentic traces92.338.8162.16 s25.8 ms369sglang · fp8 · mtplmsysorg/sglang:v0.5.16-rocm720-mi30x2026-08-12
AMD MI325X ×461.948.741.82 s20.7 ms124sglang · fp8 · mtp2026-08-12
AMD MI325X ×461.953.581.59 s18.7 ms248sglang · fp8 · mtp2026-08-12
AMD MI325X ×455.954.361.74 s18.5 ms112sglang · fp8 · mtp2026-08-12
AMD MI325X ×431.368.911.66 s14.5 ms62.7sglang · fp8 · mtp2026-08-12
AMD MI325X ×418.195.011.05 s10.5 ms72.5sglang · fp8 · mtp2026-08-12
—AMD MI325X ×16AMDQwen-3.5-397B-A17B on agentic traces12216.8404.12 s60.4 ms486sglang · fp8 · mtplmsysorg/sglang:v0.5.16-rocm720-mi30x2026-08-12
—NVIDIA GB300 ×20NVIDIAQwen-3.5-397B-A17B on agentic traces1,4161277042.32 s7.9 ms28,329dynamo-trt · fp4 · mtp · disaggregated · multi-nodenvcr.io/nvidia/tensorrt-llm/release:1.3.0rc242026-09-01
1NVIDIA H200 ×64NVIDIAQwen-3.5-397B-A17B on agentic traces84.312416780 ms8.1 ms674sglang · fp8 · mtplmsysorg/sglang:nightly-dev-cu13-20260907-30705c002026-09-08
NVIDIA H200 ×6468.514912680 ms6.7 ms548sglang · fp8 · mtp2026-09-08
NVIDIA H200 ×6468.314912678 ms6.7 ms547sglang · fp8 · mtp2026-09-08
NVIDIA H200 ×6447.02008622 ms5.0 ms376sglang · fp8 · mtp2026-09-08
NVIDIA H200 ×6446.42058582 ms4.9 ms371sglang · fp8 · mtp2026-09-08
NVIDIA H200 ×6430.42534516 ms4.0 ms243sglang · fp8 · mtp2026-09-08
AMD MI325X ×6411617.5643.37 s57.3 ms925sglang · fp8 · mtp2026-08-12
AMD MI325X ×6498.923.4482.78 s42.7 ms791sglang · fp8 · mtp2026-08-12
AMD MI325X ×6492.727.4402.47 s36.6 ms742sglang · fp8 · mtp2026-08-12
2AMD MI325X ×64AMDQwen-3.5-397B-A17B on agentic traces84.233.3322.06 s30.0 ms674sglang · fp8 · mtplmsysorg/sglang:v0.5.16-rocm720-mi30x2026-08-12
AMD MI325X ×6475.439.5241.87 s25.4 ms603sglang · fp8 · mtp2026-08-12
AMD MI325X ×6456.753.6161.55 s18.7 ms454sglang · fp8 · mtp2026-08-12
AMD MI325X ×6420.185.241.10 s11.7 ms161sglang · fp8 · mtp2026-08-12
3NVIDIA H100 ×64NVIDIAQwen-3.5-397B-A17B on agentic traces38.382.6127.14 s12.1 ms307sglang · fp8 · mtplmsysorg/sglang:v0.5.16-cu1302026-08-07
NVIDIA H100 ×6438.298.981.12 s10.1 ms305sglang · fp8 · mtp2026-08-07
NVIDIA H100 ×6425.52204665 ms4.5 ms204sglang · fp8 · mtp2026-08-07
NVIDIA H100 ×6424.42254686 ms4.4 ms195sglang · fp8 · mtp2026-08-07
NVIDIA H100 ×6417.02501672 ms4.0 ms136sglang · fp8 · mtp2026-08-07
AMD MI300X ×6427.811.1245.44 s89.8 ms222sglang · fp8 · mtp2026-08-12
AMD MI300X ×6425.811.8204.98 s84.7 ms206sglang · fp8 · mtp2026-08-12
AMD MI300X ×6420.712.2164.82 s81.9 ms166sglang · fp8 · mtp2026-08-12
—AMD MI300X ×64AMDQwen-3.5-397B-A17B on agentic traces7.721.343.41 s46.9 ms61.7sglang · fp8 · mtplmsysorg/sglang-rocm:v0.5.16-rocm720-mi30x-202607302026-08-12
—NVIDIA B300 ×1NVIDIAQwen3.8-Flash-Next on agentic traces70915516720 ms6.5 ms709sglang · fp4 · mtplmsysorg/sglang:qwen38flashnext2026-08-27
—NVIDIA H200 ×16NVIDIAQwen3.8-Flash-Next on agentic traces15312916939 ms7.7 ms611sglang · fp8 · mtplmsysorg/sglang:qwen38flashnext2026-08-27
—NVIDIA H100 ×64NVIDIAQwen3.8-Flash-Next on agentic traces72.2127161.06 s7.9 ms578sglang · fp8 · mtplmsysorg/sglang:qwen38flashnext2026-08-27
1AMD MI355X ×8AMDDeepSeek-R1-0528 at 1K in, 1K out1,07034.1256199 ms29.3 ms—atom · fp4 · mtprocm/atom:rocm7.2.3_ubuntu24.04_py3.12_pytorch_release_2.10.0_atom202605112026-05-20
AMD MI355X ×891128.2256206 ms35.4 ms—atom · fp8 · mtp2026-06-02
AMD MI355X ×878250.0128154 ms20.0 ms—atom · fp4 · mtp2026-05-20
AMD MI355X ×865440.4128164 ms24.7 ms—atom · fp8 · mtp2026-06-02
AMD MI355X ×856736.3128130 ms27.6 ms—atom · fp82026-05-20
AMD MI355X ×852767.764112 ms14.8 ms—atom · fp4 · mtp2026-05-20
AMD MI355X ×843954.564139 ms18.3 ms—atom · fp8 · mtp2026-06-02
AMD MI355X ×842368.2644.34 s14.7 ms—sglang · fp4 · mtp2026-05-20
AMD MI355X ×840351.964120 ms19.3 ms—sglang · fp42026-06-11
AMD MI355X ×837848.964155 ms20.4 ms—sglang · fp8 · mtp2026-05-21
AMD MI355X ×836346.66482 ms21.5 ms—atom · fp82026-05-20
AMD MI355X ×836091.43293 ms10.9 ms—atom · fp4 · mtp2026-05-20
AMD MI355X ×834586.232120 ms11.6 ms—sglang · fp4 · mtp2026-05-20
AMD MI355X ×832581.632115 ms12.2 ms—atom · fp8 · mtp2026-06-02
AMD MI355X ×829439.264126 ms25.5 ms—sglang · fp82026-05-27
AMD MI355X ×828174.03274 ms13.5 ms—atom · fp42026-05-20
AMD MI355X ×826168.532108 ms14.6 ms—sglang · fp42026-06-11
AMD MI355X ×825367.532142 ms14.8 ms—sglang · fp8 · mtp2026-05-21
AMD MI355X ×823312016101 ms8.3 ms—atom · fp4 · mtp2026-05-20
AMD MI355X ×822256.83276 ms17.6 ms—atom · fp82026-05-20
AMD MI355X ×822111416112 ms8.8 ms—sglang · fp4 · mtp2026-05-20
AMD MI355X ×820510216104 ms9.8 ms—atom · fp8 · mtp2026-06-02
AMD MI355X ×819752.632130 ms19.0 ms—sglang · fp82026-05-27
AMD MI355X ×817288.816103 ms11.3 ms—sglang · fp42026-06-11
AMD MI355X ×817292.21681 ms10.8 ms—atom · fp42026-05-20
AMD MI355X ×816586.516134 ms11.6 ms—sglang · fp8 · mtp2026-05-21
AMD MI355X ×8148153894 ms6.5 ms—atom · fp4 · mtp2026-05-20
AMD MI355X ×814775.61682 ms13.2 ms—atom · fp82026-05-20
AMD MI355X ×814075.416121 ms13.3 ms—sglang · fp82026-05-27
AMD MI355X ×81281378110 ms7.3 ms—sglang · fp4 · mtp2026-05-20
AMD MI355X ×8125124899 ms8.0 ms—atom · fp8 · mtp2026-06-02
AMD MI355X ×8106109878 ms9.1 ms—atom · fp42026-05-20
AMD MI355X ×81031168126 ms8.6 ms—sglang · fp8 · mtp2026-05-21
AMD MI355X ×894.297.1894 ms10.3 ms—sglang · fp42026-06-11
AMD MI355X ×892.21874113 ms5.4 ms—sglang · fp4 · mtp2026-05-20
AMD MI355X ×885.688.0880 ms11.4 ms—atom · fp82026-05-20
AMD MI355X ×883.3163493 ms6.1 ms—atom · fp8 · mtp2026-06-02
AMD MI355X ×882.889.98117 ms11.1 ms—sglang · fp82026-05-27
AMD MI355X ×877.7178491 ms5.6 ms—atom · fp4 · mtp2026-05-20
AMD MI355X ×873.21644122 ms6.1 ms—sglang · fp8 · mtp2026-05-21
AMD MI355X ×860.6126477 ms7.9 ms—atom · fp42026-05-20
AMD MI355X ×854.0116490 ms8.6 ms—sglang · fp42026-06-11
AMD MI355X ×846.01014115 ms9.9 ms—sglang · fp82026-05-27
AMD MI355X ×842.187.5471 ms11.4 ms—atom · fp82026-05-20
AMD MI355X ×825.316.1512268 ms62.0 ms—atom · fp8 · mtp2026-06-02
NVIDIA B200 ×81,07317.85122.98 s56.1 ms—sglang · fp8 · mtp2026-05-22
2NVIDIA B200 ×8NVIDIADeepSeek-R1-0528 at 1K in, 1K out1,06468.5128140 ms14.6 ms—trt · fp4 · mtpnvcr.io/nvidia/tensorrt-llm/release:1.3.0rc142026-05-19
NVIDIA B200 ×885428.82561.87 s34.7 ms—sglang · fp8 · mtp2026-05-22
NVIDIA B200 ×877951.0128203 ms19.6 ms—trt · fp8 · mtp2026-05-18
NVIDIA B200 ×861842.11281.19 s23.8 ms—sglang · fp8 · mtp2026-05-22
NVIDIA B200 ×861440.3128444 ms24.8 ms—trt · fp82026-05-18
NVIDIA B200 ×853869.564161 ms14.4 ms—trt · fp8 · mtp2026-05-18
NVIDIA B200 ×843560.164856 ms16.6 ms—sglang · fp8 · mtp2026-05-22
NVIDIA B200 ×837549.764527 ms20.1 ms—trt · fp82026-05-18
NVIDIA B200 ×834288.332104 ms11.3 ms—trt · fp8 · mtp2026-05-18
NVIDIA B200 ×833945.964545 ms21.8 ms—sglang · fp82026-05-22
NVIDIA B200 ×828678.632582 ms12.7 ms—sglang · fp8 · mtp2026-05-22
NVIDIA B200 ×823461.032422 ms16.4 ms—sglang · fp82026-05-22
NVIDIA B200 ×820810816100 ms9.3 ms—trt · fp8 · mtp2026-05-18
NVIDIA B200 ×819110116474 ms9.9 ms—sglang · fp8 · mtp2026-05-22
NVIDIA B200 ×814576.216354 ms13.1 ms—sglang · fp82026-05-22
NVIDIA B200 ×8130133895 ms7.5 ms—trt · fp8 · mtp2026-05-18
NVIDIA B200 ×81261308226 ms7.7 ms—sglang · fp8 · mtp2026-05-22
NVIDIA B200 ×81122324143 ms4.3 ms—trt · fp4 · mtp2026-05-19
NVIDIA B200 ×888.691.88167 ms10.9 ms—trt · fp82026-05-18
NVIDIA B200 ×887.390.88227 ms11.0 ms—sglang · fp82026-05-22
NVIDIA B200 ×883.81754179 ms5.7 ms—trt · fp8 · mtp2026-05-18
NVIDIA B200 ×881.21684219 ms6.0 ms—sglang · fp8 · mtp2026-05-22
NVIDIA B200 ×873.61554142 ms6.4 ms—trt · fp42026-05-19
NVIDIA B200 ×854.41154182 ms8.7 ms—trt · fp82026-05-18
NVIDIA B200 ×853.71134199 ms8.8 ms—sglang · fp82026-05-22
NVIDIA B200 ×848.52062199 ms4.9 ms—sglang · fp8 · mtp2026-05-22
NVIDIA B200 ×830.71262165 ms7.9 ms—sglang · fp82026-05-22
NVIDIA B200 ×829.22351143 ms4.3 ms—sglang · fp8 · mtp2026-05-22
NVIDIA B200 ×817.01391157 ms7.2 ms—sglang · fp82026-05-22
NVIDIA B300 ×81,10918.45122.87 s54.3 ms—sglang · fp8 · mtp2026-05-22
3NVIDIA B300 ×8NVIDIADeepSeek-R1-0528 at 1K in, 1K out90430.42561.79 s32.9 ms—sglang · fp8 · mtplmsysorg/sglang:v0.5.12-cu1302026-05-22
NVIDIA B300 ×864843.81281.16 s22.8 ms—sglang · fp8 · mtp2026-05-22
NVIDIA B300 ×844760.964807 ms16.4 ms—sglang · fp8 · mtp2026-05-22
NVIDIA B300 ×835747.264510 ms21.2 ms—sglang · fp82026-05-22
NVIDIA B300 ×829681.032604 ms12.3 ms—sglang · fp8 · mtp2026-05-22
NVIDIA B300 ×824664.032379 ms15.6 ms—sglang · fp82026-05-22
NVIDIA B300 ×820410816420 ms9.3 ms—sglang · fp8 · mtp2026-05-22
NVIDIA B300 ×815480.716308 ms12.4 ms—sglang · fp82026-05-22
NVIDIA B300 ×81371448168 ms7.0 ms—sglang · fp8 · mtp2026-05-22
NVIDIA B300 ×895.498.58135 ms10.2 ms—sglang · fp82026-05-22
NVIDIA B300 ×887.01824154 ms5.5 ms—sglang · fp8 · mtp2026-05-22
NVIDIA B300 ×857.51204132 ms8.3 ms—sglang · fp82026-05-22
NVIDIA B300 ×852.92192104 ms4.6 ms—sglang · fp8 · mtp2026-05-22
NVIDIA B300 ×832.4257168 ms3.9 ms—sglang · fp8 · mtp2026-05-22
NVIDIA B300 ×832.11312104 ms7.6 ms—sglang · fp82026-05-22
NVIDIA B300 ×817.6142171 ms7.0 ms—sglang · fp82026-05-22
4NVIDIA H200 ×8NVIDIADeepSeek-R1-0528 at 1K in, 1K out26032.864127 ms30.5 ms—sglang · fp8lmsysorg/sglang:v0.5.12-cu1302026-05-17
NVIDIA H200 ×825331.864249 ms31.5 ms—sglang · fp8 · mtp2026-05-20
NVIDIA H200 ×817744.732227 ms22.4 ms—sglang · fp8 · mtp2026-05-20
NVIDIA H200 ×817745.432106 ms22.0 ms—sglang · fp82026-05-17
NVIDIA H200 ×812765.01694 ms15.4 ms—sglang · fp82026-05-17
NVIDIA H200 ×812060.816212 ms16.4 ms—sglang · fp8 · mtp2026-05-20
NVIDIA H200 ×882.485.4888 ms11.7 ms—sglang · fp82026-05-17
NVIDIA H200 ×879.781.48198 ms12.3 ms—sglang · fp8 · mtp2026-05-20
NVIDIA H200 ×850.01024188 ms9.8 ms—sglang · fp8 · mtp2026-05-20
NVIDIA H200 ×849.2103485 ms9.7 ms—sglang · fp82026-05-17
AMD MI325X ×822128.764126 ms34.8 ms—sglang · fp82026-05-18
AMD MI325X ×822028.864126 ms34.8 ms—sglang · fp8 · mtp2026-05-18
5AMD MI325X ×8AMDDeepSeek-R1-0528 at 1K in, 1K out16041.732108 ms24.0 ms—sglang · fp8lmsysorg/sglang:v0.5.12-rocm700-mi30x2026-05-18
AMD MI325X ×815840.932108 ms24.5 ms—sglang · fp8 · mtp2026-05-18
AMD MI325X ×899.952.416101 ms19.1 ms—sglang · fp82026-05-18
AMD MI325X ×899.552.016101 ms19.2 ms—sglang · fp8 · mtp2026-05-18
AMD MI325X ×858.762.0897 ms16.1 ms—sglang · fp8 · mtp2026-05-18
AMD MI325X ×858.361.9897 ms16.2 ms—sglang · fp82026-05-18
AMD MI325X ×833.070.6494 ms14.2 ms—sglang · fp8 · mtp2026-05-18
AMD MI325X ×832.970.4494 ms14.2 ms—sglang · fp82026-05-18
6NVIDIA GB200 ×8NVIDIADeepSeek-R1-0528 at 1K in, 1K out15480.38262 ms12.5 ms—dynamo-sglang · fp8 · disaggregated · multi-nodelmsysorg/sglang:v0.5.8.post1-cu1302026-02-09
NVIDIA GB200 ×896.31024238 ms9.8 ms—dynamo-sglang · fp8 · disaggregated · multi-node2026-02-09
AMD MI300X ×818824.664176 ms40.7 ms—sglang · fp82026-05-18
7AMD MI300X ×8AMDDeepSeek-R1-0528 at 1K in, 1K out13535.732163 ms28.0 ms—sglang · fp8lmsysorg/sglang:v0.5.12-rocm700-mi30x2026-05-18
AMD MI300X ×890.547.616161 ms21.0 ms—sglang · fp82026-05-18
AMD MI300X ×854.858.78160 ms17.0 ms—sglang · fp82026-05-18
AMD MI300X ×831.668.64167 ms14.6 ms—sglang · fp82026-05-18
—NVIDIA B200 ×4NVIDIADeepSeek-R1-0528 at 1K in, 1K out64084.832568 ms11.8 ms—sglang · fp4 · mtplmsysorg/sglang:v0.5.12.post12026-07-02
—AMD MI355X ×4AMDDeepSeek-R1-0528 at 1K in, 1K out1,58725.2256211 ms39.7 ms—atom · fp4 · mtprocm/atom:rocm7.2.3_ubuntu24.04_py3.12_pytorch_release_2.10.0_atom202605112026-05-20
NVIDIA B200 ×166,25613.340961.06 s75.0 ms—dynamo-trt · fp8 · disaggregated · multi-node2026-03-23
1NVIDIA B200 ×16NVIDIADeepSeek-R1-0528 at 1K in, 1K out2,64344.5256693 ms22.5 ms—trt · fp4 · mtpnvcr.io/nvidia/tensorrt-llm/release:1.3.0rc142026-05-19
NVIDIA B200 ×161,60252.9128865 ms18.9 ms—sglang · fp4 · mtp2026-07-02
NVIDIA B200 ×161,02567.664705 ms14.8 ms—sglang · fp4 · mtp2026-07-02
NVIDIA B200 ×1682.71844183 ms5.4 ms—dynamo-sglang · fp8 · mtp · disaggregated · multi-node2026-03-18
NVIDIA B300 ×166,7356.816384135.80 s147.2 ms—dynamo-trt · fp8 · disaggregated · multi-node2026-02-12
2NVIDIA B300 ×16NVIDIADeepSeek-R1-0528 at 1K in, 1K out1,25841.7128556 ms24.0 ms—sglang · fp4lmsysorg/sglang:v0.5.12-cu1302026-05-22
NVIDIA B300 ×1679853.564398 ms18.7 ms—sglang · fp42026-05-22
NVIDIA B300 ×1651168.432330 ms14.6 ms—sglang · fp42026-05-22
NVIDIA B300 ×1633386.516257 ms11.6 ms—sglang · fp42026-05-22
NVIDIA B300 ×162101098127 ms9.2 ms—sglang · fp42026-05-22
NVIDIA B300 ×161241294125 ms7.7 ms—sglang · fp42026-05-22
NVIDIA B300 ×1673.1149296 ms6.7 ms—sglang · fp42026-05-22
NVIDIA B300 ×1641.6168177 ms5.9 ms—sglang · fp42026-05-22
3AMD MI355X ×16AMDDeepSeek-R1-0528 at 1K in, 1K out1621678216 ms6.0 ms—mori-sglang · fp4 · mtp · disaggregated · multi-nodelmsysorg/sglang-rocm:v0.5.12-rocm720-mi35x-202605192026-05-27
AMD MI355X ×1692.41944216 ms5.2 ms—mori-sglang · fp4 · mtp · disaggregated · multi-node2026-05-27
AMD MI355X ×1653.12212205 ms4.5 ms—mori-sglang · fp4 · mtp · disaggregated · multi-node2026-05-27
AMD MI355X ×1629.22441209 ms4.1 ms—mori-sglang · fp4 · mtp · disaggregated · multi-node2026-05-27
NVIDIA GB300 ×169,81811.076802.81 s90.5 ms—dynamo-sglang · fp8 · disaggregated · multi-node2026-02-09
NVIDIA GB300 ×169,52711.571682.51 s87.3 ms—dynamo-sglang · fp8 · disaggregated · multi-node2026-02-09
—NVIDIA GB300 ×16NVIDIADeepSeek-R1-0528 at 1K in, 1K out7,94416.740961.03 s59.8 ms—dynamo-sglang · fp8 · disaggregated · multi-nodelmsysorg/sglang:v0.5.8.post1-cu1302026-02-09
NVIDIA GB200 ×168,25812.161444.14 s82.7 ms—dynamo-trt · fp8 · disaggregated · multi-node2026-02-05
NVIDIA GB200 ×167,96916.943013.11 s59.0 ms—dynamo-trt · fp8 · mtp · disaggregated · multi-node2026-02-05
—NVIDIA GB200 ×16NVIDIADeepSeek-R1-0528 at 1K in, 1K out6,87328.721511.83 s34.9 ms—dynamo-trt · fp8 · mtp · disaggregated · multi-nodenvcr.io/nvidia/ai-dynamo/tensorrtllm-runtime:0.8.1.post22026-02-05
1NVIDIA B200 ×20NVIDIADeepSeek-R1-0528 at 1K in, 1K out4,83741.621921.63 s24.0 ms—dynamo-trt · fp4 · disaggregated · multi-nodenvcr.io/nvidia/ai-dynamo/tensorrtllm-runtime:0.8.1.post12026-01-29
NVIDIA B200 ×204,44574.012142.34 s13.5 ms—dynamo-trt · fp4 · mtp · disaggregated · multi-node2026-01-29
NVIDIA B300 ×202,56727.6307232.12 s36.3 ms—dynamo-trt · fp8 · disaggregated · multi-node2026-02-12
2NVIDIA B300 ×20NVIDIADeepSeek-R1-0528 at 1K in, 1K out2,54240.2256032.84 s24.9 ms—dynamo-trt · fp8 · mtp · disaggregated · multi-nodenvcr.io/nvidia/ai-dynamo/tensorrtllm-runtime:0.8.1.post12026-02-12
3NVIDIA GB300 ×20NVIDIADeepSeek-R1-0528 at 1K in, 1K out2,08981.66667.24 s12.2 ms—dynamo-trt · fp8 · mtp · disaggregated · multi-nodenvcr.io/nvidia/ai-dynamo/tensorrtllm-runtime:1.3.0-dev.1-cuda132026-06-17
NVIDIA GB300 ×2095.710216293 ms9.8 ms—dynamo-sglang · fp8 · disaggregated · multi-node2026-02-09
NVIDIA GB300 ×2055.31198188 ms8.4 ms—dynamo-sglang · fp8 · disaggregated · multi-node2026-02-09
NVIDIA GB300 ×2030.21294196 ms7.7 ms—dynamo-sglang · fp8 · disaggregated · multi-node2026-02-09
4AMD MI355X ×20AMDDeepSeek-R1-0528 at 1K in, 1K out1,08776.8256932 ms13.0 ms—mori-sglang · fp4 · mtp · disaggregated · multi-nodelmsysorg/sglang-rocm:v0.5.12-rocm720-mi35x-202605192026-05-27
AMD MI355X ×2065389.3128382 ms11.2 ms—mori-sglang · fp4 · mtp · disaggregated · multi-node2026-05-27
AMD MI355X ×2041011564315 ms8.7 ms—mori-sglang · fp4 · mtp · disaggregated · multi-node2026-05-27
1NVIDIA GB200 ×24NVIDIADeepSeek-R1-0528 at 1K in, 1K out9,49143.343012.41 s23.1 ms—dynamo-trt · fp4 · mtp · disaggregated · multi-nodenvcr.io/nvidia/ai-dynamo/tensorrtllm-runtime:0.8.1.post22026-03-23
NVIDIA GB200 ×243,65361.712293.10 s16.2 ms—dynamo-trt · fp8 · mtp · disaggregated · multi-node2026-02-05
2NVIDIA GB300 ×24NVIDIADeepSeek-R1-0528 at 1K in, 1K out5,43745.622532.12 s21.9 ms—dynamo-trt · fp8 · mtp · disaggregated · multi-nodenvcr.io/nvidia/ai-dynamo/tensorrtllm-runtime:1.3.0-dev.1-cuda132026-06-17
3NVIDIA B200 ×24NVIDIADeepSeek-R1-0528 at 1K in, 1K out3,63041.616001.48 s24.1 ms—dynamo-trt · fp8 · mtp · disaggregated · multi-nodenvcr.io/nvidia/ai-dynamo/tensorrtllm-runtime:0.8.1.post22026-03-23
4NVIDIA H200 ×24NVIDIADeepSeek-R1-0528 at 1K in, 1K out1,73731.310241.83 s31.9 ms—dynamo-trt · fp8 · mtp · disaggregated · multi-nodenvcr.io/nvidia/ai-dynamo/tensorrtllm-runtime:0.8.1.post12026-03-23
AMD MI355X ×241,78524.615366.45 s40.6 ms—mori-sglang · fp8 · mtp · disaggregated · multi-node2026-03-03
5AMD MI355X ×24AMDDeepSeek-R1-0528 at 1K in, 1K out1,63931.010242.66 s32.2 ms—mori-sglang · fp8 · mtp · disaggregated · multi-noderocm/sgl-dev:sglang-0.5.9-rocm720-mi35x-mori-0227-22026-03-03
AMD MI355X ×241,20393.1256855 ms10.7 ms—mori-sglang · fp4 · mtp · disaggregated · multi-node2026-05-27
AMD MI355X ×2469593.8128395 ms10.7 ms—mori-sglang · fp4 · mtp · disaggregated · multi-node2026-05-27
AMD MI355X ×2442812064352 ms8.3 ms—mori-sglang · fp4 · mtp · disaggregated · multi-node2026-05-27
AMD MI355X ×2427214532277 ms6.9 ms—mori-sglang · fp4 · mtp · disaggregated · multi-node2026-05-27
AMD MI355X ×2415316616262 ms6.0 ms—mori-sglang · fp4 · mtp · disaggregated · multi-node2026-05-27
AMD MI355X ×2489.31978219 ms5.1 ms—mori-sglang · fp4 · mtp · disaggregated · multi-node2026-05-27
AMD MI355X ×2451.52144208 ms4.7 ms—mori-sglang · fp4 · mtp · disaggregated · multi-node2026-05-27
AMD MI355X ×2424.62282211 ms4.4 ms—mori-sglang · fp4 · mtp · disaggregated · multi-node2026-05-27
1NVIDIA GB200 ×40NVIDIADeepSeek-R1-0528 at 1K in, 1K out3,87766.522531.31 s15.0 ms—dynamo-trt · fp4 · disaggregated · multi-nodenvcr.io/nvidia/ai-dynamo/tensorrtllm-runtime:0.8.1.post22026-03-23
NVIDIA GB200 ×401,49998.86151.86 s10.1 ms—dynamo-trt · fp8 · mtp · disaggregated · multi-node2026-02-05
2NVIDIA B200 ×40NVIDIADeepSeek-R1-0528 at 1K in, 1K out1,66659.310241.07 s16.9 ms—dynamo-trt · fp8 · mtp · disaggregated · multi-nodenvcr.io/nvidia/ai-dynamo/tensorrtllm-runtime:0.8.1.post22026-03-23
3NVIDIA GB300 ×40NVIDIADeepSeek-R1-0528 at 1K in, 1K out1,57152.312292.82 s19.1 ms—dynamo-trt · fp8 · disaggregated · multi-nodenvcr.io/nvidia/ai-dynamo/tensorrtllm-runtime:1.3.0-dev.1-cuda132026-06-17
NVIDIA GB300 ×401,3381015641.22 s9.9 ms—dynamo-trt · fp8 · mtp · disaggregated · multi-node2026-06-17
4NVIDIA H200 ×40NVIDIADeepSeek-R1-0528 at 1K in, 1K out98740.810245.10 s24.5 ms—dynamo-trt · fp8 · mtp · disaggregated · multi-nodenvcr.io/nvidia/ai-dynamo/tensorrtllm-runtime:0.8.1.post12026-03-23
1NVIDIA GB200 ×64NVIDIADeepSeek-R1-0528 at 1K in, 1K out3,09356.440968.07 s17.7 ms—dynamo-sglang · fp4 · disaggregated · multi-nodelmsysorg/sglang:v0.5.8-cu1302026-02-08
NVIDIA GB200 ×642,34962.72048546 ms16.0 ms—dynamo-sglang · fp4 · disaggregated · multi-node2026-02-08
2NVIDIA GB300 ×64NVIDIADeepSeek-R1-0528 at 1K in, 1K out2,93858.2409610.57 s17.2 ms—dynamo-sglang · fp4 · disaggregated · multi-nodelmsysorg/sglang:v0.5.8.post1-cu130-runtime2026-02-12
NVIDIA GB300 ×642,71759.6819243.44 s16.8 ms—dynamo-sglang · fp4 · disaggregated · multi-node2026-02-12
NVIDIA GB300 ×642,45865.22048603 ms15.3 ms—dynamo-sglang · fp4 · disaggregated · multi-node2026-02-12
NVIDIA GB300 ×6471174.7512613 ms13.4 ms—dynamo-sglang · fp4 · disaggregated · multi-node2026-02-12
3NVIDIA B200 ×64NVIDIADeepSeek-R1-0528 at 1K in, 1K out1,33046.82561.20 s21.4 ms—trt · fp8 · mtpnvcr.io/nvidia/tensorrt-llm/release:1.3.0rc142026-05-18
NVIDIA B200 ×641,01864.5128139 ms15.5 ms—trt · fp4 · mtp2026-05-19
NVIDIA B200 ×6492566.38961.00 s15.1 ms—dynamo-trt · fp8 · mtp · disaggregated · multi-node2026-03-23
NVIDIA B200 ×6472893.664105 ms10.7 ms—trt · fp4 · mtp2026-05-19
NVIDIA B200 ×644431143280 ms8.7 ms—trt · fp4 · mtp2026-05-19
4NVIDIA H200 ×64NVIDIADeepSeek-R1-0528 at 1K in, 1K out89030.72561.84 s32.6 ms—trt · fp8 · mtpnvcr.io/nvidia/tensorrt-llm/release:1.3.0rc142026-05-18
NVIDIA H200 ×6456940.11281.86 s24.9 ms—trt · fp8 · mtp2026-05-18
NVIDIA H200 ×6456545.98964.01 s21.8 ms—dynamo-trt · fp8 · mtp · disaggregated · multi-node2026-03-23
NVIDIA H200 ×6421956.832206 ms17.6 ms—trt · fp8 · mtp2026-05-18
NVIDIA H200 ×6413872.416194 ms13.8 ms—trt · fp8 · mtp2026-05-18
NVIDIA H200 ×6490.393.18194 ms10.7 ms—trt · fp8 · mtp2026-05-18
NVIDIA H200 ×6452.41074187 ms9.3 ms—trt · fp8 · mtp2026-05-18
5NVIDIA B300 ×64NVIDIADeepSeek-R1-0528 at 1K in, 1K out78752.6128438 ms19.0 ms—sglang · fp4lmsysorg/sglang:v0.5.12-cu1302026-05-22
NVIDIA B300 ×6449867.764323 ms14.8 ms—sglang · fp42026-05-22
NVIDIA B300 ×6431886.032266 ms11.6 ms—sglang · fp42026-05-22
NVIDIA B300 ×6420010416227 ms9.6 ms—sglang · fp42026-05-22
NVIDIA B300 ×641201258120 ms8.0 ms—sglang · fp42026-05-22
NVIDIA B300 ×6468.81444117 ms6.9 ms—sglang · fp42026-05-22
NVIDIA B300 ×6439.0159296 ms6.3 ms—sglang · fp42026-05-22
NVIDIA B300 ×6421.9177177 ms5.6 ms—sglang · fp42026-05-22
NVIDIA H100 ×6432619.618451.09 s51.1 ms—dynamo-trt · fp8 · disaggregated · multi-node2026-02-08
NVIDIA H100 ×6420722.1924525 ms45.2 ms—dynamo-trt · fp8 · disaggregated · multi-node2026-02-08
6NVIDIA H100 ×64NVIDIADeepSeek-R1-0528 at 1K in, 1K out17044.94621.19 s22.3 ms—dynamo-trt · fp8 · mtp · disaggregated · multi-nodenvcr.io/nvidia/ai-dynamo/tensorrtllm-runtime:0.8.1.post32026-02-08
NVIDIA H100 ×6412148.1231520 ms20.8 ms—dynamo-trt · fp8 · mtp · disaggregated · multi-node2026-02-08
NVIDIA H100 ×6482.161.6117576 ms16.2 ms—dynamo-trt · fp8 · mtp · disaggregated · multi-node2026-02-08
NVIDIA H100 ×6453.469.4601.52 s14.4 ms—dynamo-trt · fp8 · mtp · disaggregated · multi-node2026-02-08
NVIDIA H100 ×6434.278.3302.24 s12.8 ms—dynamo-trt · fp8 · mtp · disaggregated · multi-node2026-02-08
NVIDIA H100 ×6413.811693.50 s8.6 ms—dynamo-trt · fp8 · mtp · disaggregated · multi-node2026-02-08
NVIDIA H100 ×647.912967.14 s7.8 ms—dynamo-trt · fp8 · mtp · disaggregated · multi-node2026-02-08
AMD MI355X ×81,8649.0204822.07 s111.2 ms—atom · fp42026-07-04
AMD MI355X ×81,8387.620484.37 s131.3 ms—sglang · fp4 · mtp2026-07-14
AMD MI355X ×81,46412.910243.30 s77.5 ms—sglang · fp4 · mtp2026-07-14
AMD MI355X ×81,33010.910242.69 s91.4 ms—sglang · fp42026-07-14
AMD MI355X ×81,26610.810245.06 s92.5 ms—atom · fp42026-07-04
AMD MI355X ×81,19520.75122.95 s48.4 ms—sglang · fp4 · mtp2026-07-14
AMD MI355X ×81,05917.4512740 ms57.4 ms—atom · fp42026-07-04
AMD MI355X ×81,01417.15122.47 s58.6 ms—sglang · fp42026-07-14
AMD MI355X ×81,0084.4204823.78 s227.2 ms—sglang · fp42026-07-14
1AMD MI355X ×8AMDDeepSeek-V4-Pro at 1K in, 1K out86130.52562.54 s32.8 ms—sglang · fp4 · mtplmsysorg/sglang-rocm:v0.5.14-rocm720-mi35x-202607082026-07-14
AMD MI355X ×870624.42561.95 s41.0 ms—sglang · fp42026-07-14
AMD MI355X ×869811.9512455 ms84.1 ms—atom · fp4 · mtp2026-06-02
AMD MI355X ×869823.1256580 ms43.3 ms—atom · fp42026-07-04
AMD MI355X ×869111.6102486.33 s86.1 ms—atom · fp4 · mtp2026-06-02
AMD MI355X ×85649.2512851 ms108.7 ms—vllm · fp4 · mtp2026-07-04
AMD MI355X ×855840.61282.16 s24.6 ms—sglang · fp4 · mtp2026-07-14
AMD MI355X ×854818.7256361 ms53.3 ms—atom · fp4 · mtp2026-06-02
AMD MI355X ×85218.3512519 ms120.0 ms—vllm · fp42026-07-04
AMD MI355X ×842813.9256536 ms71.8 ms—vllm · fp4 · mtp2026-07-04
AMD MI355X ×842629.31281.62 s34.1 ms—sglang · fp42026-07-14
AMD MI355X ×841928.9128290 ms34.6 ms—atom · fp4 · mtp2026-06-02
AMD MI355X ×840226.7128675 ms37.5 ms—atom · fp42026-07-04
AMD MI355X ×838212.3256351 ms81.4 ms—vllm · fp42026-07-04
AMD MI355X ×834222.4128350 ms44.6 ms—vllm · fp4 · mtp2026-07-04
AMD MI355X ×832646.8641.71 s21.4 ms—sglang · fp4 · mtp2026-07-14
AMD MI355X ×830442.764217 ms23.4 ms—atom · fp4 · mtp2026-06-02
AMD MI355X ×825335.1641.22 s28.5 ms—sglang · fp42026-07-14
AMD MI355X ×825016.1128307 ms62.0 ms—vllm · fp42026-07-04
AMD MI355X ×824932.264159 ms31.1 ms—atom · fp42026-07-04
AMD MI355X ×823330.964838 ms32.3 ms—atom · fp42026-07-04
AMD MI355X ×822829.664280 ms33.8 ms—vllm · fp4 · mtp2026-07-04
AMD MI355X ×820958.032204 ms17.3 ms—atom · fp4 · mtp2026-06-02
AMD MI355X ×818647.832204 ms20.9 ms—sglang · fp4 · mtp2026-07-14
AMD MI355X ×816943.632148 ms22.9 ms—atom · fp42026-07-04
AMD MI355X ×816321.064282 ms47.6 ms—vllm · fp42026-07-04
AMD MI355X ×814438.132225 ms26.3 ms—vllm · fp4 · mtp2026-07-04
AMD MI355X ×813373.516196 ms13.6 ms—atom · fp4 · mtp2026-06-02
AMD MI355X ×811964.516199 ms15.5 ms—sglang · fp4 · mtp2026-07-14
AMD MI355X ×810627.332270 ms36.7 ms—vllm · fp42026-07-04
AMD MI355X ×899.351.216147 ms19.5 ms—atom · fp42026-07-04
AMD MI355X ×889.71048182 ms9.6 ms—atom · fp4 · mtp2026-06-02
AMD MI355X ×887.245.016216 ms22.2 ms—vllm · fp4 · mtp2026-07-04
AMD MI355X ×877.781.68185 ms12.3 ms—sglang · fp4 · mtp2026-07-14
AMD MI355X ×864.133.116212 ms30.2 ms—vllm · fp42026-07-04
AMD MI355X ×858.460.68150 ms16.5 ms—atom · fp42026-07-04
AMD MI355X ×851.555.98248 ms17.9 ms—vllm · fp4 · mtp2026-07-04
AMD MI355X ×847.11014179 ms9.9 ms—atom · fp4 · mtp2026-06-02
AMD MI355X ×843.088.94179 ms11.2 ms—sglang · fp4 · mtp2026-07-14
AMD MI355X ×835.236.38274 ms27.5 ms—vllm · fp42026-07-04
AMD MI355X ×829.661.74148 ms16.2 ms—atom · fp42026-07-04
AMD MI355X ×827.91282176 ms7.8 ms—atom · fp4 · mtp2026-06-02
AMD MI355X ×825.955.34241 ms18.1 ms—vllm · fp4 · mtp2026-07-04
AMD MI355X ×824.61042178 ms9.7 ms—sglang · fp4 · mtp2026-07-14
AMD MI355X ×818.338.84292 ms25.8 ms—vllm · fp42026-07-04
AMD MI355X ×817.72.2643.69 s447.5 ms—sglang · fp82026-04-25
AMD MI355X ×816.466.82152 ms15.0 ms—atom · fp42026-07-04
AMD MI355X ×813.91131184 ms8.8 ms—atom · fp4 · mtp2026-06-02
AMD MI355X ×813.21081172 ms9.3 ms—sglang · fp4 · mtp2026-07-14
AMD MI355X ×811.12.9323.58 s350.2 ms—sglang · fp82026-04-25
AMD MI355X ×88.467.81159 ms14.7 ms—atom · fp42026-07-04
AMD MI355X ×83.53.683.53 s274.8 ms—sglang · fp82026-04-25
AMD MI355X ×80.10.71537 ms1.46 s—vllm · fp82026-04-28
2NVIDIA B200 ×8NVIDIADeepSeek-V4-Pro at 1K in, 1K out40552.764157 ms19.0 ms—vllm · fp4 · mtpvllm/vllm-openai:v0.25.02026-07-12
NVIDIA B200 ×831941.164105 ms24.3 ms—vllm · fp42026-07-12
NVIDIA B200 ×827370.332118 ms14.2 ms—vllm · fp4 · mtp2026-07-12
NVIDIA B200 ×820652.132282 ms19.2 ms—trt · fp4 · mtp2026-06-12
NVIDIA B200 ×819850.93295 ms19.6 ms—vllm · fp42026-07-12
NVIDIA B200 ×817044.032234 ms22.7 ms—sglang · fp42026-07-01
NVIDIA B200 ×816584.616108 ms11.8 ms—vllm · fp4 · mtp2026-07-12
NVIDIA B200 ×816442.832237 ms23.4 ms—trt · fp42026-06-12
NVIDIA B200 ×814275.816266 ms13.2 ms—trt · fp4 · mtp2026-06-12
NVIDIA B200 ×813267.91686 ms14.7 ms—vllm · fp42026-07-12
NVIDIA B200 ×810958.116221 ms17.2 ms—sglang · fp42026-07-01
NVIDIA B200 ×810656.716231 ms17.6 ms—trt · fp42026-06-12
NVIDIA B200 ×8102105898 ms9.5 ms—vllm · fp4 · mtp2026-07-12
NVIDIA B200 ×890.21028285 ms9.8 ms—trt · fp4 · mtp2026-06-12
NVIDIA B200 ×875.277.3883 ms12.9 ms—vllm · fp42026-07-12
NVIDIA B200 ×866.871.68222 ms14.0 ms—sglang · fp42026-07-01
NVIDIA B200 ×866.272.48228 ms13.8 ms—trt · fp42026-06-12
NVIDIA B200 ×859.3124496 ms8.0 ms—vllm · fp4 · mtp2026-07-12
NVIDIA B200 ×855.01274254 ms7.9 ms—trt · fp4 · mtp2026-06-12
NVIDIA B200 ×841.085.1482 ms11.7 ms—vllm · fp42026-07-12
NVIDIA B200 ×839.1157293 ms6.4 ms—vllm · fp4 · mtp2026-07-12
NVIDIA B200 ×838.285.24226 ms11.7 ms—trt · fp42026-06-12
NVIDIA B200 ×837.983.14235 ms12.0 ms—sglang · fp42026-07-01
NVIDIA B200 ×834.11622268 ms6.2 ms—trt · fp4 · mtp2026-06-12
NVIDIA B200 ×823.3194178 ms5.2 ms—vllm · fp4 · mtp2026-07-12
NVIDIA B200 ×823.293.8288 ms10.7 ms—vllm · fp42026-07-12
NVIDIA B200 ×821.794.32230 ms10.6 ms—trt · fp42026-06-12
NVIDIA B200 ×821.091.62229 ms10.9 ms—sglang · fp42026-07-01
NVIDIA B200 ×819.61921219 ms5.2 ms—trt · fp4 · mtp2026-06-12
NVIDIA B200 ×812.11031214 ms9.7 ms—sglang · fp42026-07-01
NVIDIA B200 ×811.996.0177 ms10.4 ms—vllm · fp42026-07-12
NVIDIA B200 ×811.499.21202 ms10.1 ms—trt · fp42026-06-12
NVIDIA H200 ×82106.82564.15 s147.4 ms—vllm · fp82026-07-14
NVIDIA H200 ×816522.864238 ms43.8 ms—sglang · fp82026-07-14
NVIDIA H200 ×816120.764608 ms48.4 ms—vllm · fp82026-07-14
NVIDIA H200 ×81559.91281.29 s101.4 ms—vllm · fp82026-07-14
NVIDIA H200 ×814519.4642.02 s51.4 ms—sglang · fp8 · mtp2026-07-14
3NVIDIA H200 ×8NVIDIADeepSeek-V4-Pro at 1K in, 1K out13134.032562 ms29.4 ms—vllm · fp8 · mtpvllm/vllm-openai:v0.25.12026-07-14
NVIDIA H200 ×812716.2641.43 s61.7 ms—vllm · fp8 · mtp2026-07-14
NVIDIA H200 ×812633.032269 ms30.3 ms—sglang · fp8 · mtp2026-07-14
NVIDIA H200 ×812131.432461 ms31.9 ms—vllm · fp82026-07-14
NVIDIA H200 ×811631.532230 ms31.7 ms—sglang · fp82026-07-14
NVIDIA H200 ×81058.212831.16 s122.2 ms—vllm · fp8 · mtp2026-07-14
NVIDIA H200 ×81058.1256171.83 s122.9 ms—vllm · fp8 · mtp2026-07-14
NVIDIA H200 ×897.954.816259 ms18.2 ms—sglang · fp8 · mtp2026-07-14
NVIDIA H200 ×887.745.816738 ms21.8 ms—vllm · fp8 · mtp2026-07-14
NVIDIA H200 ×878.943.316224 ms23.1 ms—sglang · fp82026-07-14
NVIDIA H200 ×876.239.716487 ms25.2 ms—vllm · fp82026-07-14
NVIDIA H200 ×866.670.68514 ms14.2 ms—vllm · fp8 · mtp2026-07-14
NVIDIA H200 ×865.972.58245 ms13.8 ms—sglang · fp8 · mtp2026-07-14
NVIDIA H200 ×854.056.38463 ms17.8 ms—vllm · fp82026-07-14
NVIDIA H200 ×851.155.78223 ms18.0 ms—sglang · fp82026-07-14
NVIDIA H200 ×841.491.64246 ms10.9 ms—sglang · fp8 · mtp2026-07-14
NVIDIA H200 ×840.085.34505 ms11.7 ms—vllm · fp8 · mtp2026-07-14
NVIDIA H200 ×833.270.64476 ms14.2 ms—vllm · fp82026-07-14
NVIDIA H200 ×833.01462509 ms6.8 ms—vllm · fp8 · mtp2026-07-14
NVIDIA H200 ×830.266.94226 ms14.9 ms—sglang · fp82026-07-14
NVIDIA H200 ×820.21821514 ms5.5 ms—vllm · fp8 · mtp2026-07-14
NVIDIA H200 ×820.183.92460 ms11.9 ms—vllm · fp82026-07-14
NVIDIA H200 ×815.213511.42 s7.4 ms—sglang · fp8 · mtp2026-07-14
NVIDIA H200 ×810.991.21437 ms11.0 ms—vllm · fp82026-07-14
NVIDIA H200 ×89.178.711.44 s12.7 ms—sglang · fp82026-07-14
4NVIDIA B300 ×8NVIDIADeepSeek-V4-Pro at 1K in, 1K out105108897 ms9.2 ms—vllm · fp4 · mtpvllm/vllm-openai:v0.25.02026-07-12
NVIDIA B300 ×895.91128142 ms8.9 ms—sglang · fp4 · mtp2026-06-11
NVIDIA B300 ×861.0130487 ms7.7 ms—vllm · fp4 · mtp2026-07-12
NVIDIA B300 ×848.81304137 ms7.7 ms—sglang · fp4 · mtp2026-06-11
NVIDIA B300 ×841.786.6483 ms11.5 ms—vllm · fp42026-07-12
NVIDIA B300 ×840.7166282 ms6.0 ms—vllm · fp4 · mtp2026-07-12
NVIDIA B300 ×829.31412133 ms7.1 ms—sglang · fp4 · mtp2026-06-11
NVIDIA B300 ×823.9198166 ms5.1 ms—vllm · fp4 · mtp2026-07-12
NVIDIA B300 ×823.595.0283 ms10.5 ms—vllm · fp42026-07-12
NVIDIA B300 ×818.31821122 ms5.5 ms—sglang · fp4 · mtp2026-06-11
NVIDIA B300 ×812.499.8169 ms10.0 ms—vllm · fp42026-07-12
NVIDIA B300 ×811.81051109 ms9.5 ms—sglang · fp42026-06-26
AMD MI325X ×83395.55121.43 s181.6 ms—vllm · fp8 · mtp2026-07-16
AMD MI325X ×83084.9512906 ms203.7 ms—vllm · fp82026-07-16
AMD MI325X ×82628.5256937 ms117.1 ms—vllm · fp8 · mtp2026-07-16
AMD MI325X ×82357.5256631 ms132.8 ms—vllm · fp82026-07-16
AMD MI325X ×818812.3128667 ms81.1 ms—vllm · fp8 · mtp2026-07-16
AMD MI325X ×81549.9128486 ms101.0 ms—vllm · fp82026-07-16
AMD MI325X ×813117.264466 ms58.2 ms—vllm · fp8 · mtp2026-07-16
AMD MI325X ×810313.364339 ms75.1 ms—vllm · fp82026-07-16
AMD MI325X ×879.820.732413 ms48.2 ms—vllm · fp8 · mtp2026-07-16
AMD MI325X ×861.816.032319 ms62.5 ms—vllm · fp82026-07-16
AMD MI325X ×850.826.216375 ms38.2 ms—vllm · fp8 · mtp2026-07-16
AMD MI325X ×835.418.216304 ms54.9 ms—vllm · fp82026-07-16
5AMD MI325X ×8AMDDeepSeek-V4-Pro at 1K in, 1K out30.031.38343 ms32.0 ms—vllm · fp8 · mtpvllm/vllm-openai-rocm:nightly-09663abde0f50944a8d5ea30120666024b503faa2026-07-16
AMD MI325X ×819.019.68298 ms51.0 ms—vllm · fp82026-07-16
AMD MI325X ×815.833.24328 ms30.2 ms—vllm · fp8 · mtp2026-07-16
AMD MI325X ×810.121.04291 ms47.6 ms—vllm · fp82026-07-16
AMD MI300X ×82904.85121.67 s209.8 ms—vllm · fp8 · mtp2026-07-16
AMD MI300X ×82634.25121.08 s238.7 ms—vllm · fp82026-07-16
AMD MI300X ×82177.12561.09 s141.0 ms—vllm · fp8 · mtp2026-07-16
AMD MI300X ×81936.2256754 ms161.2 ms—vllm · fp82026-07-16
AMD MI300X ×816410.8128763 ms92.9 ms—vllm · fp8 · mtp2026-07-16
AMD MI300X ×81328.5128566 ms118.0 ms—vllm · fp82026-07-16
AMD MI300X ×811114.564544 ms69.2 ms—vllm · fp8 · mtp2026-07-16
AMD MI300X ×887.411.364402 ms88.7 ms—vllm · fp82026-07-16
AMD MI300X ×870.318.232485 ms54.8 ms—vllm · fp8 · mtp2026-07-16
AMD MI300X ×855.314.332374 ms70.2 ms—vllm · fp82026-07-16
AMD MI300X ×845.824.516432 ms40.8 ms—vllm · fp8 · mtp2026-07-16
AMD MI300X ×833.117.016367 ms58.7 ms—vllm · fp82026-07-16
AMD MI300X ×828.729.28443 ms34.2 ms—vllm · fp8 · mtp2026-07-16
AMD MI300X ×818.619.28405 ms52.2 ms—vllm · fp82026-07-16
6AMD MI300X ×8AMDDeepSeek-V4-Pro at 1K in, 1K out15.332.24432 ms31.1 ms—vllm · fp8 · mtpvllm/vllm-openai-rocm:nightly-09663abde0f50944a8d5ea30120666024b503faa2026-07-16
AMD MI300X ×810.020.84417 ms48.0 ms—vllm · fp82026-07-16
—AMD MI355X ×4AMDDeepSeek-V4-Pro at 1K in, 1K out66422.21281.52 s45.1 ms—sglang · fp4lmsysorg/sglang-rocm:v0.5.14-rocm720-mi35x-202607062026-07-14
—NVIDIA B300 ×4NVIDIADeepSeek-V4-Pro at 1K in, 1K out1,53412.2512358 ms81.8 ms—sglang · fp4lmsysorg/sglang:nightly-dev-cu13-20260624-b2c8f7a22026-06-26
NVIDIA B300 ×163,5298.9204817.31 s112.5 ms—vllm · fp42026-07-12
NVIDIA B300 ×163,20412.91024706 ms77.8 ms—vllm · fp4 · mtp2026-07-12
NVIDIA B300 ×162,21117.7512471 ms56.4 ms—vllm · fp4 · mtp2026-07-12
1NVIDIA B300 ×16NVIDIADeepSeek-V4-Pro at 1K in, 1K out1,90635.22562.24 s28.4 ms—trt · fp4 · mtpghcr.io/semianalysisai/trtllm-deepseek-v4:feat-deepseek_v4-c1850662026-06-12
NVIDIA B300 ×161,24345.51281.92 s22.0 ms—trt · fp4 · mtp2026-06-12
NVIDIA B300 ×1672453.9641.75 s18.6 ms—trt · fp4 · mtp2026-06-12
AMD MI355X ×161,57713.810242.94 s72.7 ms—atom-disagg · fp4 · disaggregated · multi-node2026-06-12
AMD MI355X ×161,27121.7512766 ms46.1 ms—atom-disagg · fp4 · disaggregated · multi-node2026-06-12
AMD MI355X ×1685228.7256636 ms34.9 ms—atom-disagg · fp4 · disaggregated · multi-node2026-06-12
2AMD MI355X ×16AMDDeepSeek-V4-Pro at 1K in, 1K out52935.0128516 ms28.6 ms—atom-disagg · fp4 · disaggregated · multi-noderocm/atom-dev:nightly_2026061014032026-06-12
AMD MI355X ×1631341.564458 ms24.1 ms—atom-disagg · fp4 · disaggregated · multi-node2026-06-12
AMD MI355X ×1619651.632393 ms19.4 ms—atom-disagg · fp4 · disaggregated · multi-node2026-06-12
AMD MI355X ×1611158.016278 ms17.2 ms—atom-disagg · fp4 · disaggregated · multi-node2026-06-12
AMD MI355X ×1660.663.48269 ms15.8 ms—atom-disagg · fp4 · disaggregated · multi-node2026-06-12
NVIDIA GB200 ×1622129.8641.27 s33.5 ms—dynamo-vllm · fp4 · disaggregated · multi-node2026-04-25
3NVIDIA GB200 ×16NVIDIADeepSeek-V4-Pro at 1K in, 1K out13637.2321.30 s26.9 ms—dynamo-vllm · fp4 · disaggregated · multi-nodevllm/vllm-openai:deepseekv4-cu1302026-04-25
NVIDIA GB200 ×1676.045.5161.34 s22.0 ms—dynamo-vllm · fp4 · disaggregated · multi-node2026-04-25
NVIDIA GB200 ×1650.155.781.27 s18.0 ms—dynamo-vllm · fp4 · disaggregated · multi-node2026-04-25
NVIDIA GB200 ×1625.964.841.11 s15.4 ms—dynamo-vllm · fp4 · disaggregated · multi-node2026-04-25
NVIDIA GB200 ×165.376.119.87 s13.1 ms—dynamo-vllm · fp4 · disaggregated · multi-node2026-04-25
—NVIDIA GB300 ×16NVIDIADeepSeek-V4-Pro at 1K in, 1K out11,84113.081922.26 s77.0 ms—dynamo-trt · fp4 · mtp · disaggregated · multi-nodenvcr.io/nvidia/ai-dynamo/tensorrtllm-runtime:1.3.0-deepseek-v4-dev.12026-06-15
—NVIDIA GB300 ×24NVIDIADeepSeek-V4-Pro at 1K in, 1K out13368.8552.86 s14.5 ms—dynamo-trt · fp4 · disaggregated · multi-nodenvcr.io/nvidia/ai-dynamo/tensorrtllm-runtime:1.3.0-deepseek-v4-dev.12026-06-15
—NVIDIA GB200 ×24NVIDIADeepSeek-V4-Pro at 1K in, 1K out18629.81288.15 s33.6 ms—dynamo-vllm · fp4 · disaggregated · multi-nodevllm/vllm-openai:deepseekv4-cu1302026-04-25
—NVIDIA GB300 ×40NVIDIADeepSeek-V4-Pro at 1K in, 1K out2,63898.012292.18 s10.2 ms—dynamo-trt · fp4 · mtp · disaggregated · multi-nodenvcr.io/nvidia/ai-dynamo/tensorrtllm-runtime:1.3.0-deepseek-v4-dev.12026-06-15
—NVIDIA GB200 ×40NVIDIADeepSeek-V4-Pro at 1K in, 1K out3,59610.1819232.97 s98.6 ms—dynamo-vllm · fp4 · disaggregated · multi-nodevllm/vllm-openai:deepseekv4-cu1302026-04-25
NVIDIA B300 ×645,2575.581926.50 s183.3 ms—sglang · fp42026-06-26
NVIDIA B300 ×645,1905.781927.82 s174.4 ms—vllm · fp42026-07-12
NVIDIA B300 ×644,0858.140961.28 s123.2 ms—vllm · fp42026-07-12
1NVIDIA B300 ×64NVIDIADeepSeek-V4-Pro at 1K in, 1K out2,92230.910248.71 s32.4 ms—trt · fp4 · mtpghcr.io/semianalysisai/trtllm-deepseek-v4:feat-deepseek_v4-c1850662026-06-12
NVIDIA B300 ×642,29641.85122.04 s23.9 ms—trt · fp4 · mtp2026-06-12
NVIDIA B200 ×643,6047.240962.55 s139.3 ms—vllm · fp42026-07-12
NVIDIA B200 ×642,81011.220481.41 s89.2 ms—vllm · fp4 · mtp2026-07-12
NVIDIA B200 ×642,29518.31024787 ms54.6 ms—vllm · fp4 · mtp2026-07-12
NVIDIA B200 ×641,63526.2512531 ms38.2 ms—vllm · fp4 · mtp2026-07-12
2NVIDIA B200 ×64NVIDIADeepSeek-V4-Pro at 1K in, 1K out1,34850.52561.91 s19.8 ms—trt · fp4 · mtpghcr.io/semianalysisai/trtllm-deepseek-v4:feat-deepseek_v4-c1850662026-06-12
NVIDIA B200 ×6487064.21281.40 s15.6 ms—trt · fp4 · mtp2026-06-12
NVIDIA B200 ×6446572.5641.16 s13.8 ms—trt · fp4 · mtp2026-06-12
NVIDIA B200 ×6425979.432932 ms12.6 ms—trt · fp4 · mtp2026-06-12
NVIDIA H200 ×643069.92561.35 s101.2 ms—vllm · fp8 · mtp2026-07-14
NVIDIA H200 ×6418912.01281.05 s83.0 ms—vllm · fp8 · mtp2026-07-14
NVIDIA H200 ×6414919.064670 ms52.7 ms—vllm · fp8 · mtp2026-07-14
NVIDIA H200 ×6491.623.332605 ms43.0 ms—vllm · fp8 · mtp2026-07-14
3NVIDIA H200 ×64NVIDIADeepSeek-V4-Pro at 1K in, 1K out69.436.116570 ms27.7 ms—vllm · fp8 · mtpvllm/vllm-openai:v0.25.12026-07-14
NVIDIA H200 ×6450.154.18397 ms18.5 ms—vllm · fp8 · mtp2026-07-14
NVIDIA H200 ×6428.260.94521 ms16.4 ms—vllm · fp8 · mtp2026-07-14
NVIDIA H200 ×6415.869.42384 ms14.4 ms—vllm · fp8 · mtp2026-07-14
NVIDIA B300 ×865621.0256258 ms47.6 ms—sglang · fp8 · mtp2026-05-18
NVIDIA B300 ×853717.0256181 ms59.0 ms—sglang · fp82026-05-18
1NVIDIA B300 ×8NVIDIAGLM-5 (glm5) at 1K in, 1K out50232.3128194 ms30.9 ms—sglang · fp8 · mtplmsysorg/sglang:v0.5.12-cu1302026-05-18
NVIDIA B300 ×838524.6128138 ms40.7 ms—sglang · fp82026-05-18
NVIDIA B300 ×836347.064166 ms21.3 ms—sglang · fp8 · mtp2026-05-18
NVIDIA B300 ×826068.032141 ms14.7 ms—sglang · fp8 · mtp2026-05-18
NVIDIA B300 ×825933.564124 ms29.8 ms—sglang · fp82026-05-18
NVIDIA B300 ×817444.632114 ms22.4 ms—sglang · fp82026-05-18
NVIDIA B300 ×817390.916128 ms11.0 ms—sglang · fp8 · mtp2026-05-18
NVIDIA B300 ×81061128117 ms8.9 ms—sglang · fp8 · mtp2026-05-18
NVIDIA B300 ×810654.716108 ms18.3 ms—sglang · fp82026-05-18
NVIDIA B300 ×882.51744108 ms5.8 ms—sglang · fp4 · mtp2026-05-25
NVIDIA B300 ×866.61364113 ms7.3 ms—sglang · fp8 · mtp2026-05-18
NVIDIA B300 ×863.164.88104 ms15.4 ms—sglang · fp82026-05-18
NVIDIA B300 ×844.192.24162 ms10.9 ms—sglang · fp42026-05-25
NVIDIA B300 ×836.175.04101 ms13.3 ms—sglang · fp82026-05-18
NVIDIA B200 ×856717.9256175 ms56.0 ms—sglang · fp82026-06-12
NVIDIA B200 ×850015.5256362 ms64.5 ms—sglang · fp8 · mtp2026-06-12
NVIDIA B200 ×839825.3128135 ms39.6 ms—sglang · fp82026-06-12
2NVIDIA B200 ×8NVIDIAGLM-5 (glm5) at 1K in, 1K out28235.664291 ms28.1 ms—sglang · fp8 · mtplmsysorg/sglang:nightly-dev-cu13-20260605-7dc737662026-06-12
NVIDIA B200 ×827134.864121 ms28.8 ms—sglang · fp82026-06-12
NVIDIA B200 ×821454.432276 ms18.4 ms—sglang · fp8 · mtp2026-06-12
NVIDIA B200 ×817545.032112 ms22.2 ms—sglang · fp82026-06-12
NVIDIA B200 ×814976.716265 ms13.0 ms—sglang · fp8 · mtp2026-06-12
NVIDIA B200 ×811156.716107 ms17.6 ms—sglang · fp82026-06-12
NVIDIA B200 ×898.71028255 ms9.8 ms—sglang · fp8 · mtp2026-06-12
NVIDIA B200 ×874.71574231 ms6.4 ms—sglang · fp4 · mtp2026-06-12
NVIDIA B200 ×865.367.28103 ms14.9 ms—sglang · fp82026-06-12
NVIDIA B200 ×863.31364250 ms7.3 ms—sglang · fp8 · mtp2026-06-12
NVIDIA B200 ×844.092.24150 ms10.8 ms—sglang · fp42026-06-12
NVIDIA B200 ×837.377.74101 ms12.9 ms—sglang · fp82026-06-12
AMD MI355X ×838524.6128156 ms40.6 ms—atom · fp82026-05-01
3AMD MI355X ×8AMDGLM-5 (glm5) at 1K in, 1K out24331.464116 ms31.9 ms—atom · fp8rocm/atom:rocm7.2.2_ubuntu24.04_py3.12_pytorch_release_2.10.0_atom0.1.2.post2026-05-01
AMD MI355X ×888.345.316103 ms22.1 ms—atom · fp82026-05-01
AMD MI355X ×886.187.78148 ms11.4 ms—sglang · fp8 · mtp2026-05-19
AMD MI355X ×850.51024144 ms9.8 ms—sglang · fp8 · mtp2026-05-19
AMD MI355X ×849.350.68102 ms19.8 ms—atom · fp82026-05-01
AMD MI355X ×827.256.64101 ms17.7 ms—atom · fp82026-05-01
4NVIDIA H200 ×8NVIDIAGLM-5 (glm5) at 1K in, 1K out19833.9647.76 s29.5 ms—sglang · fp8 · mtplmsysorg/sglang:v0.5.12-cu1302026-05-18
NVIDIA H200 ×816621.064262 ms47.7 ms—sglang · fp82026-05-19
NVIDIA H200 ×816241.832290 ms23.9 ms—sglang · fp8 · mtp2026-05-18
NVIDIA H200 ×811258.616276 ms17.1 ms—sglang · fp8 · mtp2026-05-18
NVIDIA H200 ×811128.432251 ms35.2 ms—sglang · fp82026-05-19
NVIDIA H200 ×876.639.316242 ms25.4 ms—sglang · fp82026-05-19
NVIDIA H200 ×873.877.08270 ms13.0 ms—sglang · fp8 · mtp2026-05-18
NVIDIA H200 ×848.750.38243 ms19.9 ms—sglang · fp82026-05-19
NVIDIA H200 ×847.61024267 ms9.8 ms—sglang · fp8 · mtp2026-05-18
NVIDIA H200 ×828.860.54237 ms16.5 ms—sglang · fp82026-05-19
AMD MI325X ×812617.0641.87 s59.0 ms—sglang · fp82026-05-20
AMD MI325X ×812616.8641.86 s59.4 ms—sglang · fp8 · mtp2026-05-20
AMD MI325X ×882.822.2321.25 s45.1 ms—sglang · fp82026-05-20
AMD MI325X ×882.822.2321.26 s44.9 ms—sglang · fp8 · mtp2026-05-20
AMD MI325X ×848.926.116948 ms38.3 ms—sglang · fp82026-05-20
AMD MI325X ×848.626.116954 ms38.3 ms—sglang · fp8 · mtp2026-05-20
5AMD MI325X ×8AMDGLM-5 (glm5) at 1K in, 1K out28.630.78829 ms32.6 ms—sglang · fp8lmsysorg/sglang:v0.5.12-rocm720-mi30x2026-05-20
AMD MI325X ×828.530.68829 ms32.6 ms—sglang · fp8 · mtp2026-05-20
AMD MI325X ×816.034.44749 ms29.0 ms—sglang · fp8 · mtp2026-05-20
AMD MI325X ×815.934.54754 ms29.0 ms—sglang · fp82026-05-20
NVIDIA B300 ×41,63726.0256221 ms38.4 ms—sglang · fp4 · mtp2026-05-25
1NVIDIA B300 ×4NVIDIAGLM-5 (glm5) at 1K in, 1K out95430.7128288 ms32.5 ms—sglang · fp4lmsysorg/sglang:v0.5.12-cu1302026-05-25
NVIDIA B300 ×486055.864134 ms17.9 ms—sglang · fp4 · mtp2026-05-25
NVIDIA B300 ×457874.932125 ms13.3 ms—sglang · fp4 · mtp2026-05-25
NVIDIA B300 ×437094.816117 ms10.5 ms—sglang · fp4 · mtp2026-05-25
NVIDIA B300 ×42301198115 ms8.4 ms—sglang · fp4 · mtp2026-05-25
NVIDIA B300 ×41451524109 ms6.6 ms—sglang · fp4 · mtp2026-05-25
NVIDIA B200 ×41,38022.0256424 ms45.4 ms—sglang · fp42026-06-12
NVIDIA B200 ×492129.8128333 ms33.6 ms—sglang · fp42026-06-12
2NVIDIA B200 ×4NVIDIAGLM-5 (glm5) at 1K in, 1K out63440.064263 ms25.0 ms—sglang · fp4 · mtplmsysorg/sglang:nightly-dev-cu13-20260605-7dc737662026-06-12
NVIDIA B200 ×445558.632249 ms17.1 ms—sglang · fp4 · mtp2026-06-12
NVIDIA B200 ×431380.416241 ms12.4 ms—sglang · fp4 · mtp2026-06-12
NVIDIA B200 ×42131108233 ms9.1 ms—sglang · fp4 · mtp2026-06-12
NVIDIA B200 ×41361434241 ms7.0 ms—sglang · fp4 · mtp2026-06-12
AMD MI355X ×478512.5256236 ms80.2 ms—atom · fp82026-05-01
AMD MI355X ×454417.4128213 ms57.6 ms—atom · fp82026-05-01
3AMD MI355X ×4AMDGLM-5 (glm5) at 1K in, 1K out43136.812842.55 s27.2 ms—sglang · fp8 · mtplmsysorg/sglang-rocm:v0.5.12-rocm720-mi35x-202605172026-05-19
AMD MI355X ×433744.132218 ms22.7 ms—sglang · fp8 · mtp2026-05-19
AMD MI355X ×420954.816206 ms18.3 ms—sglang · fp8 · mtp2026-05-19
AMD MI355X ×414775.98179 ms13.2 ms—sglang · fp8 · mtp2026-05-19
AMD MI355X ×482.788.44175 ms11.3 ms—sglang · fp8 · mtp2026-05-19
AMD MI355X ×1639925.3512109.53 s39.6 ms—mori-sglang · fp8 · disaggregated · multi-node2026-05-28
—AMD MI355X ×16AMDGLM-5 (glm5) at 1K in, 1K out24031.664359 ms31.7 ms—mori-sglang · fp8 · disaggregated · multi-nodelmsysorg/sglang-rocm:v0.5.12.post1-rocm720-mi35x-202605232026-05-28
AMD MI355X ×1613835.932239 ms27.9 ms—mori-sglang · fp8 · disaggregated · multi-node2026-05-28
AMD MI355X ×1683.843.616210 ms22.9 ms—mori-sglang · fp8 · disaggregated · multi-node2026-05-28
AMD MI355X ×1647.249.08203 ms20.4 ms—mori-sglang · fp8 · disaggregated · multi-node2026-05-28
—NVIDIA GB200 ×16NVIDIAGLM-5 (glm5) at 1K in, 1K out9,53619.243012.53 s52.1 ms—dynamo-trt · fp4 · mtp · disaggregated · multi-nodenvcr.io/nvidia/ai-dynamo/tensorrtllm-runtime:1.3.0-dev.1-cuda132026-07-16
—NVIDIA B200 ×16NVIDIAGLM-5 (glm5) at 1K in, 1K out3,44811.825762.11 s84.9 ms—dynamo-sglang · fp8 · disaggregated · multi-nodelmsysorg/sglang:v0.5.11-cu1302026-05-18
—NVIDIA GB300 ×20NVIDIAGLM-5 (glm5) at 1K in, 1K out4,61738.122532.46 s26.3 ms—dynamo-trt · fp4 · disaggregated · multi-nodenvcr.io/nvidia/ai-dynamo/tensorrtllm-runtime:1.3.0-dev.1-cuda132026-06-18
—NVIDIA GB200 ×20NVIDIAGLM-5 (glm5) at 1K in, 1K out4,01066.412292.83 s15.1 ms—dynamo-trt · fp4 · mtp · disaggregated · multi-nodenvcr.io/nvidia/ai-dynamo/tensorrtllm-runtime:1.3.0-dev.1-cuda132026-07-16
NVIDIA GB300 ×248,66217.98192854 ms55.9 ms—dynamo-trt · fp4 · disaggregated · multi-node2026-06-18
—NVIDIA GB300 ×24NVIDIAGLM-5 (glm5) at 1K in, 1K out8,12536.243011.46 s27.6 ms—dynamo-trt · fp4 · mtp · disaggregated · multi-nodenvcr.io/nvidia/ai-dynamo/tensorrtllm-runtime:1.3.0-dev.1-cuda132026-07-09
—NVIDIA GB200 ×24NVIDIAGLM-5 (glm5) at 1K in, 1K out7,19632.643011.64 s30.7 ms—dynamo-trt · fp4 · mtp · disaggregated · multi-nodenvcr.io/nvidia/ai-dynamo/tensorrtllm-runtime:1.3.0-dev.1-cuda132026-07-16
NVIDIA GB200 ×245,92148.522531.96 s20.6 ms—dynamo-trt · fp4 · mtp · disaggregated · multi-node2026-07-16
NVIDIA GB200 ×2478.580.6251.72 s12.4 ms—dynamo-trt · fp4 · disaggregated · multi-node2026-07-15
NVIDIA GB200 ×2449.0200104.51 s5.0 ms—dynamo-trt · fp4 · mtp · disaggregated · multi-node2026-07-16
—NVIDIA B200 ×24NVIDIAGLM-5 (glm5) at 1K in, 1K out1,48321.112481.37 s47.5 ms—dynamo-sglang · fp8 · disaggregated · multi-nodelmsysorg/sglang:v0.5.11-cu1302026-05-18
—NVIDIA GB300 ×40NVIDIAGLM-5 (glm5) at 1K in, 1K out3,26833.9830042.56 s29.5 ms—dynamo-sglang · fp4 · disaggregated · multi-nodelmsysorg/sglang:v0.5.11-cu1302026-05-29
—NVIDIA GB200 ×40NVIDIAGLM-5 (glm5) at 1K in, 1K out2,62943.42151982 ms23.1 ms—dynamo-trt · fp4 · disaggregated · multi-nodenvcr.io/nvidia/ai-dynamo/tensorrtllm-runtime:1.3.0-dev.1-cuda132026-07-15
—NVIDIA B200 ×40NVIDIAGLM-5 (glm5) at 1K in, 1K out45628.25761.22 s35.5 ms—dynamo-sglang · fp8 · disaggregated · multi-nodelmsysorg/sglang:v0.5.11-cu1302026-05-18
—AMD MI355X ×2AMDGLM-5 (glm5.1) at 1K in, 1K out1,1469.0256373 ms110.7 ms—sglang · fp4lmsysorg/sglang-rocm:v0.5.13.post1-rocm720-mi35x-202606222026-07-02
—AMD MI355X ×4AMDGLM-5 (glm5.1) at 1K in, 1K out99215.8256222 ms63.2 ms—atom · fp4rocm/atom:rocm7.2.2_ubuntu24.04_py3.12_pytorch_release_2.10.0_atom0.1.2.post2026-04-24
—NVIDIA B200 ×16NVIDIAGLM-5 (glm5.1) at 1K in, 1K out53.65291374 ms1.9 ms—tilert · fp8 · mtp · disaggregated · multi-nodeghcr.io/tile-ai/tilert:0.1.52026-08-24
—NVIDIA GB300 ×20NVIDIAGLM-5 (glm5.1) at 1K in, 1K out4,28840.020481.86 s25.0 ms—dynamo-sglang · fp4 · mtp · disaggregated · multi-nodelmsysorg/sglang:v0.5.13.post1-cu1302026-07-08
—NVIDIA GB200 ×20NVIDIAGLM-5 (glm5.1) at 1K in, 1K out3,52146.117426.05 s21.7 ms—dynamo-sglang · fp4 · mtp · disaggregated · multi-nodelmsysorg/sglang:v0.5.13.post1-cu1302026-07-08
—NVIDIA GB200 ×24NVIDIAGLM-5 (glm5.1) at 1K in, 1K out2,77329.119556.03 s34.4 ms—dynamo-sglang · fp8 · disaggregated · multi-nodelmsysorg/sglang:v0.5.122026-07-08
—NVIDIA GB200 ×40NVIDIAGLM-5 (glm5.1) at 1K in, 1K out2,24139.2316014.09 s25.5 ms—dynamo-sglang · fp4 · disaggregated · multi-nodelmsysorg/sglang:v0.5.11-cu1302026-07-08
1NVIDIA H200 ×8NVIDIAgpt-oss-120b at 1K in, 1K out1,0811406446 ms7.2 ms—vllm · fp4vllm/vllm-openai:v0.22.02026-05-30
NVIDIA H200 ×86801773239 ms5.6 ms—vllm · fp42026-05-30
NVIDIA H200 ×84082121634 ms4.7 ms—vllm · fp42026-05-30
NVIDIA H200 ×8238249836 ms4.0 ms—vllm · fp42026-05-30
NVIDIA H200 ×8130270434 ms3.7 ms—vllm · fp42026-05-30
2NVIDIA H100 ×8NVIDIAgpt-oss-120b at 1K in, 1K out1,0381346453 ms7.5 ms—vllm · fp4vllm/vllm-openai:v0.21.02026-05-17
NVIDIA H100 ×86581703238 ms5.9 ms—vllm · fp42026-05-17
NVIDIA H100 ×83992061640 ms4.9 ms—vllm · fp42026-05-17
NVIDIA H100 ×8238246837 ms4.1 ms—vllm · fp42026-05-17
NVIDIA H100 ×8127266435 ms3.8 ms—vllm · fp42026-05-17
3AMD MI355X ×8AMDgpt-oss-120b at 1K in, 1K out8382223236 ms4.5 ms—atom · fp4rocm/atom:rocm7.1.1-ubuntu24.04-pytorch2.9-atom0.1.1-MI350x2026-01-14
AMD MI355X ×85552901631 ms3.4 ms—vllm · fp42026-06-05
AMD MI355X ×85012631636 ms3.8 ms—atom · fp42026-01-14
AMD MI355X ×8288300830 ms3.3 ms—vllm · fp42026-06-05
AMD MI355X ×8275291834 ms3.4 ms—atom · fp42026-01-14
AMD MI355X ×8149313429 ms3.2 ms—vllm · fp42026-06-05
AMD MI355X ×8142304434 ms3.3 ms—atom · fp42026-01-14
4AMD MI325X ×8AMDgpt-oss-120b at 1K in, 1K out59178.76451 ms12.7 ms—vllm · fp4vllm/vllm-openai-rocm:v0.22.02026-05-30
AMD MI325X ×836595.43242 ms10.5 ms—vllm · fp42026-05-30
AMD MI325X ×82041071639 ms9.3 ms—vllm · fp42026-05-30
AMD MI325X ×8108114838 ms8.8 ms—vllm · fp42026-05-30
AMD MI325X ×852.4110439 ms9.1 ms—vllm · fp42026-05-30
5NVIDIA B200 ×8NVIDIAgpt-oss-120b at 1K in, 1K out366379822 ms2.6 ms—vllm · fp4vllm/vllm-openai:v0.22.02026-05-31
NVIDIA B200 ×8204431454 ms2.3 ms—trt · fp42026-05-18
NVIDIA B200 ×8197416422 ms2.4 ms—vllm · fp42026-05-31
6AMD MI300X ×8AMDgpt-oss-120b at 1K in, 1K out3211671646 ms6.0 ms—vllm · fp4vllm/vllm-openai-rocm:v0.17.02026-04-21
AMD MI300X ×8187195842 ms5.1 ms—vllm · fp42026-04-21
AMD MI300X ×8104221439 ms4.5 ms—vllm · fp42026-04-21
AMD MI300X ×858.7238237 ms4.2 ms—vllm · fp42026-04-21
AMD MI300X ×830.9249133 ms4.0 ms—vllm · fp42026-04-21
1NVIDIA B200 ×1NVIDIAgpt-oss-120b at 1K in, 1K out14,72558.725674 ms17.0 ms—trt · fp4nvcr.io/nvidia/tensorrt-llm/release:1.3.0rc142026-05-18
NVIDIA B200 ×19,80278.712865 ms12.7 ms—vllm · fp42026-05-31
NVIDIA B200 ×16,2981016451 ms9.9 ms—vllm · fp42026-05-31
NVIDIA B200 ×14,2001363242 ms7.4 ms—vllm · fp42026-05-31
NVIDIA B200 ×12,7761771636 ms5.6 ms—vllm · fp42026-05-31
NVIDIA B200 ×11,851239834 ms4.2 ms—vllm · fp42026-05-31
NVIDIA B200 ×11,120289431 ms3.5 ms—vllm · fp42026-05-31
2AMD MI355X ×1AMDgpt-oss-120b at 1K in, 1K out8,77970.312850 ms14.2 ms—atom · fp4rocm/atom:rocm7.1.1-ubuntu24.04-pytorch2.9-atom0.1.1-MI350x2026-01-14
AMD MI355X ×16,01197.36462 ms10.3 ms—vllm · fp42026-06-05
AMD MI355X ×13,9401283252 ms7.8 ms—vllm · fp42026-06-05
AMD MI355X ×12,4581581647 ms6.3 ms—vllm · fp42026-06-05
AMD MI355X ×11,496196844 ms5.1 ms—vllm · fp42026-06-05
AMD MI355X ×1913238440 ms4.2 ms—vllm · fp42026-06-05
3NVIDIA H200 ×1NVIDIAgpt-oss-120b at 1K in, 1K out2,52444.564103 ms22.5 ms—trt · fp4nvcr.io/nvidia/tensorrt-llm/release:1.3.0rc142026-05-18
NVIDIA H200 ×11,72659.03288 ms16.9 ms—trt · fp42026-05-18
NVIDIA H200 ×11,15178.91684 ms12.7 ms—trt · fp42026-05-18
NVIDIA H200 ×1766101885 ms9.9 ms—trt · fp42026-05-18
NVIDIA H200 ×1604157482 ms6.4 ms—vllm · fp42026-05-30
AMD MI300X ×14,17216.7256247 ms60.0 ms—vllm · fp42026-04-21
AMD MI300X ×12,90723.2128185 ms43.1 ms—vllm · fp42026-04-21
4AMD MI300X ×1AMDgpt-oss-120b at 1K in, 1K out1,98131.764133 ms31.6 ms—vllm · fp4vllm/vllm-openai-rocm:v0.17.02026-04-21
AMD MI325X ×11,82429.264138 ms34.3 ms—vllm · fp42026-05-30
5AMD MI325X ×1AMDgpt-oss-120b at 1K in, 1K out1,17137.432118 ms26.8 ms—vllm · fp4vllm/vllm-openai-rocm:v0.22.02026-05-30
AMD MI325X ×180951.816102 ms19.3 ms—vllm · fp42026-05-30
AMD MI325X ×150866.1893 ms15.1 ms—vllm · fp42026-05-30
AMD MI325X ×127872.6489 ms13.8 ms—vllm · fp42026-05-30
1NVIDIA B200 ×2NVIDIAgpt-oss-120b at 1K in, 1K out8,54766.925685 ms14.9 ms—trt · fp4nvcr.io/nvidia/tensorrt-llm/release:1.3.0rc142026-05-18
NVIDIA B200 ×27,70412412848 ms8.1 ms—vllm · fp42026-05-31
NVIDIA B200 ×24,9381606437 ms6.3 ms—vllm · fp42026-05-31
NVIDIA B200 ×23,0911993230 ms5.0 ms—vllm · fp42026-05-31
NVIDIA B200 ×21,9012461629 ms4.1 ms—vllm · fp42026-05-31
NVIDIA B200 ×21,149298826 ms3.4 ms—vllm · fp42026-05-31
NVIDIA B200 ×2677352444 ms2.8 ms—trt · fp42026-05-18
2NVIDIA H200 ×2NVIDIAgpt-oss-120b at 1K in, 1K out2,12968.06470 ms14.7 ms—vllm · fp4vllm/vllm-openai:v0.22.02026-05-30
NVIDIA H200 ×21,45493.23272 ms10.7 ms—vllm · fp42026-05-30
NVIDIA H200 ×29741261663 ms8.0 ms—vllm · fp42026-05-30
NVIDIA H200 ×2646167856 ms6.0 ms—vllm · fp42026-05-30
NVIDIA H200 ×2394204457 ms4.9 ms—vllm · fp42026-05-30
3NVIDIA H100 ×2NVIDIAgpt-oss-120b at 1K in, 1K out2,07966.66487 ms15.0 ms—vllm · fp4vllm/vllm-openai:v0.21.02026-05-17
NVIDIA H100 ×21,41090.63263 ms11.0 ms—vllm · fp42026-05-17
NVIDIA H100 ×29511221665 ms8.2 ms—vllm · fp42026-05-17
NVIDIA H100 ×2616160863 ms6.2 ms—vllm · fp42026-05-17
NVIDIA H100 ×2373194458 ms5.2 ms—vllm · fp42026-05-17
4AMD MI300X ×2AMDgpt-oss-120b at 1K in, 1K out1,86960.36494 ms16.6 ms—vllm · fp4vllm/vllm-openai-rocm:v0.17.02026-04-21
AMD MI300X ×21,23980.13279 ms12.5 ms—vllm · fp42026-04-21
AMD MI300X ×28371091675 ms9.2 ms—vllm · fp42026-04-21
AMD MI300X ×2531137868 ms7.3 ms—vllm · fp42026-04-21
AMD MI300X ×2327172462 ms5.8 ms—vllm · fp42026-04-21
5AMD MI325X ×2AMDgpt-oss-120b at 1K in, 1K out1,42946.36485 ms21.6 ms—vllm · fp4vllm/vllm-openai-rocm:v0.22.02026-05-30
AMD MI325X ×292760.03273 ms16.7 ms—vllm · fp42026-05-30
AMD MI325X ×262980.51663 ms12.4 ms—vllm · fp42026-05-30
AMD MI325X ×236395.0859 ms10.5 ms—vllm · fp42026-05-30
AMD MI325X ×218496.0458 ms10.4 ms—vllm · fp42026-05-30
1NVIDIA B200 ×4NVIDIAgpt-oss-120b at 1K in, 1K out10,91189.2256156 ms11.2 ms—trt · fp4nvcr.io/nvidia/tensorrt-llm/release:1.3.0rc142026-05-18
NVIDIA B200 ×43,1712066433 ms4.9 ms—vllm · fp42026-05-31
NVIDIA B200 ×41,9442533227 ms4.0 ms—vllm · fp42026-05-31
NVIDIA B200 ×41,2103111627 ms3.2 ms—vllm · fp42026-05-31
NVIDIA B200 ×4689356825 ms2.8 ms—vllm · fp42026-05-31
NVIDIA B200 ×4380396447 ms2.5 ms—trt · fp42026-05-18
2NVIDIA H200 ×4NVIDIAgpt-oss-120b at 1K in, 1K out1,6171046459 ms9.6 ms—vllm · fp4vllm/vllm-openai:v0.22.02026-05-30
NVIDIA H200 ×41,0611373247 ms7.3 ms—vllm · fp42026-05-30
NVIDIA H200 ×4414215843 ms4.7 ms—vllm · fp42026-05-30
NVIDIA H200 ×4238248441 ms4.0 ms—vllm · fp42026-05-30
3NVIDIA H100 ×4NVIDIAgpt-oss-120b at 1K in, 1K out1,5771016467 ms9.9 ms—vllm · fp4vllm/vllm-openai:v0.21.02026-05-17
NVIDIA H100 ×41,0341333256 ms7.5 ms—vllm · fp42026-05-17
NVIDIA H100 ×46601691650 ms5.9 ms—vllm · fp42026-05-17
NVIDIA H100 ×4404210847 ms4.8 ms—vllm · fp42026-05-17
NVIDIA H100 ×4234243445 ms4.1 ms—vllm · fp42026-05-17
4AMD MI300X ×4AMDgpt-oss-120b at 1K in, 1K out1,14074.26492 ms13.5 ms—vllm · fp4vllm/vllm-openai-rocm:v0.17.02026-04-21
AMD MI300X ×470191.03272 ms11.0 ms—vllm · fp42026-04-21
AMD MI300X ×44271121664 ms8.9 ms—vllm · fp42026-04-21
AMD MI300X ×4229119862 ms8.4 ms—vllm · fp42026-04-21
AMD MI300X ×4128134458 ms7.5 ms—vllm · fp42026-04-21
5AMD MI325X ×4AMDgpt-oss-120b at 1K in, 1K out1,06870.36456 ms14.2 ms—vllm · fp4vllm/vllm-openai-rocm:v0.22.02026-05-30
AMD MI325X ×462782.43249 ms12.1 ms—vllm · fp42026-05-30
AMD MI325X ×43911021645 ms9.9 ms—vllm · fp42026-05-30
AMD MI325X ×4215111843 ms9.0 ms—vllm · fp42026-05-30
6AMD MI355X ×4AMDgpt-oss-120b at 1K in, 1K out513264830 ms3.8 ms—vllm · fp4vllm/vllm-openai-rocm:v0.22.02026-06-05
AMD MI355X ×4305318430 ms3.1 ms—vllm · fp42026-06-05
—NVIDIA B200 ×16NVIDIAgpt-oss-120b at 1K in, 1K out2,85218964160 ms5.3 ms—trt · fp4nvcr.io/nvidia/tensorrt-llm/release:1.3.0rc142026-05-18
—NVIDIA H200 ×16NVIDIAgpt-oss-120b at 1K in, 1K out62187.632108 ms11.4 ms—trt · fp4nvcr.io/nvidia/tensorrt-llm/release:1.3.0rc142026-05-18
—NVIDIA H200 ×64NVIDIAgpt-oss-120b at 1K in, 1K out1271418109 ms7.1 ms—trt · fp4nvcr.io/nvidia/tensorrt-llm/release:1.3.0rc142026-05-18
AMD MI355X ×841626.5128206 ms37.7 ms—vllm · int42026-07-05
1AMD MI355X ×8AMDKimi-K2.5 (kimik2.5) at 1K in, 1K out31940.464151 ms24.7 ms—vllm · fp4vllm/vllm-openai-rocm:v0.24.02026-07-05
AMD MI355X ×827935.664139 ms28.1 ms—vllm · int42026-07-05
AMD MI355X ×821254.232142 ms18.5 ms—vllm · fp42026-07-05
AMD MI355X ×818848.332124 ms20.7 ms—vllm · int42026-07-05
AMD MI355X ×813468.616149 ms14.6 ms—vllm · fp42026-07-05
AMD MI355X ×812162.016117 ms16.1 ms—vllm · int42026-07-05
AMD MI355X ×879.181.58141 ms12.3 ms—vllm · fp42026-07-05
AMD MI355X ×871.673.68113 ms13.6 ms—vllm · int42026-07-05
AMD MI355X ×845.294.44143 ms10.6 ms—vllm · fp42026-07-05
AMD MI355X ×840.885.04120 ms11.8 ms—vllm · int42026-07-05
2NVIDIA B300 ×8NVIDIAKimi-K2.5 (kimik2.5) at 1K in, 1K out29838.264124 ms26.2 ms—vllm · int4vllm/vllm-openai:v0.24.02026-07-04
NVIDIA B300 ×820753.232109 ms18.8 ms—vllm · int42026-07-04
NVIDIA B300 ×813669.816100 ms14.3 ms—vllm · int42026-07-04
NVIDIA B300 ×889.091.3893 ms11.0 ms—vllm · int42026-07-04
NVIDIA B300 ×877.2162487 ms6.2 ms—vllm · fp42026-06-07
NVIDIA B300 ×853.6111489 ms9.0 ms—vllm · int42026-07-04
NVIDIA B300 ×841.5169288 ms5.9 ms—vllm · fp42026-06-07
NVIDIA B300 ×821.3173179 ms5.8 ms—vllm · fp42026-06-07
3NVIDIA B200 ×8NVIDIAKimi-K2.5 (kimik2.5) at 1K in, 1K out28536.464134 ms27.5 ms—vllm · int4vllm/vllm-openai:v0.24.02026-07-05
NVIDIA B200 ×819650.132127 ms20.0 ms—vllm · int42026-07-05
NVIDIA B200 ×813066.616133 ms15.0 ms—vllm · int42026-07-05
NVIDIA B200 ×885.387.68126 ms11.4 ms—vllm · int42026-07-05
NVIDIA B200 ×869.7146457 ms6.9 ms—vllm · fp42026-06-07
NVIDIA B200 ×852.31094120 ms9.2 ms—vllm · int42026-07-05
NVIDIA B200 ×839.4161260 ms6.2 ms—vllm · fp42026-06-07
NVIDIA B200 ×821.0169149 ms5.9 ms—vllm · fp42026-06-07
4NVIDIA H200 ×8NVIDIAKimi-K2.5 (kimik2.5) at 1K in, 1K out26133.264147 ms30.1 ms—vllm · int4vllm/vllm-openai:v0.22.02026-05-30
NVIDIA H200 ×817745.632136 ms21.9 ms—vllm · int42026-05-30
NVIDIA H200 ×812564.116116 ms15.6 ms—vllm · int42026-05-30
NVIDIA H200 ×883.385.88133 ms11.7 ms—vllm · int42026-05-30
NVIDIA H200 ×850.71064132 ms9.5 ms—vllm · int42026-05-30
AMD MI325X ×811915.164275 ms66.1 ms—vllm · int42026-05-18
AMD MI325X ×877.119.732245 ms50.7 ms—vllm · int42026-05-18
5AMD MI325X ×8AMDKimi-K2.5 (kimik2.5) at 1K in, 1K out63.932.716200 ms30.6 ms—vllm · int4vllm/vllm-openai-rocm:v0.21.02026-05-18
AMD MI325X ×840.541.68185 ms24.0 ms—vllm · int42026-05-18
AMD MI325X ×824.851.44173 ms19.4 ms—vllm · int42026-05-18
AMD MI300X ×810313.164316 ms76.2 ms—vllm · int42026-05-17
AMD MI300X ×866.316.932280 ms59.1 ms—vllm · int42026-05-17
AMD MI300X ×854.628.016230 ms35.7 ms—vllm · int42026-05-17
6AMD MI300X ×8AMDKimi-K2.5 (kimik2.5) at 1K in, 1K out37.538.68212 ms25.9 ms—vllm · int4vllm/vllm-openai-rocm:v0.21.02026-05-17
AMD MI300X ×823.648.94224 ms20.4 ms—vllm · int42026-05-17
1NVIDIA B300 ×4NVIDIAKimi-K2.5 (kimik2.5) at 1K in, 1K out1,06234.4128126 ms29.1 ms—vllm · fp4vllm/vllm-openai:v0.22.02026-06-07
NVIDIA B300 ×470545.46490 ms22.0 ms—vllm · fp42026-06-07
NVIDIA B300 ×447560.93283 ms16.4 ms—vllm · fp42026-06-07
NVIDIA B300 ×44391131675 ms8.8 ms—vllm · fp42026-06-07
NVIDIA B300 ×4264136881 ms7.3 ms—vllm · fp42026-06-07
NVIDIA B300 ×4142149481 ms6.7 ms—vllm · fp42026-06-07
NVIDIA B300 ×477.7158287 ms6.3 ms—vllm · fp42026-06-07
NVIDIA B300 ×439.7161172 ms6.2 ms—vllm · fp42026-06-07
2NVIDIA B200 ×4NVIDIAKimi-K2.5 (kimik2.5) at 1K in, 1K out1,03834.5128126 ms29.0 ms—vllm · fp4vllm/vllm-openai:v0.22.02026-06-07
NVIDIA B200 ×468446.06489 ms21.8 ms—vllm · fp42026-06-07
NVIDIA B200 ×445361.73277 ms16.2 ms—vllm · fp42026-06-07
NVIDIA B200 ×431180.01681 ms12.5 ms—vllm · fp42026-06-07
NVIDIA B200 ×4201104873 ms9.6 ms—vllm · fp42026-06-07
NVIDIA B200 ×4122127469 ms7.9 ms—vllm · fp42026-06-07
NVIDIA B200 ×471.9146264 ms6.9 ms—vllm · fp42026-06-07
NVIDIA B200 ×438.9157159 ms6.4 ms—vllm · fp42026-06-07
AMD MI355X ×491629.4128290 ms34.0 ms—atom · fp42026-07-12
3AMD MI355X ×4AMDKimi-K2.5 (kimik2.5) at 1K in, 1K out66242.064175 ms23.8 ms—atom · fp4rocm/atom:rocm7.2.4_ubuntu24.04_py3.12_pytorch_release_2.10.0_atom0.1.4_2026070915392026-07-12
AMD MI355X ×446058.632144 ms17.1 ms—atom · fp42026-07-12
AMD MI355X ×431981.716140 ms12.2 ms—atom · fp42026-07-12
AMD MI355X ×42121108132 ms9.1 ms—atom · fp42026-07-12
AMD MI355X ×41231294132 ms7.8 ms—atom · fp42026-07-12
—NVIDIA GB300 ×20NVIDIAKimi-K2.5 (kimik2.5) at 1K in, 1K out6,29436.740969.94 s27.3 ms—dynamo-vllm · fp4 · disaggregated · multi-nodevllm/vllm-openai:v0.21.02026-06-20
—NVIDIA GB200 ×20NVIDIAKimi-K2.5 (kimik2.5) at 1K in, 1K out5,50540.4614434.33 s24.8 ms—dynamo-vllm · fp4 · disaggregated · multi-nodevllm/vllm-openai:v0.21.02026-06-21
NVIDIA GB300 ×2412,06425.68192853 ms39.1 ms—dynamo-trt · fp4 · disaggregated · multi-node2026-06-22
1NVIDIA GB300 ×24NVIDIAKimi-K2.5 (kimik2.5) at 1K in, 1K out9,60240.243011.11 s24.9 ms—dynamo-trt · fp4 · disaggregated · multi-nodenvcr.io/nvidia/ai-dynamo/tensorrtllm-runtime:1.3.0-dev.1-cuda132026-06-22
NVIDIA GB300 ×24223114603.67 s8.8 ms—dynamo-trt · fp4 · disaggregated · multi-node2026-06-22
NVIDIA GB300 ×24134139303.14 s7.2 ms—dynamo-trt · fp4 · disaggregated · multi-node2026-06-22
NVIDIA GB200 ×2411,13523.981921.27 s41.8 ms—dynamo-trt · fp4 · disaggregated · multi-node2026-06-20
2NVIDIA GB200 ×24NVIDIAKimi-K2.5 (kimik2.5) at 1K in, 1K out8,97438.143011.18 s26.2 ms—dynamo-trt · fp4 · disaggregated · multi-nodenvcr.io/nvidia/ai-dynamo/tensorrtllm-runtime:1.3.0-dev.1-cuda132026-06-20
NVIDIA GB200 ×24219113604.01 s8.8 ms—dynamo-trt · fp4 · disaggregated · multi-node2026-06-20
NVIDIA GB200 ×24133138303.38 s7.3 ms—dynamo-trt · fp4 · disaggregated · multi-node2026-06-20
AMD MI355X ×2471123.2512340 ms43.1 ms—vllm-disagg · fp4 · disaggregated · multi-node2026-07-09
3AMD MI355X ×24AMDKimi-K2.5 (kimik2.5) at 1K in, 1K out46930.2256253 ms33.2 ms—vllm-disagg · fp4 · disaggregated · multi-nodevllm/vllm-openai-rocm:v0.24.02026-07-09
AMD MI355X ×2431040.5128203 ms24.7 ms—vllm-disagg · fp4 · disaggregated · multi-node2026-07-09
AMD MI355X ×2420153.364175 ms18.8 ms—vllm-disagg · fp4 · disaggregated · multi-node2026-07-09
AMD MI355X ×2411761.532166 ms16.3 ms—vllm-disagg · fp4 · disaggregated · multi-node2026-07-09
AMD MI355X ×2459.562.316161 ms16.0 ms—vllm-disagg · fp4 · disaggregated · multi-node2026-07-09
—NVIDIA GB300 ×40NVIDIAKimi-K2.5 (kimik2.5) at 1K in, 1K out6,12452.04301931 ms19.2 ms—dynamo-trt · fp4 · disaggregated · multi-nodenvcr.io/nvidia/ai-dynamo/tensorrtllm-runtime:1.3.0-dev.1-cuda132026-06-22
—NVIDIA GB200 ×40NVIDIAKimi-K2.5 (kimik2.5) at 1K in, 1K out5,69150.14301988 ms20.0 ms—dynamo-trt · fp4 · disaggregated · multi-nodenvcr.io/nvidia/ai-dynamo/tensorrtllm-runtime:1.3.0-dev.1-cuda132026-06-20
1NVIDIA B200 ×8NVIDIALlama-3.3-70B-Instruct-FP8 at 1K in, 1K out1,12671.812879 ms13.9 ms—trt · fp42025-10-29
NVIDIA B200 ×81,12471.812882 ms13.9 ms—trt · fp82025-10-29
NVIDIA B200 ×87951036464 ms9.7 ms—trt · fp82025-10-29
NVIDIA B200 ×875396.66464 ms10.4 ms—trt · fp42025-10-29
NVIDIA B200 ×861084.46492 ms11.8 ms—vllm · fp82025-10-29
NVIDIA B200 ×855575.864129 ms13.2 ms—vllm · fp42025-10-29
NVIDIA B200 ×85211353248 ms7.4 ms—trt · fp82025-10-29
NVIDIA B200 ×84991293247 ms7.8 ms—trt · fp42025-10-29
NVIDIA B200 ×84141143277 ms8.8 ms—vllm · fp82025-10-29
NVIDIA B200 ×836910132113 ms9.9 ms—vllm · fp42025-10-29
NVIDIA B200 ×82961531654 ms6.5 ms—trt · fp82025-10-29
NVIDIA B200 ×82851471646 ms6.8 ms—trt · fp42025-10-29
NVIDIA B200 ×82521341676 ms7.5 ms—vllm · fp82025-10-29
NVIDIA B200 ×82451331667 ms7.5 ms—vllm · fp42025-10-29
NVIDIA B200 ×8170176851 ms5.7 ms—trt · fp82025-10-29
NVIDIA B200 ×8158163860 ms6.1 ms—trt · fp42025-10-29
NVIDIA B200 ×8146151866 ms6.6 ms—vllm · fp42025-10-29
NVIDIA B200 ×81381448121 ms7.0 ms—vllm · fp82025-10-29
NVIDIA B200 ×887.8184449 ms5.4 ms—trt · fp82025-10-29
NVIDIA B200 ×881.5170460 ms5.9 ms—trt · fp42025-10-29
NVIDIA B200 ×875.6158466 ms6.3 ms—vllm · fp42025-10-29
NVIDIA B200 ×875.3158475 ms6.3 ms—vllm · fp82025-10-29
2NVIDIA H200 ×8NVIDIALlama-3.3-70B-Instruct-FP8 at 1K in, 1K out71345.5128107 ms22.0 ms—trt · fp82025-10-29
NVIDIA H200 ×859777.56486 ms12.9 ms—vllm · fp82025-10-29
NVIDIA H200 ×856773.06469 ms13.7 ms—trt · fp82025-10-29
NVIDIA H200 ×84121073260 ms9.4 ms—trt · fp82025-10-29
NVIDIA H200 ×834990.23274 ms11.1 ms—vllm · fp82025-10-29
NVIDIA H200 ×82511291658 ms7.7 ms—trt · fp82025-10-29
NVIDIA H200 ×81991021671 ms9.8 ms—vllm · fp82025-10-29
NVIDIA H200 ×8144148859 ms6.7 ms—trt · fp82025-10-29
NVIDIA H200 ×8114117869 ms8.5 ms—vllm · fp82025-10-29
NVIDIA H200 ×876.2160460 ms6.3 ms—trt · fp82025-10-29
NVIDIA H200 ×860.4126467 ms7.9 ms—vllm · fp82025-10-29
3AMD MI355X ×8AMDLlama-3.3-70B-Instruct-FP8 at 1K in, 1K out57073.56498 ms13.6 ms—vllm · fp82025-10-29
AMD MI355X ×852067.26480 ms14.9 ms—vllm · fp42025-10-29
AMD MI355X ×835692.23277 ms10.8 ms—vllm · fp82025-10-29
AMD MI355X ×830578.93276 ms12.7 ms—vllm · fp42025-10-29
AMD MI355X ×819198.61671 ms10.1 ms—vllm · fp82025-10-29
AMD MI355X ×818098.616110 ms10.1 ms—vllm · fp42025-10-29
AMD MI355X ×8110119898 ms8.4 ms—vllm · fp42025-10-29
AMD MI355X ×8107111870 ms9.0 ms—vllm · fp82025-10-29
AMD MI355X ×860.21334102 ms7.5 ms—vllm · fp42025-10-29
AMD MI355X ×856.0116465 ms8.6 ms—vllm · fp82025-10-29
4AMD MI325X ×8AMDLlama-3.3-70B-Instruct-FP8 at 1K in, 1K out51566.464128 ms15.1 ms—vllm · fp82025-10-29
AMD MI325X ×833185.632102 ms11.7 ms—vllm · fp82025-10-29
AMD MI325X ×81991031687 ms9.7 ms—vllm · fp82025-10-29
AMD MI325X ×8112116886 ms8.6 ms—vllm · fp82025-10-29
AMD MI325X ×859.6124481 ms8.0 ms—vllm · fp82025-10-29
5NVIDIA H100 ×8NVIDIALlama-3.3-70B-Instruct-FP8 at 1K in, 1K out49563.96468 ms15.6 ms—vllm · fp82025-10-29
NVIDIA H100 ×830578.73260 ms12.7 ms—vllm · fp82025-10-29
NVIDIA H100 ×817087.41658 ms11.4 ms—vllm · fp82025-10-29
NVIDIA H100 ×8104107856 ms9.4 ms—vllm · fp82025-10-29
NVIDIA H100 ×852.7110465 ms9.1 ms—vllm · fp82025-10-29
6AMD MI300X ×8AMDLlama-3.3-70B-Instruct-FP8 at 1K in, 1K out43455.364133 ms18.1 ms—vllm · fp82025-10-29
AMD MI300X ×829575.832120 ms13.2 ms—vllm · fp82025-10-29
AMD MI300X ×818193.616119 ms10.7 ms—vllm · fp82025-10-29
AMD MI300X ×81001048114 ms9.6 ms—vllm · fp82025-10-29
AMD MI300X ×853.81124114 ms8.9 ms—vllm · fp82025-10-29
1NVIDIA B200 ×1NVIDIALlama-3.3-70B-Instruct-FP8 at 1K in, 1K out5,47845.1128468 ms22.2 ms—trt · fp42025-10-29
NVIDIA B200 ×13,53058.564411 ms17.1 ms—trt · fp42025-10-29
NVIDIA B200 ×12,09769.332355 ms14.4 ms—trt · fp42025-10-29
NVIDIA B200 ×11,16176.016321 ms13.2 ms—trt · fp42025-10-29
NVIDIA B200 ×161480.68309 ms12.4 ms—trt · fp42025-10-29
NVIDIA B200 ×131282.94303 ms12.1 ms—trt · fp42025-10-29
2AMD MI355X ×1AMDLlama-3.3-70B-Instruct-FP8 at 1K in, 1K out2,18835.164194 ms28.5 ms—vllm · fp42025-10-29
AMD MI355X ×11,37044.132205 ms22.7 ms—vllm · fp82025-10-29
AMD MI355X ×184454.516151 ms18.3 ms—vllm · fp82025-10-29
AMD MI355X ×147362.88329 ms15.9 ms—vllm · fp42025-10-29
AMD MI355X ×127073.04314 ms13.7 ms—vllm · fp42025-10-29
NVIDIA H200 ×12,65321.81281.17 s45.8 ms—trt · fp82025-10-29
3NVIDIA H200 ×1NVIDIALlama-3.3-70B-Instruct-FP8 at 1K in, 1K out1,83230.4641.00 s32.9 ms—trt · fp82025-10-29
NVIDIA H200 ×11,15938.432726 ms26.0 ms—trt · fp82025-10-29
NVIDIA H200 ×165943.216599 ms23.1 ms—trt · fp82025-10-29
NVIDIA H200 ×135947.28567 ms21.2 ms—trt · fp82025-10-29
NVIDIA H200 ×118749.74545 ms20.1 ms—trt · fp82025-10-29
AMD MI325X ×11,64026.464264 ms37.9 ms—vllm · fp82025-10-29
4AMD MI325X ×1AMDLlama-3.3-70B-Instruct-FP8 at 1K in, 1K out1,09335.332243 ms28.3 ms—vllm · fp82025-10-29
AMD MI325X ×163741.116232 ms24.3 ms—vllm · fp82025-10-29
AMD MI325X ×135145.38189 ms22.1 ms—vllm · fp82025-10-29
AMD MI325X ×118448.04169 ms20.8 ms—vllm · fp82025-10-29
AMD MI300X ×11,22119.664350 ms50.9 ms—vllm · fp82025-10-29
AMD MI300X ×191529.632291 ms33.8 ms—vllm · fp82025-10-29
5AMD MI300X ×1AMDLlama-3.3-70B-Instruct-FP8 at 1K in, 1K out50232.416307 ms30.9 ms—vllm · fp82025-10-29
AMD MI300X ×127535.58263 ms28.2 ms—vllm · fp82025-10-29
AMD MI300X ×114838.44235 ms26.1 ms—vllm · fp82025-10-29
1NVIDIA B200 ×2NVIDIALlama-3.3-70B-Instruct-FP8 at 1K in, 1K out3,93964.9128318 ms15.4 ms—trt · fp42025-10-29
NVIDIA B200 ×22,48882.664293 ms12.1 ms—trt · fp42025-10-29
NVIDIA B200 ×21,48297.932253 ms10.2 ms—trt · fp42025-10-29
NVIDIA B200 ×281210616232 ms9.4 ms—trt · fp42025-10-29
NVIDIA B200 ×24271128225 ms8.9 ms—trt · fp42025-10-29
2NVIDIA H200 ×2NVIDIALlama-3.3-70B-Instruct-FP8 at 1K in, 1K out2,20736.2128701 ms27.6 ms—trt · fp82025-10-29
NVIDIA H200 ×21,55951.764591 ms19.3 ms—trt · fp82025-10-29
NVIDIA H200 ×296964.232437 ms15.6 ms—trt · fp82025-10-29
NVIDIA H200 ×256574.216352 ms13.5 ms—trt · fp82025-10-29
NVIDIA H200 ×230580.28337 ms12.5 ms—trt · fp82025-10-29
NVIDIA H200 ×215683.14326 ms12.0 ms—trt · fp82025-10-29
3AMD MI355X ×2AMDLlama-3.3-70B-Instruct-FP8 at 1K in, 1K out1,35843.664147 ms22.9 ms—vllm · fp82025-10-29
AMD MI355X ×291158.832139 ms17.0 ms—vllm · fp82025-10-29
AMD MI355X ×255271.316111 ms14.0 ms—vllm · fp82025-10-29
AMD MI355X ×231384.18207 ms11.9 ms—vllm · fp42025-10-29
AMD MI355X ×217595.24200 ms10.5 ms—vllm · fp42025-10-29
4NVIDIA H100 ×2NVIDIALlama-3.3-70B-Instruct-FP8 at 1K in, 1K out1,06134.464136 ms29.1 ms—vllm · fp82025-10-29
NVIDIA H100 ×265342.132117 ms23.7 ms—vllm · fp82025-10-29
NVIDIA H100 ×239150.416111 ms19.8 ms—vllm · fp82025-10-29
NVIDIA H100 ×221354.78109 ms18.3 ms—vllm · fp82025-10-29
NVIDIA H100 ×211057.44108 ms17.4 ms—vllm · fp82025-10-29
5AMD MI325X ×2AMDLlama-3.3-70B-Instruct-FP8 at 1K in, 1K out1,02132.864239 ms30.5 ms—vllm · fp82025-10-29
AMD MI325X ×272747.232212 ms21.2 ms—vllm · fp82025-10-29
AMD MI325X ×245659.016191 ms17.0 ms—vllm · fp82025-10-29
AMD MI325X ×226568.68180 ms14.6 ms—vllm · fp82025-10-29
AMD MI325X ×214073.14178 ms13.7 ms—vllm · fp82025-10-29
AMD MI300X ×293630.064208 ms33.4 ms—vllm · fp82025-10-29
6AMD MI300X ×2AMDLlama-3.3-70B-Instruct-FP8 at 1K in, 1K out61839.832204 ms25.1 ms—vllm · fp82025-10-29
AMD MI300X ×238950.216193 ms19.9 ms—vllm · fp82025-10-29
AMD MI300X ×223460.58154 ms16.5 ms—vllm · fp82025-10-29
AMD MI300X ×212464.64157 ms15.5 ms—vllm · fp82025-10-29
1NVIDIA B200 ×4NVIDIALlama-3.3-70B-Instruct-FP8 at 1K in, 1K out2,44580.4128260 ms12.4 ms—trt · fp42025-10-29
NVIDIA B200 ×41,60910664229 ms9.4 ms—trt · fp42025-10-29
NVIDIA B200 ×494412532213 ms8.0 ms—trt · fp82025-10-29
NVIDIA B200 ×452913816184 ms7.2 ms—trt · fp42025-10-29
NVIDIA B200 ×42711438192 ms7.0 ms—trt · fp82025-10-29
NVIDIA B200 ×41421514177 ms6.6 ms—trt · fp42025-10-29
NVIDIA B200 ×41421514186 ms6.6 ms—trt · fp82025-10-29
2NVIDIA H200 ×4NVIDIALlama-3.3-70B-Instruct-FP8 at 1K in, 1K out1,55250.9128463 ms19.7 ms—trt · fp82025-10-29
NVIDIA H200 ×41,08972.164386 ms13.9 ms—trt · fp82025-10-29
NVIDIA H200 ×470493.232297 ms10.7 ms—trt · fp82025-10-29
NVIDIA H200 ×442311116236 ms9.0 ms—trt · fp82025-10-29
NVIDIA H200 ×42301218227 ms8.3 ms—trt · fp82025-10-29
NVIDIA H200 ×41171254222 ms8.0 ms—trt · fp82025-10-29
3AMD MI355X ×4AMDLlama-3.3-70B-Instruct-FP8 at 1K in, 1K out97562.76496 ms16.0 ms—vllm · fp82025-10-29
AMD MI355X ×464082.63287 ms12.1 ms—vllm · fp82025-10-29
AMD MI355X ×437296.01675 ms10.4 ms—vllm · fp82025-10-29
AMD MI355X ×4202104869 ms9.6 ms—vllm · fp82025-10-29
AMD MI355X ×41991088143 ms9.3 ms—vllm · fp42025-10-29
AMD MI355X ×41091204139 ms8.4 ms—vllm · fp42025-10-29
4NVIDIA H100 ×4NVIDIALlama-3.3-70B-Instruct-FP8 at 1K in, 1K out78450.56488 ms19.8 ms—vllm · fp82025-10-29
NVIDIA H100 ×446760.23278 ms16.6 ms—vllm · fp82025-10-29
NVIDIA H100 ×429375.41673 ms13.3 ms—vllm · fp82025-10-29
NVIDIA H100 ×416082.3873 ms12.1 ms—vllm · fp82025-10-29
NVIDIA H100 ×481.684.9472 ms11.8 ms—vllm · fp82025-10-29
5AMD MI325X ×4AMDLlama-3.3-70B-Instruct-FP8 at 1K in, 1K out78250.364127 ms19.9 ms—vllm · fp82025-10-29
AMD MI325X ×447161.132135 ms16.4 ms—vllm · fp82025-10-29
AMD MI325X ×426668.916132 ms14.5 ms—vllm · fp82025-10-29
AMD MI325X ×414273.08124 ms13.7 ms—vllm · fp82025-10-29
AMD MI325X ×482.786.24110 ms11.6 ms—vllm · fp82025-10-29
6AMD MI300X ×4AMDLlama-3.3-70B-Instruct-FP8 at 1K in, 1K out69244.664140 ms22.4 ms—vllm · fp82025-10-29
AMD MI300X ×448662.732132 ms15.9 ms—vllm · fp82025-10-29
AMD MI300X ×428974.516132 ms13.4 ms—vllm · fp82025-10-29
AMD MI300X ×416485.18108 ms11.8 ms—vllm · fp82025-10-29
AMD MI300X ×487.391.24119 ms11.0 ms—vllm · fp82025-10-29
1NVIDIA GB200 ×8NVIDIAMiniMax-M2.5 at 1K in, 1K out13,54230.5614437.96 s32.8 ms—dynamo-vllm · fp4 · disaggregated · multi-nodevllm/vllm-openai:v0.20.12026-06-02
NVIDIA GB200 ×813,21330.8409616.17 s32.5 ms—dynamo-vllm · fp4 · disaggregated · multi-node2026-06-02
2NVIDIA B200 ×8NVIDIAMiniMax-M2.5 at 1K in, 1K out11,98732.1614447.09 s31.2 ms—dynamo-vllm · fp4 · disaggregated · multi-nodevllm/vllm-openai:v0.20.12026-06-03
NVIDIA B200 ×811,72232.7409623.98 s30.6 ms—dynamo-vllm · fp4 · disaggregated · multi-node2026-06-03
NVIDIA B200 ×8176180834 ms5.5 ms—vllm · fp42026-06-04
NVIDIA B200 ×894.3198433 ms5.1 ms—vllm · fp42026-06-04
NVIDIA GB300 ×814,30929.8819254.32 s33.6 ms—dynamo-vllm · fp4 · disaggregated · multi-node2026-06-03
NVIDIA GB300 ×814,19729.8614433.03 s33.5 ms—dynamo-vllm · fp4 · disaggregated · multi-node2026-06-03
3NVIDIA GB300 ×8NVIDIAMiniMax-M2.5 at 1K in, 1K out11,54836.32048291 ms27.5 ms—dynamo-vllm · fp4 · disaggregated · multi-nodevllm/vllm-openai:v0.20.12026-06-03
NVIDIA GB300 ×85,00231.31024454 ms32.0 ms—dynamo-vllm · fp8 · disaggregated · multi-node2026-06-03
NVIDIA B300 ×813,05029.8819263.15 s33.6 ms—dynamo-vllm · fp4 · disaggregated · multi-node2026-06-03
NVIDIA B300 ×812,96529.7614439.55 s33.6 ms—dynamo-vllm · fp4 · disaggregated · multi-node2026-06-03
NVIDIA B300 ×812,90229.8409615.50 s33.5 ms—dynamo-vllm · fp4 · disaggregated · multi-node2026-06-03
4NVIDIA B300 ×8NVIDIAMiniMax-M2.5 at 1K in, 1K out11,17935.02048295 ms28.6 ms—dynamo-vllm · fp4 · disaggregated · multi-nodevllm/vllm-openai:v0.20.12026-06-03
NVIDIA B300 ×84,87730.41024439 ms32.9 ms—dynamo-vllm · fp8 · disaggregated · multi-node2026-06-04
NVIDIA B300 ×8286147845 ms6.8 ms—trt · fp42026-06-12
NVIDIA B300 ×8176181834 ms5.5 ms—vllm · fp42026-06-04
NVIDIA B300 ×8160166442 ms6.0 ms—trt · fp42026-06-12
NVIDIA B300 ×894.8199433 ms5.0 ms—vllm · fp42026-06-04
5AMD MI355X ×8AMDMiniMax-M2.5 at 1K in, 1K out2171121665 ms9.0 ms—atom · fp4rocm/atom:rocm7.2.2_ubuntu24.04_py3.12_pytorch_release_2.10.0_atom0.1.2.post2026-04-30
AMD MI355X ×8124135864 ms7.4 ms—atom · fp42026-04-30
AMD MI355X ×872.4152468 ms6.6 ms—atom · fp42026-04-30
AMD MI355X ×17,16514.4512185 ms69.6 ms—atom · fp42026-04-30
AMD MI355X ×15,79223.0256122 ms43.4 ms—atom · fp42026-04-30
1AMD MI355X ×1AMDMiniMax-M2.5 at 1K in, 1K out3,91831.2128110 ms32.0 ms—atom · fp4rocm/atom:rocm7.2.2_ubuntu24.04_py3.12_pytorch_release_2.10.0_atom0.1.2.post2026-04-30
AMD MI355X ×12,57441.36498 ms24.2 ms—atom · fp42026-04-30
AMD MI355X ×11,68454.03287 ms18.5 ms—vllm · fp42026-06-08
AMD MI355X ×11,07268.01677 ms14.7 ms—atom · fp42026-04-30
AMD MI355X ×168387.3875 ms11.5 ms—vllm · fp42026-06-08
AMD MI355X ×1411106474 ms9.4 ms—vllm · fp42026-06-08
2NVIDIA B200 ×1NVIDIAMiniMax-M2.5 at 1K in, 1K out1,42391.11654 ms11.0 ms—vllm · fp4vllm/vllm-openai:v0.22.02026-06-04
NVIDIA B200 ×1910117856 ms8.6 ms—vllm · fp42026-06-04
NVIDIA B200 ×1562145451 ms6.9 ms—vllm · fp42026-06-04
3NVIDIA B300 ×1NVIDIAMiniMax-M2.5 at 1K in, 1K out907117852 ms8.6 ms—vllm · fp4vllm/vllm-openai:v0.21.02026-06-04
NVIDIA B300 ×1564145454 ms6.9 ms—vllm · fp42026-06-04
AMD MI355X ×23,19425.4256155 ms39.3 ms—atom · fp42026-04-30
1AMD MI355X ×2AMDMiniMax-M2.5 at 1K in, 1K out2,47739.9128130 ms25.0 ms—atom · fp4rocm/atom:rocm7.2.2_ubuntu24.04_py3.12_pytorch_release_2.10.0_atom0.1.2.post2026-04-30
AMD MI355X ×21,68855.064102 ms18.2 ms—atom · fp42026-04-30
AMD MI355X ×21,08169.23292 ms14.5 ms—atom · fp42026-04-30
AMD MI355X ×267888.51673 ms11.3 ms—atom · fp42026-04-30
AMD MI355X ×2404104876 ms9.7 ms—atom · fp42026-04-30
AMD MI355X ×2221115469 ms8.7 ms—atom · fp42026-04-30
2AMD MI325X ×2AMDMiniMax-M2.5 at 1K in, 1K out94330.264146 ms33.1 ms—vllm · fp8vllm/vllm-openai-rocm:v0.22.02026-05-30
AMD MI325X ×267743.432123 ms23.0 ms—vllm · fp82026-05-30
AMD MI325X ×244657.216111 ms17.5 ms—vllm · fp82026-05-30
AMD MI325X ×228573.38104 ms13.6 ms—vllm · fp82026-05-30
AMD MI325X ×216183.4499 ms12.0 ms—vllm · fp82026-05-30
3NVIDIA B200 ×2NVIDIAMiniMax-M2.5 at 1K in, 1K out8971161649 ms8.6 ms—vllm · fp4vllm/vllm-openai:v0.22.02026-06-04
AMD MI300X ×282126.264189 ms38.2 ms—vllm · fp82026-05-18
4AMD MI300X ×2AMDMiniMax-M2.5 at 1K in, 1K out60438.632160 ms25.9 ms—vllm · fp8vllm/vllm-openai-rocm:v0.21.02026-05-18
AMD MI300X ×241052.716163 ms19.0 ms—vllm · fp82026-05-18
AMD MI300X ×226467.98144 ms14.7 ms—vllm · fp82026-05-18
AMD MI300X ×215479.74133 ms12.5 ms—vllm · fp82026-05-18
NVIDIA B300 ×413,35214.320484.52 s70.1 ms—trt · fp42026-06-12
NVIDIA B300 ×411,38618.5204819.88 s54.1 ms—vllm · fp42026-06-04
NVIDIA B300 ×411,17022.41024174 ms44.7 ms—vllm · fp42026-06-04
1NVIDIA B300 ×4NVIDIAMiniMax-M2.5 at 1K in, 1K out8,19532.8512119 ms30.5 ms—vllm · fp4vllm/vllm-openai:v0.21.02026-06-04
NVIDIA B300 ×45,37443.225689 ms23.1 ms—vllm · fp42026-06-04
NVIDIA B300 ×43,69659.512865 ms16.8 ms—vllm · fp42026-06-04
NVIDIA B300 ×41,11672.06457 ms13.9 ms—vllm · fp82026-05-18
NVIDIA B300 ×467186.43253 ms11.6 ms—vllm · fp82026-05-18
NVIDIA B300 ×44261091648 ms9.1 ms—vllm · fp82026-05-18
NVIDIA B300 ×4321165840 ms6.1 ms—vllm · fp42026-06-04
NVIDIA B200 ×410,36721.41024711 ms46.8 ms—trt · fp42026-06-13
2NVIDIA B200 ×4NVIDIAMiniMax-M2.5 at 1K in, 1K out5,69632.2102454.04 s31.1 ms—vllm · fp4vllm/vllm-openai:v0.22.02026-06-04
NVIDIA B200 ×45,23241.925697 ms23.9 ms—vllm · fp42026-06-04
NVIDIA B200 ×43,67059.112870 ms16.9 ms—vllm · fp42026-06-04
NVIDIA B200 ×41,13272.96453 ms13.7 ms—vllm · fp82026-05-31
NVIDIA B200 ×466785.93249 ms11.6 ms—vllm · fp82026-05-31
NVIDIA B200 ×45641451642 ms6.9 ms—vllm · fp42026-06-04
NVIDIA B200 ×4323167840 ms6.0 ms—vllm · fp42026-06-04
NVIDIA B200 ×4183191438 ms5.2 ms—vllm · fp42026-06-04
AMD MI355X ×43,94415.8512323 ms63.2 ms—vllm · fp82026-05-31
AMD MI355X ×42,86623.0256213 ms43.4 ms—vllm · fp82026-05-31
3AMD MI355X ×4AMDMiniMax-M2.5 at 1K in, 1K out2,08733.3256153 ms30.0 ms—atom · fp8rocm/atom:rocm7.2.2_ubuntu24.04_py3.12_pytorch_release_2.10.0_atom0.1.2.post2026-05-03
AMD MI355X ×41,54549.3128110 ms20.3 ms—atom · fp42026-04-30
AMD MI355X ×41,00664.66489 ms15.5 ms—atom · fp42026-04-30
AMD MI355X ×463982.23269 ms12.2 ms—atom · fp42026-04-30
AMD MI355X ×438899.51664 ms10.1 ms—atom · fp42026-04-30
AMD MI355X ×4227117864 ms8.6 ms—atom · fp42026-04-30
AMD MI355X ×4125131467 ms7.7 ms—vllm · fp42026-06-08
NVIDIA H200 ×41,54824.6256185 ms40.6 ms—vllm · fp82026-06-05
4NVIDIA H200 ×4NVIDIAMiniMax-M2.5 at 1K in, 1K out1,24741.312899 ms24.2 ms—vllm · fp8vllm/vllm-openai:v0.22.02026-06-05
NVIDIA H200 ×471545.764108 ms21.9 ms—vllm · fp82026-06-05
NVIDIA H200 ×445858.732104 ms17.0 ms—vllm · fp82026-06-05
NVIDIA H200 ×419097.68105 ms10.2 ms—vllm · fp82026-06-05
NVIDIA H200 ×41111174106 ms8.5 ms—vllm · fp82026-06-05
NVIDIA H200 ×461.5126273 ms7.9 ms—vllm · fp82026-06-05
NVIDIA H200 ×433.11341100 ms7.4 ms—vllm · fp82026-06-05
5AMD MI300X ×4AMDMiniMax-M2.5 at 1K in, 1K out65341.864149 ms23.9 ms—vllm · fp8vllm/vllm-openai-rocm:v0.21.02026-05-18
AMD MI300X ×444357.032137 ms17.5 ms—vllm · fp82026-05-18
AMD MI300X ×427470.416131 ms14.2 ms—vllm · fp82026-05-18
AMD MI300X ×416383.88124 ms11.9 ms—vllm · fp82026-05-18
AMD MI300X ×492.095.74122 ms10.4 ms—vllm · fp82026-05-18
NVIDIA B300 ×1611,11322.52048587 ms44.4 ms—trt · fp42026-06-12
1NVIDIA B300 ×16NVIDIAMiniMax-M2.5 at 1K in, 1K out8,57334.91024428 ms28.6 ms—trt · fp4nvcr.io/nvidia/tensorrt-llm/release:1.3.0rc182026-06-12
NVIDIA B300 ×162,75944.525692 ms22.5 ms—vllm · fp82026-05-18
NVIDIA B300 ×162,47579.812855 ms12.5 ms—vllm · fp42026-06-04
NVIDIA B300 ×161,52598.76440 ms10.1 ms—vllm · fp42026-06-04
NVIDIA B300 ×1687.4181446 ms5.5 ms—trt · fp42026-06-12
2NVIDIA B200 ×16NVIDIAMiniMax-M2.5 at 1K in, 1K out8,40434.21024446 ms29.2 ms—trt · fp4nvcr.io/nvidia/tensorrt-llm/release:1.3.0rc182026-06-13
NVIDIA B200 ×162,86647.7512357 ms21.0 ms—dynamo-vllm · fp8 · disaggregated · multi-node2026-06-03
NVIDIA B200 ×162,45279.212864 ms12.6 ms—vllm · fp42026-06-04
NVIDIA B200 ×161,53799.96453 ms10.0 ms—vllm · fp42026-06-04
NVIDIA B200 ×1685.5177436 ms5.6 ms—trt · fp42026-06-13
3AMD MI355X ×16AMDMiniMax-M2.5 at 1K in, 1K out1,88730.3256154 ms33.0 ms—vllm · fp8vllm/vllm-openai-rocm:v0.22.02026-05-31
AMD MI355X ×161,25340.1128120 ms24.9 ms—vllm · fp82026-05-31
AMD MI355X ×1682552.96496 ms18.9 ms—vllm · fp82026-05-31
AMD MI355X ×1654670.43289 ms14.2 ms—vllm · fp82026-05-31
AMD MI355X ×1632282.81685 ms12.1 ms—vllm · fp82026-05-31
AMD MI355X ×1618897.9884 ms10.2 ms—vllm · fp82026-05-31
AMD MI355X ×1694.798.6484 ms10.1 ms—vllm · fp82026-05-31
—NVIDIA GB200 ×16NVIDIAMiniMax-M2.5 at 1K in, 1K out7,61224.24096707 ms41.3 ms—dynamo-vllm · fp8 · disaggregated · multi-nodevllm/vllm-openai:v0.20.12026-06-04
—AMD MI355X ×24AMDMiniMax-M2.5 at 1K in, 1K out1,39347.8512222 ms20.9 ms—vllm-disagg · fp8 · disaggregated · multi-nodevllm/vllm-openai-rocm:nightly-a6682d1d259cca69a9ae737ea5608fbbe75200312026-05-27
1NVIDIA B300 ×64NVIDIAMiniMax-M2.5 at 1K in, 1K out6,03849.61024405 ms20.2 ms—trt · fp4nvcr.io/nvidia/tensorrt-llm/release:1.3.0rc182026-06-12
NVIDIA B300 ×643,84764.0512406 ms15.6 ms—trt · fp42026-06-12
NVIDIA B300 ×642,31177.1256406 ms13.0 ms—trt · fp42026-06-12
NVIDIA B300 ×641,39793.7128368 ms10.7 ms—trt · fp42026-06-12
2NVIDIA B200 ×64NVIDIAMiniMax-M2.5 at 1K in, 1K out5,89148.51024432 ms20.6 ms—trt · fp4nvcr.io/nvidia/tensorrt-llm/release:1.3.0rc182026-06-13
NVIDIA B200 ×643,80062.9512385 ms15.9 ms—trt · fp42026-06-13
NVIDIA B200 ×642,29776.7256405 ms13.0 ms—trt · fp42026-06-13
NVIDIA B200 ×641,39493.4128354 ms10.7 ms—trt · fp42026-06-13
AMD MI325X ×641,61926.1512181 ms38.3 ms—vllm · fp82026-05-30
3AMD MI325X ×64AMDMiniMax-M2.5 at 1K in, 1K out1,15437.1256127 ms26.9 ms—vllm · fp8vllm/vllm-openai-rocm:v0.22.02026-05-30
AMD MI325X ×6474948.2128106 ms20.7 ms—vllm · fp82026-05-30
AMD MI325X ×6446760.46480 ms16.6 ms—vllm · fp82026-05-30
AMD MI325X ×6428473.43276 ms13.6 ms—vllm · fp82026-05-30
AMD MI325X ×6416584.61672 ms11.8 ms—vllm · fp82026-05-30
AMD MI325X ×6494.397.1870 ms10.3 ms—vllm · fp82026-05-30
AMD MI325X ×6450.3105470 ms9.5 ms—vllm · fp82026-05-30
4NVIDIA H100 ×64NVIDIAMiniMax-M2.5 at 1K in, 1K out63340.4128125 ms24.7 ms—vllm · fp8vllm/vllm-openai:v0.22.02026-06-04
NVIDIA H100 ×6440051.164107 ms19.6 ms—vllm · fp82026-06-04
NVIDIA H100 ×6425765.932100 ms15.2 ms—vllm · fp82026-06-04
NVIDIA H100 ×6416082.31696 ms12.1 ms—vllm · fp82026-06-04
NVIDIA H100 ×6497.3100890 ms10.0 ms—vllm · fp82026-06-04
NVIDIA H100 ×6456.4117496 ms8.5 ms—vllm · fp82026-06-04
5AMD MI355X ×64AMDMiniMax-M2.5 at 1K in, 1K out28.9117268 ms8.6 ms—vllm · fp8vllm/vllm-openai-rocm:v0.22.02026-05-31
AMD MI355X ×83,75715.31024402 ms65.4 ms—vllm-disagg · fp8 · disaggregated · multi-node2026-07-13
AMD MI355X ×82,76122.3512279 ms44.7 ms—vllm-disagg · fp8 · disaggregated · multi-node2026-07-13
1AMD MI355X ×8AMDMiniMax-M3 at 1K in, 1K out2,70444.5256309 ms22.5 ms—mooncake-atom · fp4 · disaggregated · multi-noderocm/atom-dev:nightly_2026070115302026-07-10
AMD MI355X ×82,08234.1256316 ms29.3 ms—mooncake-atom · fp8 · disaggregated · multi-node2026-07-10
AMD MI355X ×81,88530.6256227 ms32.6 ms—vllm-disagg · fp8 · disaggregated · multi-node2026-07-13
AMD MI355X ×81,79058.9128257 ms17.0 ms—mooncake-atom · fp4 · disaggregated · multi-node2026-07-10
AMD MI355X ×81,30642.4128258 ms23.6 ms—mooncake-atom · fp8 · disaggregated · multi-node2026-07-10
AMD MI355X ×81,21039.3128159 ms25.5 ms—vllm-disagg · fp8 · disaggregated · multi-node2026-07-13
AMD MI355X ×81,15375.564222 ms13.2 ms—mooncake-atom · fp4 · disaggregated · multi-node2026-07-10
AMD MI355X ×883754.464223 ms18.4 ms—mooncake-atom · fp8 · disaggregated · multi-node2026-07-10
AMD MI355X ×877150.064142 ms20.0 ms—vllm-disagg · fp8 · disaggregated · multi-node2026-07-13
AMD MI355X ×870792.532173 ms10.8 ms—mooncake-atom · fp4 · disaggregated · multi-node2026-07-10
AMD MI355X ×866191.764126 ms10.9 ms—vllm · fp4 · mtp2026-07-02
AMD MI355X ×851767.032168 ms14.9 ms—mooncake-atom · fp8 · disaggregated · multi-node2026-07-10
AMD MI355X ×848061.632128 ms16.2 ms—vllm-disagg · fp8 · disaggregated · multi-node2026-07-13
AMD MI355X ×843712232112 ms8.2 ms—vllm · fp4 · mtp2026-07-02
AMD MI355X ×842711216158 ms8.9 ms—mooncake-atom · fp4 · disaggregated · multi-node2026-07-10
AMD MI355X ×833185.216152 ms11.7 ms—mooncake-atom · fp8 · disaggregated · multi-node2026-07-10
AMD MI355X ×831380.716114 ms12.4 ms—vllm-disagg · fp8 · disaggregated · multi-node2026-07-13
AMD MI355X ×827615516105 ms6.5 ms—vllm · fp4 · mtp2026-07-02
AMD MI355X ×82491308140 ms7.7 ms—mooncake-atom · fp4 · disaggregated · multi-node2026-07-10
AMD MI355X ×82041068142 ms9.5 ms—mooncake-atom · fp8 · disaggregated · multi-node2026-07-10
AMD MI355X ×818896.98105 ms10.3 ms—vllm-disagg · fp8 · disaggregated · multi-node2026-07-13
AMD MI355X ×81631828114 ms5.5 ms—vllm · fp4 · mtp2026-07-02
AMD MI355X ×81371454138 ms6.9 ms—mooncake-atom · fp4 · disaggregated · multi-node2026-07-10
AMD MI355X ×81231294140 ms7.8 ms—mooncake-atom · fp8 · disaggregated · multi-node2026-07-10
AMD MI355X ×81091144106 ms8.8 ms—vllm-disagg · fp8 · disaggregated · multi-node2026-07-13
AMD MI355X ×899.72234109 ms4.5 ms—vllm · fp4 · mtp2026-07-02
AMD MI355X ×876.51572138 ms6.4 ms—mooncake-atom · fp4 · disaggregated · multi-node2026-07-10
AMD MI355X ×869.71432133 ms7.0 ms—mooncake-atom · fp8 · disaggregated · multi-node2026-07-10
AMD MI355X ×863.52722103 ms3.7 ms—vllm · fp4 · mtp2026-07-02
AMD MI355X ×861.21242100 ms8.0 ms—vllm-disagg · fp8 · disaggregated · multi-node2026-07-13
AMD MI355X ×840.21661140 ms6.0 ms—mooncake-atom · fp4 · disaggregated · multi-node2026-07-10
AMD MI355X ×836.31501137 ms6.7 ms—mooncake-atom · fp8 · disaggregated · multi-node2026-07-10
AMD MI355X ×834.3285179 ms3.5 ms—vllm · fp4 · mtp2026-07-02
AMD MI355X ×832.11301103 ms7.7 ms—vllm-disagg · fp8 · disaggregated · multi-node2026-07-13
2NVIDIA B300 ×8NVIDIAMiniMax-M3 at 1K in, 1K out53798.16488 ms10.2 ms—vllm · fp8 · mtpvllm/vllm-openai:minimax-m3-0618-x86_64-cu1302026-06-23
NVIDIA B300 ×853368.96460 ms14.5 ms—vllm · fp82026-06-23
NVIDIA B300 ×85061373271 ms7.3 ms—vllm · fp8 · mtp2026-06-23
NVIDIA B300 ×835892.63251 ms10.8 ms—vllm · fp82026-06-23
NVIDIA B300 ×83311871662 ms5.3 ms—vllm · fp8 · mtp2026-06-23
NVIDIA B300 ×8242276851 ms3.6 ms—vllm · fp4 · mtp2026-07-06
NVIDIA B300 ×82271191647 ms8.4 ms—vllm · fp82026-06-23
NVIDIA B300 ×8215240855 ms4.2 ms—vllm · fp8 · mtp2026-06-23
NVIDIA B300 ×8151341445 ms2.9 ms—vllm · fp4 · mtp2026-07-06
NVIDIA B300 ×8136140845 ms7.1 ms—vllm · fp82026-06-23
NVIDIA B300 ×8128274450 ms3.6 ms—vllm · fp8 · mtp2026-06-23
NVIDIA B300 ×894.9413243 ms2.4 ms—vllm · fp4 · mtp2026-07-06
NVIDIA B300 ×884.2373248 ms2.7 ms—vllm · fp8 · mtp2026-06-23
NVIDIA B300 ×876.9162448 ms6.2 ms—vllm · fp82026-06-23
NVIDIA B300 ×852.9474135 ms2.1 ms—vllm · fp4 · mtp2026-07-06
NVIDIA B300 ×847.6412138 ms2.4 ms—vllm · fp8 · mtp2026-06-23
NVIDIA B300 ×846.1186238 ms5.4 ms—vllm · fp42026-07-06
NVIDIA B300 ×844.0178246 ms5.6 ms—vllm · fp82026-06-23
NVIDIA B300 ×823.9192132 ms5.2 ms—vllm · fp42026-07-06
NVIDIA B300 ×823.5190138 ms5.3 ms—vllm · fp82026-06-23
3NVIDIA H200 ×8NVIDIAMiniMax-M3 at 1K in, 1K out52535.9128297 ms27.8 ms—vllm · fp8 · mtpvllm/vllm-openai:minimax-m32026-06-13
NVIDIA H200 ×842427.0128248 ms37.1 ms—vllm · fp82026-06-15
NVIDIA H200 ×840655.564194 ms18.0 ms—vllm · fp8 · mtp2026-06-13
NVIDIA H200 ×829036.964158 ms27.1 ms—vllm · fp82026-06-15
NVIDIA H200 ×828980.332174 ms12.5 ms—vllm · fp8 · mtp2026-06-13
NVIDIA H200 ×821054.332145 ms18.4 ms—vllm · fp82026-06-15
NVIDIA H200 ×819810716164 ms9.4 ms—vllm · fp8 · mtp2026-06-13
NVIDIA H200 ×814173.116151 ms13.7 ms—vllm · fp82026-06-15
NVIDIA H200 ×81381508151 ms6.7 ms—vllm · fp8 · mtp2026-06-13
NVIDIA H200 ×897.42104155 ms4.8 ms—vllm · fp8 · mtp2026-06-13
NVIDIA H200 ×894.597.68143 ms10.3 ms—vllm · fp82026-06-15
NVIDIA H200 ×859.22572150 ms3.9 ms—vllm · fp8 · mtp2026-06-13
NVIDIA H200 ×856.31204141 ms8.4 ms—vllm · fp82026-06-15
NVIDIA H200 ×834.42941121 ms3.4 ms—vllm · fp8 · mtp2026-06-13
NVIDIA H200 ×833.51382138 ms7.2 ms—vllm · fp82026-06-15
NVIDIA H200 ×818.11471115 ms6.8 ms—vllm · fp82026-06-15
4NVIDIA H100 ×8NVIDIAMiniMax-M3 at 1K in, 1K out50835.0128384 ms28.6 ms—vllm · fp8 · mtpvllm/vllm-openai:minimax-m32026-06-13
NVIDIA H100 ×839655.064205 ms18.2 ms—vllm · fp8 · mtp2026-06-13
NVIDIA H100 ×839625.2128232 ms39.7 ms—vllm · fp82026-06-15
NVIDIA H100 ×826975.532167 ms13.3 ms—vllm · fp8 · mtp2026-06-13
NVIDIA H100 ×826333.564154 ms29.9 ms—vllm · fp82026-06-15
NVIDIA H100 ×817798.116155 ms10.2 ms—vllm · fp8 · mtp2026-06-13
NVIDIA H100 ×812966.416143 ms15.1 ms—vllm · fp82026-06-15
NVIDIA H100 ×81211348128 ms7.4 ms—vllm · fp8 · mtp2026-06-13
NVIDIA H100 ×885.788.18118 ms11.4 ms—vllm · fp82026-06-15
NVIDIA H100 ×882.91914147 ms5.2 ms—vllm · fp8 · mtp2026-06-13
NVIDIA H100 ×874.719.032347 ms52.5 ms—vllm · fp82026-06-15
NVIDIA H100 ×855.72322137 ms4.3 ms—vllm · fp8 · mtp2026-06-13
NVIDIA H100 ×853.41114130 ms9.0 ms—vllm · fp82026-06-15
NVIDIA H100 ×832.91342131 ms7.4 ms—vllm · fp82026-06-15
NVIDIA H100 ×831.32601108 ms3.8 ms—vllm · fp8 · mtp2026-06-13
NVIDIA H100 ×817.81441104 ms6.9 ms—vllm · fp82026-06-15
5NVIDIA B200 ×8NVIDIAMiniMax-M3 at 1K in, 1K out50164.76470 ms15.5 ms—vllm · fp8vllm/vllm-openai:minimax-m3-0618-x86_64-cu1302026-06-23
NVIDIA B200 ×849499.86493 ms10.0 ms—vllm · fp8 · mtp2026-06-23
NVIDIA B200 ×84761333280 ms7.5 ms—vllm · fp8 · mtp2026-06-23
NVIDIA B200 ×83441911671 ms5.2 ms—vllm · fp4 · mtp2026-07-06
NVIDIA B200 ×833586.83264 ms11.5 ms—vllm · fp82026-06-23
NVIDIA B200 ×83071651674 ms6.1 ms—vllm · fp8 · mtp2026-06-23
NVIDIA B200 ×82151111668 ms9.0 ms—vllm · fp82026-06-23
NVIDIA B200 ×8212233868 ms4.3 ms—vllm · fp4 · mtp2026-07-06
NVIDIA B200 ×8193216868 ms4.6 ms—vllm · fp8 · mtp2026-06-23
NVIDIA B200 ×8138145861 ms6.9 ms—vllm · fp42026-07-02
NVIDIA B200 ×8136311465 ms3.2 ms—vllm · fp4 · mtp2026-07-06
NVIDIA B200 ×8123127865 ms7.9 ms—vllm · fp82026-06-23
NVIDIA B200 ×8122261474 ms3.8 ms—vllm · fp8 · mtp2026-06-23
NVIDIA B200 ×879.1378274 ms2.6 ms—vllm · fp8 · mtp2026-06-23
NVIDIA B200 ×876.8162460 ms6.2 ms—vllm · fp42026-07-02
NVIDIA B200 ×873.4154466 ms6.5 ms—vllm · fp82026-06-23
NVIDIA B200 ×865.9284273 ms3.5 ms—vllm · fp4 · mtp2026-07-06
NVIDIA B200 ×847.7383140 ms2.6 ms—vllm · fp4 · mtp2026-07-06
NVIDIA B200 ×844.9390146 ms2.6 ms—vllm · fp8 · mtp2026-06-23
NVIDIA B200 ×844.4180260 ms5.6 ms—vllm · fp42026-07-02
NVIDIA B200 ×840.3163267 ms6.1 ms—vllm · fp82026-06-23
NVIDIA B200 ×822.9185140 ms5.4 ms—vllm · fp42026-07-02
NVIDIA B200 ×821.4173144 ms5.8 ms—vllm · fp82026-06-23
6AMD MI325X ×8AMDMiniMax-M3 at 1K in, 1K out46332.0128294 ms31.3 ms—vllm · fp8 · mtpvllm/vllm-openai-rocm:minimax-m32026-06-14
AMD MI325X ×834722.1128195 ms45.2 ms—vllm · fp82026-06-14
AMD MI325X ×832645.864208 ms21.9 ms—vllm · fp8 · mtp2026-06-14
AMD MI325X ×822929.364142 ms34.1 ms—vllm · fp82026-06-14
AMD MI325X ×821860.632167 ms16.5 ms—vllm · fp8 · mtp2026-06-14
AMD MI325X ×816742.732120 ms23.4 ms—vllm · fp82026-06-14
AMD MI325X ×814177.516152 ms12.9 ms—vllm · fp8 · mtp2026-06-14
AMD MI325X ×811157.116108 ms17.5 ms—vllm · fp82026-06-14
AMD MI325X ×894.01018129 ms9.9 ms—vllm · fp8 · mtp2026-06-14
AMD MI325X ×871.273.1899 ms13.7 ms—vllm · fp82026-06-14
AMD MI325X ×861.31334117 ms7.5 ms—vllm · fp8 · mtp2026-06-14
AMD MI325X ×841.286.5495 ms11.6 ms—vllm · fp82026-06-14
AMD MI325X ×838.01672109 ms6.0 ms—vllm · fp8 · mtp2026-06-14
AMD MI325X ×823.294.1293 ms10.6 ms—vllm · fp82026-06-14
AMD MI325X ×821.3182188 ms5.5 ms—vllm · fp8 · mtp2026-06-14
AMD MI325X ×811.895.1178 ms10.5 ms—vllm · fp82026-06-14
AMD MI300X ×845414.4256294 ms69.3 ms—vllm · fp82026-07-08
AMD MI300X ×842729.5128323 ms33.9 ms—vllm · fp8 · mtp2026-06-19
AMD MI300X ×830919.7128242 ms50.8 ms—vllm · fp82026-07-08
7AMD MI300X ×8AMDMiniMax-M3 at 1K in, 1K out29540.864236 ms24.5 ms—vllm · fp8 · mtpvllm/vllm-openai-rocm:nightly-b53b1c7ffe7aebdafd0876350f30e51d1226c92a2026-06-19
AMD MI300X ×820656.832195 ms17.6 ms—vllm · fp8 · mtp2026-06-19
AMD MI300X ×819424.764177 ms40.4 ms—vllm · fp82026-07-08
AMD MI300X ×815539.532154 ms25.3 ms—vllm · fp82026-07-08
AMD MI300X ×811765.616192 ms15.2 ms—vllm · fp8 · mtp2026-06-19
AMD MI300X ×810453.616151 ms18.7 ms—vllm · fp82026-07-08
AMD MI300X ×890.495.08159 ms10.5 ms—vllm · fp8 · mtp2026-06-19
AMD MI300X ×866.268.18155 ms14.7 ms—vllm · fp82026-07-08
AMD MI300X ×859.21254155 ms8.0 ms—vllm · fp8 · mtp2026-06-19
AMD MI300X ×841.787.44146 ms11.4 ms—vllm · fp82026-07-08
AMD MI300X ×835.51452148 ms6.9 ms—vllm · fp8 · mtp2026-06-19
AMD MI300X ×823.896.92144 ms10.3 ms—vllm · fp82026-07-08
AMD MI300X ×819.61491109 ms6.7 ms—vllm · fp8 · mtp2026-06-19
AMD MI300X ×812.197.91106 ms10.2 ms—vllm · fp82026-07-08
—NVIDIA B300 ×2NVIDIAMiniMax-M3 at 1K in, 1K out5,13123.3512644 ms43.0 ms—vllm · fp4 · mtpvllm/vllm-openai:nightly-93d8f834dd8acf33eb0e2a75b2711b628cb6e2262026-07-06
—NVIDIA B200 ×2NVIDIAMiniMax-M3 at 1K in, 1K out4,65514.3102422.26 s70.1 ms—vllm · fp4vllm/vllm-openai:nightly-93d8f834dd8acf33eb0e2a75b2711b628cb6e2262026-07-02
NVIDIA B300 ×47,9968.44096112.79 s119.6 ms—vllm · fp42026-07-06
NVIDIA B300 ×44,75522.8512569 ms43.9 ms—vllm · fp4 · mtp2026-07-06
NVIDIA B300 ×44,62328.051211.64 s35.7 ms—vllm · fp4 · mtp2026-07-06
1NVIDIA B300 ×4NVIDIAMiniMax-M3 at 1K in, 1K out3,92337.8256246 ms26.4 ms—vllm · fp4 · mtpvllm/vllm-openai:nightly-93d8f834dd8acf33eb0e2a75b2711b628cb6e2262026-07-06
NVIDIA B300 ×43,26456.8128167 ms17.6 ms—vllm · fp4 · mtp2026-07-06
NVIDIA B300 ×41,0431443272 ms6.9 ms—vllm · fp4 · mtp2026-07-06
NVIDIA B300 ×46711791665 ms5.6 ms—vllm · fp4 · mtp2026-07-06
NVIDIA B300 ×4408232857 ms4.3 ms—vllm · fp4 · mtp2026-07-06
NVIDIA B300 ×4246275264 ms3.6 ms—vllm · fp4 · mtp2026-07-06
NVIDIA B300 ×4149321250 ms3.1 ms—vllm · fp4 · mtp2026-07-06
NVIDIA B300 ×486.0365141 ms2.7 ms—vllm · fp4 · mtp2026-07-06
2NVIDIA B200 ×4NVIDIAMiniMax-M3 at 1K in, 1K out2,25747.7256241 ms21.0 ms—vllm · fp4 · mtpvllm/vllm-openai:vllm-minimax-m3-perf-x86_64-13.0.1-8b00f412026-07-06
NVIDIA B200 ×41,40196.0512157.90 s10.4 ms—vllm · fp4 · mtp2026-07-06
NVIDIA B200 ×41,0171076488 ms9.3 ms—vllm · fp4 · mtp2026-07-06
NVIDIA B200 ×41,0151423278 ms7.0 ms—vllm · fp4 · mtp2026-07-06
NVIDIA B200 ×46281721669 ms5.8 ms—vllm · fp4 · mtp2026-07-06
NVIDIA B200 ×4390208866 ms4.8 ms—vllm · fp4 · mtp2026-07-06
NVIDIA B200 ×4248262460 ms3.8 ms—vllm · fp4 · mtp2026-07-06
NVIDIA B200 ×4134286261 ms3.5 ms—vllm · fp4 · mtp2026-07-06
NVIDIA B200 ×482.6345145 ms2.9 ms—vllm · fp4 · mtp2026-07-06
NVIDIA B200 ×481.0346153 ms2.9 ms—vllm · fp8 · mtp2026-06-23
AMD MI355X ×42,57420.5512266 ms48.8 ms—vllm · fp42026-07-29
3AMD MI355X ×4AMDMiniMax-M3 at 1K in, 1K out2,23537.5256200 ms26.7 ms—atom · fp4 · mtprocm/atom-dev:nightly_2026070115302026-07-03
AMD MI355X ×41,73458.5128153 ms17.1 ms—atom · fp4 · mtp2026-07-03
AMD MI355X ×41,29488.364115 ms11.3 ms—atom · fp4 · mtp2026-07-03
AMD MI355X ×492212632100 ms7.9 ms—atom · fp4 · mtp2026-07-03
AMD MI355X ×459917216103 ms5.8 ms—atom · fp4 · mtp2026-07-03
AMD MI355X ×4399230899 ms4.4 ms—atom · fp4 · mtp2026-07-03
AMD MI355X ×4248285495 ms3.5 ms—atom · fp4 · mtp2026-07-03
AMD MI355X ×4153331291 ms3.0 ms—atom · fp4 · mtp2026-07-03
AMD MI355X ×483.3376190 ms2.7 ms—atom · fp4 · mtp2026-07-03
4NVIDIA H200 ×4NVIDIAMiniMax-M3 at 1K in, 1K out61142.664284 ms23.4 ms—vllm · fp8 · mtpvllm/vllm-openai:minimax-m32026-06-13
NVIDIA H200 ×443158.232196 ms17.2 ms—vllm · fp8 · mtp2026-06-13
NVIDIA H200 ×431586.716172 ms11.5 ms—vllm · fp8 · mtp2026-06-13
NVIDIA H200 ×42091198153 ms8.4 ms—vllm · fp8 · mtp2026-06-13
NVIDIA H200 ×41531634146 ms6.1 ms—vllm · fp8 · mtp2026-06-13
NVIDIA H200 ×494.42002145 ms5.0 ms—vllm · fp8 · mtp2026-06-13
NVIDIA H200 ×461.42451120 ms4.1 ms—vllm · fp8 · mtp2026-06-13
AMD MI325X ×443329.964315 ms33.5 ms—vllm · fp8 · mtp2026-06-14
5AMD MI325X ×4AMDMiniMax-M3 at 1K in, 1K out28438.832265 ms25.7 ms—vllm · fp8 · mtpvllm/vllm-openai-rocm:minimax-m32026-06-14
AMD MI325X ×418249.216234 ms20.3 ms—vllm · fp8 · mtp2026-06-14
AMD MI325X ×412768.78202 ms14.6 ms—vllm · fp8 · mtp2026-06-14
AMD MI325X ×488.694.34180 ms10.6 ms—vllm · fp8 · mtp2026-06-14
AMD MI325X ×460.21302163 ms7.7 ms—vllm · fp8 · mtp2026-06-14
AMD MI325X ×436.41491138 ms6.7 ms—vllm · fp8 · mtp2026-06-14
1NVIDIA B200 ×16NVIDIAMiniMax-M3 at 1K in, 1K out2,82549.6256232 ms20.1 ms—vllm · fp4 · mtpvllm/vllm-openai:vllm-minimax-m3-perf-x86_64-13.0.1-8b00f412026-07-06
NVIDIA B200 ×161,31157.5128157 ms17.4 ms—vllm · fp8 · mtp2026-06-23
NVIDIA B200 ×1681477.564120 ms12.9 ms—vllm · fp8 · mtp2026-06-23
NVIDIA B200 ×16369219867 ms4.6 ms—vllm · fp4 · mtp2026-07-06
NVIDIA B200 ×16196262465 ms3.8 ms—vllm · fp4 · mtp2026-07-06
NVIDIA B200 ×16143336263 ms3.0 ms—vllm · fp4 · mtp2026-07-06
NVIDIA B200 ×1684.1363144 ms2.8 ms—vllm · fp4 · mtp2026-07-06
NVIDIA B300 ×162,77524.3512198 ms41.2 ms—vllm · fp42026-07-06
2NVIDIA B300 ×16NVIDIAMiniMax-M3 at 1K in, 1K out2,39542.0256268 ms23.8 ms—vllm · fp8 · mtpvllm/vllm-openai:minimax-m3-0618-x86_64-cu1302026-06-23
NVIDIA B300 ×161,72660.7128153 ms16.5 ms—vllm · fp8 · mtp2026-06-23
NVIDIA B300 ×161,0311443273 ms6.9 ms—vllm · fp4 · mtp2026-07-06
NVIDIA B300 ×16143287252 ms3.5 ms—vllm · fp4 · mtp2026-07-06
3AMD MI355X ×16AMDMiniMax-M3 at 1K in, 1K out1,75630.5256323 ms32.8 ms—vllm · fp4 · mtpvllm/vllm-openai-rocm:nightly-4559c43a9526597c00cbcc4f59979496500268d12026-07-02
AMD MI355X ×161,43049.1128232 ms20.4 ms—vllm · fp4 · mtp2026-07-02
AMD MI355X ×161,03370.364160 ms14.2 ms—vllm · fp4 · mtp2026-07-02
NVIDIA H200 ×1674011.9256479 ms84.2 ms—vllm · fp82026-06-15
NVIDIA H200 ×1670524.2128405 ms41.4 ms—vllm · fp8 · mtp2026-06-13
NVIDIA H200 ×1642827.364191 ms36.6 ms—vllm · fp82026-06-15
4NVIDIA H200 ×16NVIDIAMiniMax-M3 at 1K in, 1K out30639.332168 ms25.4 ms—vllm · fp8vllm/vllm-openai:minimax-m32026-06-15
NVIDIA H200 ×1620552.616154 ms19.0 ms—vllm · fp82026-06-15
NVIDIA H200 ×1613569.98146 ms14.3 ms—vllm · fp82026-06-15
NVIDIA H200 ×1684.488.24153 ms11.3 ms—vllm · fp82026-06-15
NVIDIA H200 ×1651.61062142 ms9.4 ms—vllm · fp82026-06-15
NVIDIA H200 ×1629.21191134 ms8.4 ms—vllm · fp82026-06-15
—NVIDIA GB300 ×16NVIDIAMiniMax-M3 at 1K in, 1K out6,85018.1819235.89 s55.1 ms—dynamo-vllm · fp8 · disaggregated · multi-nodevllm/vllm-openai:minimax-m3-perf-arm64-13.0.1-7a672232026-06-26
AMD MI325X ×1673712.6256714 ms79.2 ms—vllm · fp8 · mtp2026-06-14
—AMD MI325X ×16AMDMiniMax-M3 at 1K in, 1K out59320.5128469 ms48.7 ms—vllm · fp8 · mtpvllm/vllm-openai-rocm:minimax-m32026-06-14
NVIDIA GB200 ×204,66928.3409615.11 s35.3 ms—dynamo-vllm · fp8 · disaggregated · multi-node2026-06-29
1NVIDIA GB200 ×20NVIDIAMiniMax-M3 at 1K in, 1K out2,00140.11024386 ms24.9 ms—dynamo-vllm · fp8 · disaggregated · multi-nodevllm/vllm-openai:minimax-m3-perf-arm64-13.0.1-7a672232026-06-29
NVIDIA GB200 ×2034390.364196 ms11.1 ms—dynamo-vllm · fp8 · disaggregated · multi-node2026-06-29
NVIDIA GB200 ×2018998.632164 ms10.1 ms—dynamo-vllm · fp8 · disaggregated · multi-node2026-06-29
NVIDIA GB200 ×2012012716148 ms7.9 ms—dynamo-vllm · fp8 · disaggregated · multi-node2026-06-29
NVIDIA GB200 ×2037.51574123 ms6.4 ms—dynamo-vllm · fp8 · disaggregated · multi-node2026-06-29
NVIDIA GB300 ×205,31224.2819247.01 s41.3 ms—dynamo-vllm · fp8 · disaggregated · multi-node2026-06-26
2NVIDIA GB300 ×20NVIDIAMiniMax-M3 at 1K in, 1K out20811032147 ms9.1 ms—dynamo-vllm · fp8 · disaggregated · multi-nodevllm/vllm-openai:minimax-m3-perf-arm64-13.0.1-7a672232026-06-26
3NVIDIA B300 ×20NVIDIAMiniMax-M3 at 1K in, 1K out13113916143 ms7.2 ms—dynamo-vllm · fp4 · disaggregated · multi-nodevllm/vllm-openai:vllm-minimax-m3-perf-x86_64-13.0.1-8b00f412026-07-01
—NVIDIA GB300 ×24NVIDIAMiniMax-M3 at 1K in, 1K out5,68427.34096425 ms36.7 ms—dynamo-vllm · fp8 · disaggregated · multi-nodevllm/vllm-openai:minimax-m3-perf-arm64-13.0.1-7a672232026-06-26
NVIDIA B300 ×641,56027.6512164 ms36.3 ms—vllm · fp82026-06-23
1NVIDIA B300 ×64NVIDIAMiniMax-M3 at 1K in, 1K out1,48052.0256217 ms19.2 ms—vllm · fp8 · mtpvllm/vllm-openai:minimax-m3-0618-x86_64-cu1302026-06-23
NVIDIA B300 ×6487773.9128121 ms13.5 ms—vllm · fp8 · mtp2026-06-23
NVIDIA B300 ×6453697.26491 ms10.3 ms—vllm · fp8 · mtp2026-06-23
NVIDIA B300 ×644751303273 ms7.7 ms—vllm · fp8 · mtp2026-06-23
NVIDIA B300 ×643021661665 ms6.0 ms—vllm · fp8 · mtp2026-06-23
NVIDIA B300 ×64192215858 ms4.7 ms—vllm · fp8 · mtp2026-06-23
NVIDIA B300 ×64119278453 ms3.6 ms—vllm · fp8 · mtp2026-06-23
NVIDIA B300 ×6475.6334248 ms3.0 ms—vllm · fp8 · mtp2026-06-23
NVIDIA B300 ×6444.2374140 ms2.7 ms—vllm · fp8 · mtp2026-06-23
NVIDIA B200 ×641,46226.7512179 ms37.4 ms—vllm · fp82026-06-23
2NVIDIA B200 ×64NVIDIAMiniMax-M3 at 1K in, 1K out1,15749.2256223 ms20.3 ms—vllm · fp8 · mtpvllm/vllm-openai:minimax-m3-0618-x86_64-cu1302026-06-23
NVIDIA B200 ×641,06674.6128126 ms13.4 ms—vllm · fp8 · mtp2026-06-23
NVIDIA B200 ×6447898.66496 ms10.1 ms—vllm · fp8 · mtp2026-06-23
NVIDIA B200 ×644541303284 ms7.7 ms—vllm · fp8 · mtp2026-06-23
NVIDIA B200 ×642941581679 ms6.3 ms—vllm · fp8 · mtp2026-06-23
NVIDIA B200 ×64186207870 ms4.8 ms—vllm · fp8 · mtp2026-06-23
NVIDIA B200 ×64107257478 ms3.9 ms—vllm · fp8 · mtp2026-06-23
NVIDIA B200 ×6467.0298271 ms3.4 ms—vllm · fp8 · mtp2026-06-23
NVIDIA B200 ×6442.0355144 ms2.8 ms—vllm · fp8 · mtp2026-06-23
AMD MI355X ×641,58826.8512373 ms37.4 ms—vllm · fp4 · mtp2026-07-02
3AMD MI355X ×64AMDMiniMax-M3 at 1K in, 1K out1,13038.5256270 ms26.0 ms—vllm · fp4 · mtpvllm/vllm-openai-rocm:nightly-4559c43a9526597c00cbcc4f59979496500268d12026-07-02
AMD MI355X ×6480854.9128218 ms18.2 ms—vllm · fp4 · mtp2026-07-02
AMD MI355X ×6457680.164148 ms12.5 ms—vllm · fp4 · mtp2026-07-02
AMD MI355X ×6439010932133 ms9.2 ms—vllm · fp4 · mtp2026-07-02
AMD MI355X ×6425814516126 ms6.9 ms—vllm · fp4 · mtp2026-07-02
AMD MI355X ×641471728124 ms5.8 ms—vllm · fp4 · mtp2026-07-02
AMD MI355X ×6490.12064119 ms4.9 ms—vllm · fp4 · mtp2026-07-02
AMD MI355X ×6452.02212130 ms4.5 ms—vllm · fp4 · mtp2026-07-02
AMD MI355X ×6429.3246195 ms4.1 ms—vllm · fp4 · mtp2026-07-02
NVIDIA H100 ×6441314.82563.77 s67.5 ms—vllm · fp82026-06-15
NVIDIA H100 ×6436223.1128234 ms43.2 ms—vllm · fp82026-06-15
4NVIDIA H100 ×64NVIDIAMiniMax-M3 at 1K in, 1K out28732.525672.42 s30.8 ms—vllm · fp8 · mtpvllm/vllm-openai:minimax-m32026-06-13
NVIDIA H100 ×6416843.032145 ms23.2 ms—vllm · fp82026-06-15
NVIDIA H100 ×6410755.116124 ms18.2 ms—vllm · fp82026-06-15
NVIDIA H100 ×6469.471.68142 ms14.0 ms—vllm · fp82026-06-15
NVIDIA H100 ×6441.886.84138 ms11.5 ms—vllm · fp82026-06-15
NVIDIA H100 ×6425.01012133 ms9.9 ms—vllm · fp82026-06-15
NVIDIA H100 ×6413.91131103 ms8.9 ms—vllm · fp82026-06-15
NVIDIA H200 ×646535.010241.08 s200.4 ms—vllm · fp82026-06-15
NVIDIA H200 ×6463021.8256522 ms45.9 ms—vllm · fp8 · mtp2026-06-13
NVIDIA H200 ×6436623.3128255 ms43.0 ms—vllm · fp82026-06-15
5NVIDIA H200 ×64NVIDIAMiniMax-M3 at 1K in, 1K out27034.464142 ms29.1 ms—vllm · fp8vllm/vllm-openai:minimax-m32026-06-15
NVIDIA H200 ×6420151.632123 ms19.4 ms—vllm · fp82026-06-15
NVIDIA H200 ×6412564.316146 ms15.6 ms—vllm · fp82026-06-15
NVIDIA H200 ×6478.881.58147 ms12.3 ms—vllm · fp82026-06-15
NVIDIA H200 ×6447.498.74146 ms10.1 ms—vllm · fp82026-06-15
NVIDIA H200 ×6427.41132142 ms8.9 ms—vllm · fp82026-06-15
NVIDIA H200 ×6415.01211113 ms8.2 ms—vllm · fp82026-06-15
—AMD MI300X ×64AMDMiniMax-M3 at 1K in, 1K out53318.4256507 ms54.4 ms—vllm · fp8 · mtpvllm/vllm-openai-rocm:nightly-b53b1c7ffe7aebdafd0876350f30e51d1226c92a2026-06-19
AMD MI325X ×649197.21024664 ms138.6 ms—vllm · fp82026-06-14
AMD MI325X ×6474912.8512724 ms77.9 ms—vllm · fp8 · mtp2026-06-14
—AMD MI325X ×64AMDMiniMax-M3 at 1K in, 1K out59920.7256476 ms48.3 ms—vllm · fp8 · mtpvllm/vllm-openai-rocm:minimax-m32026-06-14
1NVIDIA GB300 ×8NVIDIAQwen-3.5-397B-A17B at 1K in, 1K out1,10074.664691 ms13.4 ms—dynamo-sglang · fp8 · disaggregated · multi-nodelmsysorg/sglang:nightly-dev-cu13-20260709-074bb9282026-07-13
NVIDIA GB300 ×868993.732604 ms10.7 ms—dynamo-sglang · fp8 · disaggregated · multi-node2026-07-13
NVIDIA GB300 ×843712016555 ms8.3 ms—dynamo-sglang · fp8 · disaggregated · multi-node2026-07-13
NVIDIA GB300 ×82731488464 ms6.8 ms—dynamo-sglang · fp8 · disaggregated · multi-node2026-07-13
NVIDIA GB300 ×81611764332 ms5.7 ms—dynamo-sglang · fp8 · disaggregated · multi-node2026-07-13
NVIDIA GB300 ×891.11992315 ms5.0 ms—dynamo-sglang · fp8 · disaggregated · multi-node2026-07-13
NVIDIA GB300 ×848.12071314 ms4.8 ms—dynamo-sglang · fp8 · disaggregated · multi-node2026-07-13
2AMD MI355X ×8AMDQwen-3.5-397B-A17B at 1K in, 1K out1,09334.2256213 ms29.2 ms—atom · fp8 · mtprocm/atom:rocm7.2.2_ubuntu24.04_py3.12_pytorch_release_2.10.0_atom0.1.2.post2026-05-22
AMD MI355X ×81,08134.7256243 ms28.8 ms—atom · fp82026-05-20
AMD MI355X ×890529.3256741 ms34.1 ms—sglang · bf162026-05-19
AMD MI355X ×883852.3128185 ms19.1 ms—atom · fp8 · mtp2026-05-22
AMD MI355X ×866041.5128169 ms24.1 ms—atom · fp82026-05-20
AMD MI355X ×862278.564166 ms12.7 ms—atom · fp8 · mtp2026-05-22
AMD MI355X ×859138.4128585 ms26.0 ms—sglang · bf162026-05-19
AMD MI355X ×847360.06498 ms16.7 ms—atom · fp82026-05-20
AMD MI355X ×842010732122 ms9.3 ms—atom · fp8 · mtp2026-05-22
AMD MI355X ×841370.512822.22 s14.2 ms—sglang · bf16 · mtp2026-05-19
AMD MI355X ×841270.125658.05 s14.3 ms—sglang · bf16 · mtp2026-05-19
AMD MI355X ×840870.1644.14 s14.3 ms—sglang · bf16 · mtp2026-05-19
AMD MI355X ×838951.364425 ms19.5 ms—sglang · bf162026-05-19
AMD MI355X ×833692.832519 ms10.8 ms—sglang · bf16 · mtp2026-05-19
AMD MI355X ×831580.832102 ms12.4 ms—atom · fp82026-05-20
AMD MI355X ×826913916110 ms7.2 ms—atom · fp8 · mtp2026-05-22
AMD MI355X ×824964.632362 ms15.5 ms—sglang · bf162026-05-19
AMD MI355X ×820811316430 ms8.9 ms—sglang · bf16 · mtp2026-05-19
AMD MI355X ×81982098110 ms4.8 ms—atom · fp8 · mtp2026-05-22
AMD MI355X ×818996.71692 ms10.3 ms—atom · fp82026-05-20
AMD MI355X ×815580.716302 ms12.4 ms—sglang · bf162026-05-19
AMD MI355X ×81271388370 ms7.2 ms—sglang · bf16 · mtp2026-05-19
AMD MI355X ×81112374107 ms4.2 ms—atom · fp8 · mtp2026-05-22
AMD MI355X ×8111115897 ms8.7 ms—atom · fp82026-05-20
AMD MI355X ×889.593.58273 ms10.7 ms—sglang · bf162026-05-19
AMD MI355X ×875.41684326 ms6.0 ms—sglang · bf16 · mtp2026-05-19
AMD MI355X ×862.8131486 ms7.6 ms—atom · fp82026-05-20
AMD MI355X ×848.61034236 ms9.7 ms—sglang · bf162026-05-19
3NVIDIA GB200 ×8NVIDIAQwen-3.5-397B-A17B at 1K in, 1K out1,01769.564810 ms14.4 ms—dynamo-sglang · fp8 · disaggregated · multi-nodelmsysorg/sglang:nightly-dev-cu13-20260608-303757cc2026-06-22
NVIDIA GB200 ×863586.432694 ms11.6 ms—dynamo-sglang · fp8 · disaggregated · multi-node2026-06-22
NVIDIA GB200 ×839510916652 ms9.2 ms—dynamo-sglang · fp8 · disaggregated · multi-node2026-06-22
NVIDIA GB200 ×82381318559 ms7.6 ms—dynamo-sglang · fp8 · disaggregated · multi-node2026-06-22
NVIDIA GB200 ×81381514398 ms6.6 ms—dynamo-sglang · fp8 · disaggregated · multi-node2026-06-22
NVIDIA GB200 ×878.11712387 ms5.9 ms—dynamo-sglang · fp8 · disaggregated · multi-node2026-06-22
NVIDIA GB200 ×840.61741373 ms5.8 ms—dynamo-sglang · fp8 · disaggregated · multi-node2026-06-22
4NVIDIA B200 ×8NVIDIAQwen-3.5-397B-A17B at 1K in, 1K out73010264697 ms9.8 ms—sglang · bf16 · mtplmsysorg/sglang:v0.5.14-cu1302026-07-04
NVIDIA B200 ×845712732577 ms7.8 ms—sglang · bf16 · mtp2026-07-04
NVIDIA B200 ×845258.664470 ms17.1 ms—sglang · bf162026-07-04
NVIDIA B200 ×830017316484 ms5.8 ms—sglang · bf16 · mtp2026-07-04
NVIDIA B200 ×829376.532416 ms13.1 ms—sglang · bf162026-07-04
NVIDIA B200 ×818998.716364 ms10.1 ms—sglang · bf162026-07-04
NVIDIA B200 ×81791928278 ms5.2 ms—sglang · bf16 · mtp2026-07-04
NVIDIA B200 ×81252874308 ms3.5 ms—sglang · fp8 · mtp2026-07-05
NVIDIA B200 ×81212734263 ms3.7 ms—sglang · bf16 · mtp2026-07-04
NVIDIA B200 ×81201278265 ms7.9 ms—sglang · bf162026-07-04
NVIDIA B200 ×878.21684248 ms5.9 ms—sglang · bf162026-07-04
NVIDIA B200 ×877.21674289 ms6.0 ms—sglang · fp82026-07-05
5NVIDIA B300 ×8NVIDIAQwen-3.5-397B-A17B at 1K in, 1K out72498.164646 ms10.2 ms—sglang · bf16 · mtplmsysorg/sglang:v0.5.12-cu1302026-05-18
NVIDIA B300 ×847613032481 ms7.7 ms—sglang · bf16 · mtp2026-05-18
NVIDIA B300 ×847061.764385 ms16.2 ms—sglang · bf162026-05-18
NVIDIA B300 ×831517416374 ms5.7 ms—sglang · bf16 · mtp2026-05-18
NVIDIA B300 ×830980.632322 ms12.4 ms—sglang · bf162026-05-18
NVIDIA B300 ×820010516264 ms9.5 ms—sglang · bf162026-05-18
NVIDIA B300 ×81952128187 ms4.7 ms—sglang · bf16 · mtp2026-05-18
NVIDIA B300 ×81291338148 ms7.5 ms—sglang · bf162026-05-18
NVIDIA B300 ×81252764180 ms3.6 ms—sglang · bf16 · mtp2026-05-18
NVIDIA B300 ×880.41714149 ms5.9 ms—sglang · bf162026-05-18
6AMD MI325X ×8AMDQwen-3.5-397B-A17B at 1K in, 1K out31340.764543 ms24.6 ms—sglang · bf16 · mtplmsysorg/sglang:v0.5.12-rocm720-mi30x2026-05-18
AMD MI325X ×831240.864531 ms24.5 ms—sglang · bf162026-05-17
AMD MI325X ×828036.864753 ms27.2 ms—sglang · fp82026-05-17
AMD MI325X ×827836.864758 ms27.2 ms—sglang · fp8 · mtp2026-05-18
AMD MI325X ×820653.432445 ms18.7 ms—sglang · bf162026-05-17
AMD MI325X ×820653.432449 ms18.7 ms—sglang · bf16 · mtp2026-05-18
AMD MI325X ×818248.132570 ms20.8 ms—sglang · fp8 · mtp2026-05-18
AMD MI325X ×818148.132573 ms20.8 ms—sglang · fp82026-05-17
AMD MI325X ×813670.116338 ms14.3 ms—sglang · bf16 · mtp2026-05-18
AMD MI325X ×813670.316338 ms14.2 ms—sglang · bf162026-05-17
AMD MI325X ×810755.916467 ms17.9 ms—sglang · fp82026-05-17
AMD MI325X ×810756.016467 ms17.9 ms—sglang · fp8 · mtp2026-05-18
AMD MI325X ×881.685.18281 ms11.8 ms—sglang · bf162026-05-17
AMD MI325X ×881.584.98279 ms11.8 ms—sglang · bf16 · mtp2026-05-18
AMD MI325X ×861.665.28397 ms15.3 ms—sglang · fp82026-05-17
AMD MI325X ×861.064.98428 ms15.4 ms—sglang · fp8 · mtp2026-05-18
AMD MI325X ×846.999.04241 ms10.1 ms—sglang · bf162026-05-17
AMD MI325X ×846.798.64258 ms10.1 ms—sglang · bf16 · mtp2026-05-18
AMD MI325X ×833.972.84395 ms13.7 ms—sglang · fp82026-05-17
AMD MI325X ×833.972.74399 ms13.8 ms—sglang · fp8 · mtp2026-05-18
7AMD MI300X ×8AMDQwen-3.5-397B-A17B at 1K in, 1K out27836.264621 ms27.6 ms—sglang · bf16lmsysorg/sglang:v0.5.12-rocm720-mi30x2026-05-18
AMD MI300X ×825533.664924 ms29.8 ms—sglang · fp82026-05-17
AMD MI300X ×818648.132512 ms20.8 ms—sglang · bf162026-05-18
AMD MI300X ×816643.932648 ms22.8 ms—sglang · fp82026-05-17
AMD MI300X ×812564.116402 ms15.6 ms—sglang · bf162026-05-18
AMD MI300X ×898.652.216541 ms19.1 ms—sglang · fp82026-05-17
AMD MI300X ×877.781.38343 ms12.3 ms—sglang · bf162026-05-18
AMD MI300X ×858.962.88440 ms15.9 ms—sglang · fp82026-05-17
AMD MI300X ×845.496.24317 ms10.4 ms—sglang · bf162026-05-18
AMD MI300X ×833.271.84458 ms13.9 ms—sglang · fp82026-05-17
8NVIDIA H100 ×8NVIDIAQwen-3.5-397B-A17B at 1K in, 1K out92.899.48538 ms10.1 ms—sglang · fp8lmsysorg/sglang:v0.5.14-cu1302026-07-05
NVIDIA H100 ×857.81244297 ms8.1 ms—sglang · fp82026-07-05
NVIDIA H100 ×835.51512295 ms6.6 ms—sglang · fp82026-07-05
NVIDIA H100 ×818.61571295 ms6.4 ms—sglang · fp82026-07-05
—NVIDIA B200 ×2NVIDIAQwen-3.5-397B-A17B at 1K in, 1K out2,38138.8128678 ms25.8 ms—sglang · fp4lmsysorg/sglang:v0.5.14-cu1302026-07-05
—AMD MI355X ×2AMDQwen-3.5-397B-A17B at 1K in, 1K out2,16617.0256254 ms58.8 ms—sglang · fp4lmsysorg/sglang-rocm:v0.5.15-rocm720-mi35x-202607132026-07-16
1NVIDIA B300 ×4NVIDIAQwen-3.5-397B-A17B at 1K in, 1K out3,66562.3128998 ms16.0 ms—sglang · fp4 · mtplmsysorg/sglang:v0.5.14-cu1302026-07-04
NVIDIA B300 ×42,55187.464765 ms11.4 ms—sglang · fp4 · mtp2026-07-04
NVIDIA B300 ×41,71511964561 ms8.4 ms—sglang · fp4 · mtp2026-07-04
NVIDIA B300 ×41,10615132456 ms6.6 ms—sglang · fp4 · mtp2026-07-04
NVIDIA B300 ×41,07615416430 ms6.5 ms—sglang · fp4 · mtp2026-07-04
NVIDIA B300 ×473419816328 ms5.1 ms—sglang · fp4 · mtp2026-07-04
NVIDIA B300 ×44702534191 ms4.0 ms—sglang · fp4 · mtp2026-07-04
NVIDIA B300 ×43003274186 ms3.1 ms—sglang · fp4 · mtp2026-07-04
2NVIDIA B200 ×4NVIDIAQwen-3.5-397B-A17B at 1K in, 1K out2,43641.52561.56 s24.1 ms—sglang · fp8 · mtplmsysorg/sglang:v0.5.14-cu1302026-07-05
NVIDIA B200 ×41,81462.21281.05 s16.1 ms—sglang · fp8 · mtp2026-07-05
NVIDIA B200 ×41,19583.864794 ms11.9 ms—sglang · fp8 · mtp2026-07-05
NVIDIA B200 ×476610832630 ms9.3 ms—sglang · fp8 · mtp2026-07-05
NVIDIA B200 ×450814316548 ms7.0 ms—sglang · fp8 · mtp2026-07-05
NVIDIA B200 ×44032274330 ms4.4 ms—trt · fp4 · mtp2026-06-24
NVIDIA B200 ×42662964290 ms3.4 ms—sglang · fp4 · mtp2026-07-05
AMD MI355X ×41,75827.7256258 ms36.2 ms—atom · fp8 · mtp2026-05-22
3AMD MI355X ×4AMDQwen-3.5-397B-A17B at 1K in, 1K out1,38543.7128188 ms22.9 ms—atom · fp8 · mtprocm/atom:rocm7.2.2_ubuntu24.04_py3.12_pytorch_release_2.10.0_atom0.1.2.post2026-05-22
AMD MI355X ×41,03765.764169 ms15.2 ms—atom · fp8 · mtp2026-05-22
AMD MI355X ×469790.332125 ms11.1 ms—atom · fp8 · mtp2026-05-22
AMD MI355X ×450012916160 ms7.8 ms—sglang · fp4 · mtp2026-07-16
AMD MI355X ×43301748168 ms5.7 ms—sglang · fp4 · mtp2026-07-16
AMD MI355X ×42102214151 ms4.5 ms—sglang · fp4 · mtp2026-07-16
—AMD MI355X ×16AMDQwen-3.5-397B-A17B at 1K in, 1K out87958.1128366 ms17.2 ms—mori-sglang · fp8 · disaggregated · multi-nodelmsysorg/sglang:v0.5.14-rocm720-mi35x2026-07-17
—NVIDIA B200 ×16NVIDIAQwen-3.5-397B-A17B at 1K in, 1K out5,46822.41024729 ms44.7 ms—trt · fp4nvcr.io/nvidia/tensorrt-llm/release:1.3.0rc182026-06-16
—NVIDIA GB300 ×20NVIDIAQwen-3.5-397B-A17B at 1K in, 1K out4,11343.120485.06 s23.2 ms—dynamo-sglang · fp8 · disaggregated · multi-nodelmsysorg/sglang:nightly-dev-cu13-20260709-074bb9282026-07-13
—NVIDIA GB200 ×20NVIDIAQwen-3.5-397B-A17B at 1K in, 1K out3,79839.720485.57 s25.2 ms—dynamo-sglang · fp8 · disaggregated · multi-nodelmsysorg/sglang:nightly-dev-cu13-20260608-303757cc2026-06-22
—NVIDIA GB300 ×24NVIDIAQwen-3.5-397B-A17B at 1K in, 1K out6,77831.240963.05 s32.0 ms—dynamo-sglang · fp8 · disaggregated · multi-nodelmsysorg/sglang:nightly-dev-cu13-20260709-074bb9282026-07-13
—NVIDIA GB200 ×24NVIDIAQwen-3.5-397B-A17B at 1K in, 1K out6,05627.540962.77 s36.4 ms—dynamo-sglang · fp8 · disaggregated · multi-nodelmsysorg/sglang:nightly-dev-cu13-20260608-303757cc2026-06-22
1NVIDIA B200 ×64NVIDIAQwen-3.5-397B-A17B at 1K in, 1K out4,78141.010241.04 s24.4 ms—trt · fp4 · mtpnvcr.io/nvidia/tensorrt-llm/release:1.3.0rc182026-06-24
NVIDIA B200 ×643,97367.7512783 ms14.8 ms—trt · fp4 · mtp2026-06-24
NVIDIA B200 ×642,734100256740 ms10.0 ms—trt · fp4 · mtp2026-06-24
NVIDIA B200 ×641,745134128786 ms7.5 ms—trt · fp4 · mtp2026-06-24
NVIDIA B200 ×641,02016264679 ms6.2 ms—trt · fp4 · mtp2026-06-24
NVIDIA B200 ×641373194318 ms3.1 ms—trt · fp4 · mtp2026-06-24
NVIDIA H100 ×6466828.325611.29 s35.4 ms—sglang · fp82026-07-05
2NVIDIA H100 ×64NVIDIAQwen-3.5-397B-A17B at 1K in, 1K out55139.61283.34 s25.3 ms—sglang · fp8lmsysorg/sglang:v0.5.14-cu1302026-07-05
NVIDIA H100 ×6437753.5642.16 s18.7 ms—sglang · fp82026-07-05
NVIDIA H100 ×6423459.432331 ms16.8 ms—sglang · fp8 · mtp2026-07-05
NVIDIA H100 ×6417188.816316 ms11.3 ms—sglang · fp8 · mtp2026-07-05
NVIDIA H100 ×641231318304 ms7.6 ms—sglang · fp8 · mtp2026-07-05
NVIDIA H100 ×6479.81714299 ms5.8 ms—sglang · fp8 · mtp2026-07-05
NVIDIA H200 ×6443326.4128388 ms37.9 ms—sglang · fp8 · mtp2026-07-04
3NVIDIA H200 ×64NVIDIAQwen-3.5-397B-A17B at 1K in, 1K out32540.764430 ms24.6 ms—sglang · fp8 · mtplmsysorg/sglang:v0.5.14-cu1302026-07-04
NVIDIA H200 ×6425564.332328 ms15.5 ms—sglang · fp8 · mtp2026-07-04
NVIDIA H200 ×6418796.616316 ms10.4 ms—sglang · fp8 · mtp2026-07-04
NVIDIA H200 ×641401468246 ms6.9 ms—sglang · fp8 · mtp2026-07-04
NVIDIA H200 ×6485.51834301 ms5.5 ms—sglang · fp8 · mtp2026-07-04
AMD MI355X ×843413.8256518 ms72.3 ms—atom · fp4 · mtp2026-05-20
AMD MI355X ×839325.2128448 ms39.7 ms—atom · fp4 · mtp2026-05-20
AMD MI355X ×837811.4256762 ms87.9 ms—atom · fp8 · mtp2026-06-02
AMD MI355X ×833520.3128531 ms49.2 ms—atom · fp8 · mtp2026-06-02
1AMD MI355X ×8AMDDeepSeek-R1-0528 at 8K in, 1K out32442.164329 ms23.8 ms—atom · fp4 · mtprocm/atom:rocm7.2.3_ubuntu24.04_py3.12_pytorch_release_2.10.0_atom202605112026-05-20
AMD MI355X ×831551.5645.90 s19.4 ms—sglang · fp4 · mtp2026-05-20
AMD MI355X ×828618.3128491 ms54.5 ms—atom · fp82026-05-20
AMD MI355X ×828136.064307 ms27.7 ms—sglang · fp42026-06-11
AMD MI355X ×827833.964389 ms29.5 ms—atom · fp8 · mtp2026-06-02
AMD MI355X ×825163.732230 ms15.7 ms—sglang · fp4 · mtp2026-05-20
AMD MI355X ×824764.432284 ms15.5 ms—atom · fp4 · mtp2026-05-20
AMD MI355X ×823832.664419 ms30.7 ms—sglang · fp8 · mtp2026-05-21
AMD MI355X ×822355.732332 ms17.9 ms—atom · fp8 · mtp2026-06-02
AMD MI355X ×822328.564287 ms35.0 ms—atom · fp82026-05-20
AMD MI355X ×820653.632271 ms18.7 ms—sglang · fp42026-06-11
AMD MI355X ×819398.116236 ms10.2 ms—sglang · fp4 · mtp2026-05-20
AMD MI355X ×818726.264348 ms38.1 ms—sglang · fp82026-05-27
AMD MI355X ×818149.732305 ms20.1 ms—sglang · fp8 · mtp2026-05-21
AMD MI355X ×818094.616251 ms10.6 ms—atom · fp4 · mtp2026-05-20
AMD MI355X ×815679.216277 ms12.6 ms—atom · fp8 · mtp2026-06-02
AMD MI355X ×815039.032286 ms25.7 ms—atom · fp82026-05-20
AMD MI355X ×814040.032301 ms25.0 ms—sglang · fp82026-05-27
AMD MI355X ×813571.116209 ms14.1 ms—sglang · fp42026-06-11
AMD MI355X ×81341418234 ms7.1 ms—sglang · fp4 · mtp2026-05-20
AMD MI355X ×812870.616277 ms14.2 ms—sglang · fp8 · mtp2026-05-21
AMD MI355X ×81151248230 ms8.1 ms—atom · fp4 · mtp2026-05-20
AMD MI355X ×811560.816278 ms16.5 ms—atom · fp82026-05-20
AMD MI355X ×81121138287 ms8.8 ms—atom · fp8 · mtp2026-06-02
AMD MI355X ×810459.116254 ms16.9 ms—sglang · fp82026-05-27
AMD MI355X ×889.51028256 ms9.8 ms—sglang · fp8 · mtp2026-05-21
AMD MI355X ×888.692.48219 ms10.8 ms—sglang · fp42026-06-11
AMD MI355X ×882.71774212 ms5.6 ms—sglang · fp4 · mtp2026-05-20
AMD MI355X ×879.01624283 ms6.2 ms—atom · fp8 · mtp2026-06-02
AMD MI355X ×875.71604246 ms6.2 ms—atom · fp4 · mtp2026-05-20
AMD MI355X ×873.876.98273 ms13.0 ms—atom · fp82026-05-20
AMD MI355X ×863.772.88258 ms13.7 ms—sglang · fp82026-05-27
AMD MI355X ×859.51504271 ms6.7 ms—sglang · fp8 · mtp2026-05-21
AMD MI355X ×851.11074201 ms9.3 ms—sglang · fp42026-06-11
AMD MI355X ×850.51064217 ms9.5 ms—atom · fp42026-05-20
AMD MI355X ×838.079.54256 ms12.6 ms—atom · fp82026-05-20
AMD MI355X ×836.481.54258 ms12.3 ms—sglang · fp82026-05-27
NVIDIA B200 ×840714.22567.61 s70.6 ms—trt · fp8 · mtp2026-05-18
NVIDIA B200 ×838812.62561.12 s79.3 ms—trt · fp82026-05-18
NVIDIA B200 ×836222.9128482 ms43.7 ms—trt · fp8 · mtp2026-05-18
NVIDIA B200 ×832220.7128378 ms48.2 ms—trt · fp82026-05-18
2NVIDIA B200 ×8NVIDIADeepSeek-R1-0528 at 8K in, 1K out30638.964331 ms25.7 ms—trt · fp8 · mtpnvcr.io/nvidia/tensorrt-llm/release:1.3.0rc142026-05-18
NVIDIA B200 ×82859.0512106.79 s111.3 ms—sglang · fp8 · mtp2026-05-22
NVIDIA B200 ×82849.12563.72 s110.2 ms—sglang · fp8 · mtp2026-05-22
NVIDIA B200 ×824916.21283.22 s61.6 ms—sglang · fp8 · mtp2026-05-22
NVIDIA B200 ×824631.664312 ms31.6 ms—trt · fp82026-05-18
NVIDIA B200 ×823260.132257 ms16.6 ms—trt · fp8 · mtp2026-05-18
NVIDIA B200 ×821628.3642.14 s35.3 ms—sglang · fp8 · mtp2026-05-22
NVIDIA B200 ×816585.416263 ms11.7 ms—trt · fp8 · mtp2026-05-18
NVIDIA B200 ×813875.016987 ms13.3 ms—sglang · fp8 · mtp2026-05-22
NVIDIA B200 ×81201268245 ms8.0 ms—trt · fp8 · mtp2026-05-18
NVIDIA B200 ×81112244193 ms4.5 ms—trt · fp4 · mtp2026-05-19
NVIDIA B200 ×81061128430 ms8.9 ms—sglang · fp8 · mtp2026-05-22
NVIDIA B200 ×882.91704241 ms5.9 ms—trt · fp8 · mtp2026-05-18
NVIDIA B200 ×882.587.18230 ms11.5 ms—trt · fp82026-05-18
NVIDIA B200 ×873.21564382 ms6.4 ms—sglang · fp8 · mtp2026-05-22
NVIDIA B200 ×869.31464186 ms6.9 ms—trt · fp42026-05-19
NVIDIA B200 ×850.61094232 ms9.1 ms—trt · fp82026-05-18
NVIDIA B200 ×849.01054368 ms9.6 ms—sglang · fp82026-05-22
NVIDIA B200 ×845.81952383 ms5.1 ms—sglang · fp8 · mtp2026-05-22
NVIDIA B200 ×828.91212349 ms8.3 ms—sglang · fp82026-05-22
NVIDIA B200 ×826.62221315 ms4.5 ms—sglang · fp8 · mtp2026-05-22
NVIDIA B200 ×816.21351314 ms7.4 ms—sglang · fp82026-05-22
NVIDIA B300 ×83205.15127.61 s195.3 ms—sglang · fp8 · mtp2026-07-25
NVIDIA B300 ×83059.92564.80 s101.4 ms—sglang · fp8 · mtp2026-07-25
NVIDIA B300 ×827918.21282.86 s55.1 ms—sglang · fp8 · mtp2026-07-25
3NVIDIA B300 ×8NVIDIADeepSeek-R1-0528 at 8K in, 1K out24131.5641.91 s31.8 ms—sglang · fp8 · mtplmsysorg/sglang:v0.5.15.post1-cu1302026-07-25
NVIDIA B300 ×819551.9321.31 s19.3 ms—sglang · fp8 · mtp2026-07-25
NVIDIA B300 ×815481.716809 ms12.2 ms—sglang · fp8 · mtp2026-07-25
NVIDIA B300 ×81161248391 ms8.0 ms—sglang · fp8 · mtp2026-07-25
NVIDIA B300 ×881.41724373 ms5.8 ms—sglang · fp8 · mtp2026-07-25
NVIDIA B300 ×852.72272338 ms4.4 ms—sglang · fp8 · mtp2026-07-25
NVIDIA B300 ×850.91084346 ms9.2 ms—sglang · fp82026-05-22
NVIDIA B300 ×832.12701286 ms3.7 ms—sglang · fp8 · mtp2026-07-25
NVIDIA B300 ×829.51242333 ms8.1 ms—sglang · fp82026-05-22
NVIDIA B300 ×816.61381286 ms7.2 ms—sglang · fp82026-05-22
4NVIDIA GB300 ×8NVIDIADeepSeek-R1-0528 at 8K in, 1K out14679.08461 ms12.7 ms—dynamo-sglang · fp8 · disaggregated · multi-nodelmsysorg/sglang:v0.5.8.post1-cu1302026-02-09
NVIDIA GB300 ×890.198.54429 ms10.2 ms—dynamo-sglang · fp8 · disaggregated · multi-node2026-02-09
NVIDIA H200 ×818022.664605 ms44.2 ms—sglang · fp8 · mtp2026-05-20
NVIDIA H200 ×815119.764690 ms50.7 ms—sglang · fp82026-05-17
5NVIDIA H200 ×8NVIDIADeepSeek-R1-0528 at 8K in, 1K out13835.532372 ms28.2 ms—sglang · fp8 · mtplmsysorg/sglang:v0.5.12-cu1302026-05-20
NVIDIA H200 ×812131.232348 ms32.0 ms—sglang · fp82026-05-17
NVIDIA H200 ×810353.416372 ms18.7 ms—sglang · fp8 · mtp2026-05-20
NVIDIA H200 ×893.949.516330 ms20.2 ms—sglang · fp82026-05-17
NVIDIA H200 ×873.174.78343 ms13.4 ms—sglang · fp8 · mtp2026-05-20
NVIDIA H200 ×868.371.88314 ms13.9 ms—sglang · fp82026-05-17
NVIDIA H200 ×848.099.14325 ms10.1 ms—sglang · fp8 · mtp2026-05-20
NVIDIA H200 ×843.191.14312 ms11.0 ms—sglang · fp82026-05-17
AMD MI325X ×811414.964485 ms67.1 ms—sglang · fp82026-05-18
AMD MI325X ×811414.864478 ms67.4 ms—sglang · fp8 · mtp2026-05-18
AMD MI325X ×895.025.332470 ms39.6 ms—sglang · fp82026-05-18
AMD MI325X ×894.225.032471 ms40.0 ms—sglang · fp8 · mtp2026-05-18
6AMD MI325X ×8AMDDeepSeek-R1-0528 at 8K in, 1K out68.837.716444 ms26.5 ms—sglang · fp8 · mtplmsysorg/sglang:v0.5.12-rocm700-mi30x2026-05-18
AMD MI325X ×868.337.316439 ms26.8 ms—sglang · fp82026-05-18
AMD MI325X ×842.947.08455 ms21.3 ms—sglang · fp8 · mtp2026-05-18
AMD MI325X ×842.646.68560 ms21.5 ms—sglang · fp82026-05-18
AMD MI325X ×825.054.34703 ms18.4 ms—sglang · fp82026-05-18
AMD MI325X ×825.054.04711 ms18.5 ms—sglang · fp8 · mtp2026-05-18
AMD MI300X ×898.913.164717 ms76.4 ms—sglang · fp82026-05-18
AMD MI300X ×882.422.332513 ms44.9 ms—sglang · fp82026-05-18
7AMD MI300X ×8AMDDeepSeek-R1-0528 at 8K in, 1K out61.934.616476 ms28.9 ms—sglang · fp8lmsysorg/sglang:v0.5.12-rocm700-mi30x2026-05-18
AMD MI300X ×839.944.48739 ms22.5 ms—sglang · fp82026-05-18
AMD MI300X ×823.451.54898 ms19.4 ms—sglang · fp82026-05-18
1NVIDIA B200 ×4NVIDIADeepSeek-R1-0528 at 8K in, 1K out42956.7321.13 s17.6 ms—sglang · fp4 · mtplmsysorg/sglang:v0.5.16-cu1302026-08-06
NVIDIA B200 ×433584.516262 ms11.8 ms—trt · fp4 · mtp2026-05-19
NVIDIA B200 ×432686.216689 ms11.6 ms—sglang · fp4 · mtp2026-08-06
NVIDIA B200 ×42611358290 ms7.4 ms—sglang · fp4 · mtp2026-08-06
NVIDIA B200 ×41841944254 ms5.1 ms—sglang · fp4 · mtp2026-08-06
NVIDIA B200 ×41262612241 ms3.8 ms—sglang · fp4 · mtp2026-08-06
NVIDIA B200 ×474.22981202 ms3.4 ms—sglang · fp4 · mtp2026-08-06
AMD MI355X ×44887.8256825 ms128.8 ms—atom · fp42026-05-20
AMD MI355X ×444514.2128566 ms70.4 ms—atom · fp42026-05-20
AMD MI355X ×440625.964379 ms38.5 ms—sglang · fp42026-06-11
2AMD MI355X ×4AMDDeepSeek-R1-0528 at 8K in, 1K out28737.132298 ms27.0 ms—sglang · fp4lmsysorg/sglang:v0.5.12-rocm700-mi35x2026-06-11
AMD MI355X ×420955.116352 ms18.2 ms—atom · fp42026-05-20
AMD MI355X ×415380.38318 ms12.4 ms—atom · fp42026-05-20
AMD MI355X ×492.798.14339 ms10.2 ms—atom · fp42026-05-20
3NVIDIA B300 ×4NVIDIADeepSeek-R1-0528 at 8K in, 1K out23230.532736 ms32.8 ms—sglang · fp8lmsysorg/sglang:v0.5.12-cu1302026-05-22
NVIDIA B300 ×417546.416541 ms21.6 ms—sglang · fp82026-05-22
NVIDIA B300 ×412767.48481 ms14.8 ms—sglang · fp82026-05-22
NVIDIA B300 ×483.889.24451 ms11.2 ms—sglang · fp82026-05-22
NVIDIA B300 ×453.41132424 ms8.9 ms—sglang · fp82026-05-22
NVIDIA B300 ×430.61291381 ms7.8 ms—sglang · fp82026-05-22
1AMD MI355X ×16AMDDeepSeek-R1-0528 at 8K in, 1K out1,81551.864017.41 s19.3 ms—mori-sglang · fp4 · mtp · disaggregated · multi-nodelmsysorg/sglang-rocm:v0.5.12.post1-rocm720-mi35x-202605292026-05-31
AMD MI355X ×161,76086.82564.76 s11.5 ms—mori-sglang · fp4 · mtp · disaggregated · multi-node2026-05-31
AMD MI355X ×161,3271131282.19 s8.8 ms—mori-sglang · fp4 · mtp · disaggregated · multi-node2026-05-31
AMD MI355X ×16785135641.80 s7.4 ms—mori-sglang · fp4 · mtp · disaggregated · multi-node2026-05-31
AMD MI355X ×161722098293 ms4.8 ms—mori-sglang · fp4 · mtp · disaggregated · multi-node2026-05-31
AMD MI355X ×161122954268 ms3.4 ms—mori-sglang · fp4 · mtp · disaggregated · multi-node2026-05-31
AMD MI355X ×1666.03512269 ms2.9 ms—mori-sglang · fp4 · mtp · disaggregated · multi-node2026-05-31
2NVIDIA B200 ×16NVIDIADeepSeek-R1-0528 at 8K in, 1K out1,29774.076854.61 s13.5 ms—dynamo-sglang · fp4 · mtp · disaggregated · multi-nodelmsysorg/sglang:v0.5.12.post12026-07-08
NVIDIA B200 ×1616.31371351 ms7.3 ms—dynamo-trt · fp8 · disaggregated · multi-node2026-03-23
3NVIDIA B300 ×16NVIDIADeepSeek-R1-0528 at 8K in, 1K out1,02766.41441.80 s15.1 ms—dynamo-trt · fp8 · mtp · disaggregated · multi-nodenvcr.io/nvidia/ai-dynamo/tensorrtllm-runtime:0.8.1.post12026-02-12
NVIDIA B300 ×1626670.616492 ms14.2 ms—sglang · fp42026-05-22
NVIDIA B300 ×1618697.48253 ms10.3 ms—sglang · fp42026-05-22
NVIDIA B300 ×161161224228 ms8.2 ms—sglang · fp42026-05-22
NVIDIA B300 ×1667.91412242 ms7.1 ms—sglang · fp42026-05-22
NVIDIA B300 ×1639.71641190 ms6.1 ms—sglang · fp42026-05-22
4NVIDIA H200 ×16NVIDIADeepSeek-R1-0528 at 8K in, 1K out42131.725639.13 s31.5 ms—dynamo-sglang · fp8 · mtp · disaggregated · multi-nodelmsysorg/sglang:v0.5.8.post1-cu1302026-02-07
NVIDIA H200 ×1640931.71285.28 s31.5 ms—dynamo-sglang · fp8 · mtp · disaggregated · multi-node2026-02-07
NVIDIA H200 ×1634535.5512146.09 s28.2 ms—dynamo-sglang · fp8 · mtp · disaggregated · multi-node2026-02-07
NVIDIA H200 ×1633152.6643.47 s19.0 ms—dynamo-trt · fp8 · mtp · disaggregated · multi-node2026-03-23
5NVIDIA GB200 ×16NVIDIADeepSeek-R1-0528 at 8K in, 1K out12669.616660 ms14.4 ms—dynamo-sglang · fp8 · disaggregated · multi-nodelmsysorg/sglang:v0.5.8.post1-cu1302026-02-09
NVIDIA GB200 ×1677.684.68682 ms11.8 ms—dynamo-sglang · fp8 · disaggregated · multi-node2026-02-09
NVIDIA GB200 ×1646.199.94431 ms10.0 ms—dynamo-sglang · fp8 · disaggregated · multi-node2026-02-09
1NVIDIA B300 ×20NVIDIADeepSeek-R1-0528 at 8K in, 1K out3,87133.310931.92 s30.0 ms—dynamo-trt · fp4 · disaggregated · multi-nodenvcr.io/nvidia/ai-dynamo/tensorrtllm-runtime:0.8.1.post12026-01-28
NVIDIA B300 ×20211109402.24 s9.2 ms—dynamo-trt · fp8 · mtp · disaggregated · multi-node2026-02-12
2NVIDIA B200 ×20NVIDIADeepSeek-R1-0528 at 8K in, 1K out3,09554.35482.73 s18.4 ms—dynamo-trt · fp4 · mtp · disaggregated · multi-nodenvcr.io/nvidia/ai-dynamo/tensorrtllm-runtime:0.8.1.post12026-01-29
NVIDIA B200 ×201,93456.7102444.13 s17.6 ms—dynamo-sglang · fp4 · mtp · disaggregated · multi-node2026-07-08
3NVIDIA GB300 ×20NVIDIADeepSeek-R1-0528 at 8K in, 1K out29082.364727 ms12.1 ms—dynamo-sglang · fp4 · disaggregated · multi-nodelmsysorg/sglang:v0.5.8.post1-cu130-runtime2026-02-12
NVIDIA GB300 ×2019210932618 ms9.2 ms—dynamo-sglang · fp4 · disaggregated · multi-node2026-02-12
NVIDIA GB300 ×2064.31368272 ms7.3 ms—dynamo-sglang · fp4 · disaggregated · multi-node2026-02-12
NVIDIA GB300 ×2034.41504238 ms6.6 ms—dynamo-sglang · fp4 · disaggregated · multi-node2026-02-12
4NVIDIA GB200 ×20NVIDIADeepSeek-R1-0528 at 8K in, 1K out64.61398394 ms7.2 ms—dynamo-sglang · fp4 · disaggregated · multi-nodelmsysorg/sglang:v0.5.8-cu1302026-02-08
NVIDIA GB200 ×2033.81484258 ms6.8 ms—dynamo-sglang · fp4 · disaggregated · multi-node2026-02-08
NVIDIA B200 ×244,31925.616064.60 s39.1 ms—dynamo-trt · fp4 · disaggregated · multi-node2026-01-29
1NVIDIA B200 ×24NVIDIADeepSeek-R1-0528 at 8K in, 1K out2,84746.0204860.72 s21.7 ms—dynamo-sglang · fp4 · mtp · disaggregated · multi-nodelmsysorg/sglang:v0.5.12.post12026-07-08
NVIDIA B200 ×242,44850.05125.18 s20.0 ms—dynamo-sglang · fp4 · mtp · disaggregated · multi-node2026-07-08
NVIDIA B200 ×241,57451.42882.27 s19.4 ms—dynamo-trt · fp8 · mtp · disaggregated · multi-node2026-03-23
NVIDIA B200 ×2433264.928833.90 s15.4 ms—dynamo-sglang · fp8 · mtp · disaggregated · multi-node2026-03-18
NVIDIA B200 ×2480.51948931 ms5.2 ms—dynamo-trt · fp8 · mtp · disaggregated · multi-node2026-03-23
NVIDIA B300 ×245,21623.420482.72 s42.7 ms—dynamo-trt · fp4 · disaggregated · multi-node2026-01-28
2NVIDIA B300 ×24NVIDIADeepSeek-R1-0528 at 8K in, 1K out2,15137.55121.39 s26.7 ms—dynamo-trt · fp8 · mtp · disaggregated · multi-nodenvcr.io/nvidia/ai-dynamo/tensorrtllm-runtime:0.8.1.post12026-02-12
3NVIDIA H200 ×24NVIDIADeepSeek-R1-0528 at 8K in, 1K out60641.91281.07 s23.9 ms—dynamo-trt · fp8 · mtp · disaggregated · multi-nodenvcr.io/nvidia/ai-dynamo/tensorrtllm-runtime:0.8.1.post12026-03-23
AMD MI355X ×242,55012.120481.99 s82.8 ms—mori-sglang · fp4 · mtp · disaggregated · multi-node2026-05-31
AMD MI355X ×241,61415.410241.77 s65.1 ms—mori-sglang · fp4 · mtp · disaggregated · multi-node2026-05-31
AMD MI355X ×241,18617.22048137.93 s58.2 ms—mori-sglang · fp8 · disaggregated · multi-node2026-05-28
AMD MI355X ×241,12617.5102447.00 s57.2 ms—mori-sglang · fp8 · disaggregated · multi-node2026-05-28
AMD MI355X ×241,02425.7102473.00 s38.9 ms—mori-sglang · fp8 · mtp · disaggregated · multi-node2026-03-03
AMD MI355X ×241,00727.82048135.85 s36.0 ms—mori-sglang · fp8 · mtp · disaggregated · multi-node2026-03-03
4AMD MI355X ×24AMDDeepSeek-R1-0528 at 8K in, 1K out40956.125617.94 s17.8 ms—mori-sglang · fp4 · disaggregated · multi-nodelmsysorg/sglang-rocm:v0.5.12-rocm720-mi35x-202605192026-05-28
AMD MI355X ×2438457.91281.77 s17.3 ms—mori-sglang · fp4 · disaggregated · multi-node2026-05-28
AMD MI355X ×24373156642.37 s6.4 ms—mori-sglang · fp4 · mtp · disaggregated · multi-node2026-05-31
AMD MI355X ×2425217732695 ms5.7 ms—mori-sglang · fp4 · mtp · disaggregated · multi-node2026-05-31
AMD MI355X ×2415418116423 ms5.5 ms—mori-sglang · fp4 · mtp · disaggregated · multi-node2026-05-31
AMD MI355X ×2490.52418366 ms4.2 ms—mori-sglang · fp4 · mtp · disaggregated · multi-node2026-05-31
AMD MI355X ×2455.62964276 ms3.4 ms—mori-sglang · fp4 · mtp · disaggregated · multi-node2026-05-31
AMD MI355X ×2429.43272349 ms3.1 ms—mori-sglang · fp4 · mtp · disaggregated · multi-node2026-05-31
1NVIDIA GB200 ×40NVIDIADeepSeek-R1-0528 at 8K in, 1K out1,38792.63333.09 s10.8 ms—dynamo-trt · fp8 · mtp · disaggregated · multi-nodenvcr.io/nvidia/ai-dynamo/tensorrtllm-runtime:0.8.1.post22026-02-05
NVIDIA B200 ×403,25427.110882.35 s36.9 ms—dynamo-trt · fp8 · mtp · disaggregated · multi-node2026-03-23
2NVIDIA B200 ×40NVIDIADeepSeek-R1-0528 at 8K in, 1K out1,38047.38371.86 s21.1 ms—dynamo-trt · fp4 · disaggregated · multi-nodenvcr.io/nvidia/ai-dynamo/tensorrtllm-runtime:0.8.1.post12026-01-29
NVIDIA B200 ×4052970.42242.35 s14.2 ms—dynamo-trt · fp8 · mtp · disaggregated · multi-node2026-03-23
NVIDIA B200 ×40175110641.96 s9.1 ms—dynamo-trt · fp8 · mtp · disaggregated · multi-node2026-03-23
NVIDIA B200 ×4015511912815.10 s8.4 ms—dynamo-sglang · fp8 · mtp · disaggregated · multi-node2026-03-18
3NVIDIA GB300 ×40NVIDIADeepSeek-R1-0528 at 8K in, 1K out6561671802.11 s6.0 ms—dynamo-trt · fp4 · mtp · disaggregated · multi-nodenvcr.io/nvidia/ai-dynamo/tensorrtllm-runtime:0.8.1.post22026-02-03
4NVIDIA H200 ×40NVIDIADeepSeek-R1-0528 at 8K in, 1K out21430.51921.12 s32.8 ms—dynamo-trt · fp8 · disaggregated · multi-nodenvcr.io/nvidia/ai-dynamo/tensorrtllm-runtime:0.8.1.post12026-03-23
NVIDIA H200 ×4015531.4128979 ms31.8 ms—dynamo-sglang · fp8 · disaggregated · multi-node2026-02-07
NVIDIA H200 ×4011044.564819 ms22.5 ms—dynamo-sglang · fp8 · disaggregated · multi-node2026-02-07
NVIDIA H200 ×4010760.7647.20 s16.5 ms—dynamo-sglang · fp8 · mtp · disaggregated · multi-node2026-02-07
NVIDIA H200 ×4085.868.932645 ms14.5 ms—dynamo-sglang · fp8 · mtp · disaggregated · multi-node2026-02-07
1NVIDIA GB200 ×64NVIDIADeepSeek-R1-0528 at 8K in, 1K out1,9641256662.11 s8.0 ms—dynamo-trt · fp4 · mtp · disaggregated · multi-nodenvcr.io/nvidia/ai-dynamo/tensorrtllm-runtime:0.8.1.post22026-03-23
2NVIDIA B200 ×64NVIDIADeepSeek-R1-0528 at 8K in, 1K out95033.02562.37 s30.3 ms—trt · fp4 · mtpnvcr.io/nvidia/tensorrt-llm/release:1.3.0rc142026-05-19
NVIDIA B200 ×6468850.31282.01 s19.9 ms—trt · fp4 · mtp2026-05-19
NVIDIA B200 ×6444466.2641.68 s15.1 ms—trt · fp4 · mtp2026-05-19
NVIDIA H200 ×6457422.67686.87 s44.3 ms—dynamo-trt · fp8 · disaggregated · multi-node2026-03-23
NVIDIA H200 ×6420429.7644.65 s33.7 ms—trt · fp8 · mtp2026-05-18
3NVIDIA H200 ×64NVIDIADeepSeek-R1-0528 at 8K in, 1K out20061.71603.00 s16.2 ms—dynamo-trt · fp8 · mtp · disaggregated · multi-nodenvcr.io/nvidia/ai-dynamo/tensorrtllm-runtime:0.8.1.post12026-03-23
NVIDIA H200 ×6479.180.48407 ms12.4 ms—trt · fp8 · mtp2026-05-18
NVIDIA H200 ×6451.61044395 ms9.6 ms—trt · fp8 · mtp2026-05-18
NVIDIA H200 ×6447.4117281.56 s8.5 ms—dynamo-trt · fp8 · mtp · disaggregated · multi-node2026-03-23
NVIDIA H200 ×6419.716791.33 s6.0 ms—dynamo-trt · fp8 · mtp · disaggregated · multi-node2026-03-23
4NVIDIA B300 ×64NVIDIADeepSeek-R1-0528 at 8K in, 1K out16688.316384 ms11.3 ms—sglang · fp4lmsysorg/sglang:v0.5.12-cu1302026-05-22
NVIDIA B300 ×641091148195 ms8.8 ms—sglang · fp42026-05-22
NVIDIA B300 ×6464.61364182 ms7.4 ms—sglang · fp42026-05-22
NVIDIA B300 ×6437.01532165 ms6.5 ms—sglang · fp42026-05-22
NVIDIA B300 ×6420.81711132 ms5.9 ms—sglang · fp42026-05-22
5NVIDIA H100 ×64NVIDIADeepSeek-R1-0528 at 8K in, 1K out32.378.0303.05 s12.8 ms—dynamo-trt · fp8 · mtp · disaggregated · multi-nodenvcr.io/nvidia/ai-dynamo/tensorrtllm-runtime:0.8.1.post32026-02-08
NVIDIA H100 ×6413.511793.91 s8.6 ms—dynamo-trt · fp8 · mtp · disaggregated · multi-node2026-02-08
NVIDIA H100 ×647.012265.82 s8.2 ms—dynamo-trt · fp8 · mtp · disaggregated · multi-node2026-02-08
AMD MI355X ×87596.710247.63 s149.2 ms—atom · fp4 · mtp2026-07-28
AMD MI355X ×87554.52048107.15 s222.2 ms—atom · fp42026-07-28
AMD MI355X ×86806.2102419.38 s161.6 ms—atom · fp42026-07-28
AMD MI355X ×865911.85125.66 s84.5 ms—atom · fp4 · mtp2026-07-28
AMD MI355X ×86345.3102411.08 s187.1 ms—sglang · fp42026-07-14
AMD MI355X ×86332.8204827.46 s359.5 ms—sglang · fp4 · mtp2026-09-09
AMD MI355X ×860410.35126.49 s96.8 ms—atom · fp42026-07-28
AMD MI355X ×85895.3102419.52 s189.2 ms—sglang · fp4 · mtp2026-09-09
AMD MI355X ×857421.72565.51 s46.1 ms—atom · fp4 · mtp2026-07-28
AMD MI355X ×85553.1204889.22 s325.3 ms—sglang · fp42026-07-14
AMD MI355X ×855410.151210.93 s99.3 ms—sglang · fp4 · mtp2026-09-09
AMD MI355X ×85469.65129.62 s104.6 ms—sglang · fp42026-07-14
AMD MI355X ×849918.62566.99 s53.8 ms—sglang · fp4 · mtp2026-09-09
AMD MI355X ×842615.32566.89 s65.2 ms—sglang · fp42026-07-14
AMD MI355X ×841414.42565.06 s69.6 ms—atom · fp42026-07-28
1AMD MI355X ×8AMDDeepSeek-V4-Pro at 8K in, 1K out40932.61285.84 s30.7 ms—atom · fp4 · mtprocm/atom-dev:nightly_2026072315382026-07-28
AMD MI355X ×839829.51284.22 s33.9 ms—sglang · fp4 · mtp2026-09-09
AMD MI355X ×831310.5256838 ms95.2 ms—atom · fp4 · mtp2026-07-28
AMD MI355X ×829649.2644.86 s20.3 ms—atom · fp4 · mtp2026-07-28
AMD MI355X ×829444.5642.34 s22.5 ms—sglang · fp4 · mtp2026-09-09
AMD MI355X ×82864.65122.15 s215.3 ms—vllm · fp4 · mtp2026-09-09
AMD MI355X ×828118.8128692 ms53.3 ms—atom · fp4 · mtp2026-07-28
AMD MI355X ×82794.45121.39 s224.9 ms—vllm · fp42026-09-09
AMD MI355X ×827822.21287.15 s45.0 ms—sglang · fp42026-07-14
AMD MI355X ×82588.42561.22 s118.5 ms—vllm · fp4 · mtp2026-09-09
AMD MI355X ×825417.81285.07 s56.1 ms—atom · fp42026-07-28
AMD MI355X ×82447.82561.04 s128.2 ms—vllm · fp42026-09-09
AMD MI355X ×823932.164495 ms31.1 ms—atom · fp4 · mtp2026-07-28
AMD MI355X ×823115.1128848 ms66.3 ms—vllm · fp4 · mtp2026-09-09
AMD MI355X ×820313.0128663 ms76.9 ms—vllm · fp42026-09-09
AMD MI355X ×819525.164433 ms39.8 ms—atom · fp42026-07-28
AMD MI355X ×819553.632412 ms18.6 ms—sglang · fp4 · mtp2026-09-09
AMD MI355X ×819467.9324.45 s14.7 ms—atom · fp4 · mtp2026-07-28
AMD MI355X ×818826.7643.32 s37.4 ms—sglang · fp42026-07-14
AMD MI355X ×818750.832372 ms19.7 ms—atom · fp4 · mtp2026-07-28
AMD MI355X ×818223.964699 ms41.9 ms—vllm · fp4 · mtp2026-09-09
AMD MI355X ×816721.564456 ms46.5 ms—vllm · fp42026-09-09
AMD MI355X ×814983.716380 ms11.9 ms—sglang · fp4 · mtp2026-09-09
AMD MI355X ×814638.532452 ms26.0 ms—vllm · fp4 · mtp2026-09-09
AMD MI355X ×814437.732343 ms26.5 ms—atom · fp42026-07-28
AMD MI355X ×814320.5644.87 s48.8 ms—atom · fp42026-07-28
AMD MI355X ×813775.616371 ms13.2 ms—atom · fp4 · mtp2026-07-28
AMD MI355X ×812432.432408 ms30.9 ms—vllm · fp42026-09-09
AMD MI355X ×810757.516421 ms17.4 ms—vllm · fp4 · mtp2026-09-09
AMD MI355X ×892.81018350 ms9.9 ms—atom · fp4 · mtp2026-07-28
AMD MI355X ×889.047.016335 ms21.3 ms—atom · fp42026-07-28
AMD MI355X ×880.542.716395 ms23.4 ms—vllm · fp42026-09-09
AMD MI355X ×875.583.58421 ms12.0 ms—vllm · fp4 · mtp2026-09-09
AMD MI355X ×859.31314350 ms7.6 ms—atom · fp4 · mtp2026-07-28
AMD MI355X ×854.757.08339 ms17.5 ms—atom · fp42026-07-28
AMD MI355X ×850.31104363 ms9.1 ms—sglang · fp4 · mtp2026-09-09
AMD MI355X ×849.051.28361 ms19.5 ms—vllm · fp42026-09-09
AMD MI355X ×846.299.14423 ms10.1 ms—vllm · fp4 · mtp2026-09-09
AMD MI355X ×829.11242365 ms8.0 ms—sglang · fp4 · mtp2026-09-09
AMD MI355X ×829.060.94339 ms16.4 ms—atom · fp42026-07-28
AMD MI355X ×827.357.44376 ms17.4 ms—vllm · fp42026-09-09
AMD MI355X ×816.467.82332 ms14.8 ms—atom · fp42026-07-28
AMD MI355X ×815.61331347 ms7.5 ms—sglang · fp4 · mtp2026-09-09
AMD MI355X ×88.368.41323 ms14.6 ms—atom · fp42026-07-28
AMD MI355X ×86.30.86430.57 s1.30 s—sglang · fp82026-04-25
AMD MI355X ×84.71.23228.00 s843.2 ms—sglang · fp82026-04-25
AMD MI355X ×82.32.4825.07 s410.8 ms—sglang · fp82026-04-25
2NVIDIA B300 ×8NVIDIADeepSeek-V4-Pro at 8K in, 1K out40056.332886 ms17.8 ms—dynamo-sglang · fp4 · disaggregated · multi-nodelmsysorg/sglang:nightly-dev-cu13-20260721-8905cbd42026-07-30
NVIDIA B300 ×824266.516578 ms15.0 ms—dynamo-sglang · fp4 · disaggregated · multi-node2026-07-30
NVIDIA B300 ×814176.78368 ms13.0 ms—dynamo-sglang · fp4 · disaggregated · multi-node2026-07-30
NVIDIA B300 ×81021338372 ms7.5 ms—sglang · fp4 · mtp2026-06-11
NVIDIA B300 ×885.096.98305 ms10.3 ms—vllm · fp4 · mtp2026-07-12
NVIDIA B300 ×867.91674375 ms6.0 ms—sglang · fp4 · mtp2026-06-11
NVIDIA B300 ×856.61214307 ms8.3 ms—vllm · fp4 · mtp2026-07-12
NVIDIA B300 ×850.12191314 ms4.6 ms—dynamo-sglang · fp4 · mtp · disaggregated · multi-node2026-08-26
NVIDIA B300 ×841.12272396 ms4.4 ms—sglang · fp4 · mtp2026-06-11
NVIDIA B300 ×838.681.14295 ms12.3 ms—vllm · fp42026-07-12
NVIDIA B300 ×838.21732302 ms5.8 ms—vllm · fp4 · mtp2026-07-12
NVIDIA B300 ×824.92701392 ms3.7 ms—sglang · fp4 · mtp2026-06-11
NVIDIA B300 ×823.697.71319 ms10.2 ms—dynamo-sglang · fp4 · disaggregated · multi-node2026-07-30
NVIDIA B300 ×822.41991286 ms5.0 ms—vllm · fp4 · mtp2026-07-12
NVIDIA B300 ×822.292.92316 ms10.8 ms—vllm · fp42026-07-12
NVIDIA B300 ×811.898.61288 ms10.1 ms—vllm · fp42026-07-12
NVIDIA B300 ×811.01021977 ms9.8 ms—sglang · fp42026-06-26
NVIDIA B200 ×831411.225610.36 s89.2 ms—vllm · fp42026-09-03
NVIDIA B200 ×827118.6128543 ms53.7 ms—vllm · fp42026-09-03
3NVIDIA B200 ×8NVIDIADeepSeek-V4-Pro at 8K in, 1K out23531.264544 ms32.0 ms—vllm · fp4 · mtpvllm/vllm-openai:v0.25.02026-08-13
NVIDIA B200 ×822029.864328 ms33.6 ms—vllm · fp42026-09-03
NVIDIA B200 ×819052.232360 ms19.2 ms—trt · fp4 · mtp2026-06-12
NVIDIA B200 ×818248.832379 ms20.5 ms—vllm · fp4 · mtp2026-08-13
NVIDIA B200 ×816844.032307 ms22.7 ms—vllm · fp42026-09-03
NVIDIA B200 ×814839.532369 ms25.3 ms—sglang · fp42026-07-01
NVIDIA B200 ×814738.332343 ms26.1 ms—trt · fp42026-06-12
NVIDIA B200 ×814380.616360 ms12.4 ms—trt · fp4 · mtp2026-06-12
NVIDIA B200 ×812669.316358 ms14.4 ms—vllm · fp4 · mtp2026-08-13
NVIDIA B200 ×811460.716293 ms16.5 ms—vllm · fp42026-09-03
NVIDIA B200 ×81011148343 ms8.8 ms—trt · fp4 · mtp2026-06-12
NVIDIA B200 ×810052.816331 ms19.0 ms—trt · fp42026-06-12
NVIDIA B200 ×899.453.816347 ms18.6 ms—sglang · fp42026-07-01
NVIDIA B200 ×879.495.98339 ms10.4 ms—vllm · fp4 · mtp2026-08-13
NVIDIA B200 ×869.31534340 ms6.5 ms—trt · fp4 · mtp2026-06-12
NVIDIA B200 ×869.172.98297 ms13.7 ms—vllm · fp42026-09-03
NVIDIA B200 ×866.369.48326 ms14.4 ms—trt · fp42026-06-12
NVIDIA B200 ×862.667.98347 ms14.7 ms—sglang · fp42026-07-01
NVIDIA B200 ×855.81244334 ms8.1 ms—vllm · fp4 · mtp2026-08-13
NVIDIA B200 ×842.31872334 ms5.4 ms—trt · fp4 · mtp2026-06-12
NVIDIA B200 ×841.787.74291 ms11.4 ms—vllm · fp42026-09-03
NVIDIA B200 ×839.382.74321 ms12.1 ms—trt · fp42026-06-12
NVIDIA B200 ×836.479.04345 ms12.7 ms—sglang · fp42026-07-01
NVIDIA B200 ×835.91552335 ms6.5 ms—vllm · fp4 · mtp2026-08-13
NVIDIA B200 ×826.42261314 ms4.4 ms—trt · fp4 · mtp2026-06-12
NVIDIA B200 ×823.197.12288 ms10.3 ms—vllm · fp42026-09-03
NVIDIA B200 ×822.492.62320 ms10.8 ms—trt · fp42026-06-12
NVIDIA B200 ×821.11941330 ms5.2 ms—vllm · fp4 · mtp2026-08-13
NVIDIA B200 ×820.690.12366 ms11.1 ms—sglang · fp42026-07-01
NVIDIA B200 ×812.31031277 ms9.7 ms—vllm · fp42026-09-03
NVIDIA B200 ×811.696.11310 ms10.4 ms—trt · fp42026-06-12
NVIDIA B200 ×811.51021384 ms9.8 ms—sglang · fp42026-07-01
4NVIDIA GB300 ×8NVIDIADeepSeek-V4-Pro at 8K in, 1K out43.224511.02 s4.1 ms—dynamo-sglang · fp4 · mtp · disaggregated · multi-nodelmsysorg/sglang:nightly-dev-20260527-14f81a672026-06-03
NVIDIA GB300 ×822.095.51427 ms10.5 ms—dynamo-sglang · fp4 · disaggregated · multi-node2026-08-07
NVIDIA H200 ×878.410.8641.30 s92.5 ms—sglang · fp82026-07-14
NVIDIA H200 ×863.217.9321.30 s55.7 ms—sglang · fp8 · mtp2026-07-14
NVIDIA H200 ×860.717.0321.27 s58.8 ms—sglang · fp82026-07-14
NVIDIA H200 ×850.529.6161.00 s33.8 ms—sglang · fp8 · mtp2026-07-14
NVIDIA H200 ×847.46.7256482.77 s150.0 ms—vllm · fp82026-07-14
NVIDIA H200 ×844.76.56417.81 s154.2 ms—sglang · fp8 · mtp2026-07-14
NVIDIA H200 ×844.224.5161.25 s40.8 ms—sglang · fp82026-07-14
NVIDIA H200 ×843.611.7324.80 s85.4 ms—vllm · fp82026-07-14
NVIDIA H200 ×841.013.3128288.69 s74.9 ms—vllm · fp8 · mtp2026-07-14
NVIDIA H200 ×839.222.3163.88 s44.9 ms—vllm · fp8 · mtp2026-07-14
5NVIDIA H200 ×8NVIDIADeepSeek-V4-Pro at 8K in, 1K out37.043.482.54 s23.0 ms—sglang · fp8 · mtplmsysorg/sglang:deepseek-v4-hopper@sha256:1bf5d508ab110cc0fe1659a5f21d1be02a7f0d7ca8f58cea7e7f4e11f6ae208f2026-07-14
NVIDIA H200 ×832.64.66426.15 s217.5 ms—vllm · fp82026-07-14
NVIDIA H200 ×832.54.6128252.38 s217.6 ms—vllm · fp82026-07-14
NVIDIA H200 ×831.635.382.40 s28.4 ms—sglang · fp82026-07-14
NVIDIA H200 ×830.434.182.45 s29.3 ms—vllm · fp82026-07-14
NVIDIA H200 ×829.29.564154.45 s105.0 ms—vllm · fp8 · mtp2026-07-14
NVIDIA H200 ×828.89.33228.35 s107.2 ms—vllm · fp8 · mtp2026-07-14
NVIDIA H200 ×828.315.5163.72 s64.5 ms—vllm · fp82026-07-14
NVIDIA H200 ×828.066.342.65 s15.1 ms—sglang · fp8 · mtp2026-07-14
NVIDIA H200 ×826.030.783.79 s32.5 ms—vllm · fp8 · mtp2026-07-14
NVIDIA H200 ×822.351.042.38 s19.6 ms—vllm · fp82026-07-14
NVIDIA H200 ×821.050.843.57 s19.7 ms—vllm · fp8 · mtp2026-07-14
NVIDIA H200 ×820.848.042.66 s20.8 ms—sglang · fp82026-07-14
NVIDIA H200 ×818.110123.43 s9.9 ms—vllm · fp8 · mtp2026-07-14
NVIDIA H200 ×815.719012.28 s5.3 ms—vllm · fp8 · mtp2026-07-14
NVIDIA H200 ×815.472.322.26 s13.8 ms—vllm · fp82026-07-14
NVIDIA H200 ×813.916612.86 s6.0 ms—sglang · fp8 · mtp2026-07-14
NVIDIA H200 ×88.790.613.14 s11.0 ms—vllm · fp82026-07-14
NVIDIA H200 ×87.977.612.79 s12.9 ms—sglang · fp82026-07-14
6NVIDIA GB200 ×8NVIDIADeepSeek-V4-Pro at 8K in, 1K out16.71531365 ms6.5 ms—dynamo-vllm · fp4 · mtp · disaggregated · multi-nodevllm/vllm-openai:v0.20.1-ubuntu24042026-05-19
AMD MI300X ×879.52.52562.92 s392.4 ms—vllm · fp82026-07-16
AMD MI300X ×869.54.61283.01 s216.7 ms—vllm · fp8 · mtp2026-07-16
AMD MI300X ×863.74.11282.21 s244.3 ms—vllm · fp82026-07-16
AMD MI300X ×859.37.9641.69 s126.0 ms—vllm · fp8 · mtp2026-07-16
AMD MI300X ×849.06.3641.32 s157.9 ms—vllm · fp82026-07-16
AMD MI300X ×843.111.5321.43 s87.2 ms—vllm · fp8 · mtp2026-07-16
AMD MI300X ×834.39.0321.25 s110.6 ms—vllm · fp82026-07-16
AMD MI300X ×831.016.7161.31 s59.8 ms—vllm · fp8 · mtp2026-07-16
AMD MI300X ×822.111.7161.19 s85.7 ms—vllm · fp82026-07-16
AMD MI300X ×821.122.981.25 s43.6 ms—vllm · fp8 · mtp2026-07-16
AMD MI300X ×813.113.881.15 s72.7 ms—vllm · fp82026-07-16
—AMD MI300X ×8AMDDeepSeek-V4-Pro at 8K in, 1K out12.025.241.22 s39.7 ms—vllm · fp8 · mtpvllm/vllm-openai-rocm:nightly-09663abde0f50944a8d5ea30120666024b503faa2026-07-16
AMD MI300X ×87.215.141.14 s66.2 ms—vllm · fp82026-07-16
AMD MI325X ×891.12.92562.26 s342.3 ms—vllm · fp82026-07-16
AMD MI325X ×881.05.41282.43 s186.7 ms—vllm · fp8 · mtp2026-07-16
AMD MI325X ×874.14.81281.86 s209.2 ms—vllm · fp82026-07-16
AMD MI325X ×867.58.9641.48 s112.2 ms—vllm · fp8 · mtp2026-07-16
AMD MI325X ×856.67.3641.13 s136.2 ms—vllm · fp82026-07-16
AMD MI325X ×849.913.5321.23 s74.3 ms—vllm · fp8 · mtp2026-07-16
AMD MI325X ×837.910.0321.08 s100.1 ms—vllm · fp82026-07-16
AMD MI325X ×834.318.7161.16 s53.6 ms—vllm · fp8 · mtp2026-07-16
AMD MI325X ×823.112.3161.05 s81.4 ms—vllm · fp82026-07-16
AMD MI325X ×822.625.181.10 s39.9 ms—vllm · fp8 · mtp2026-07-16
AMD MI325X ×813.514.081.03 s71.5 ms—vllm · fp82026-07-16
—AMD MI325X ×8AMDDeepSeek-V4-Pro at 8K in, 1K out13.128.141.07 s35.6 ms—vllm · fp8 · mtpvllm/vllm-openai-rocm:nightly-09663abde0f50944a8d5ea30120666024b503faa2026-07-16
AMD MI325X ×87.315.341.01 s65.6 ms—vllm · fp82026-07-16
—AMD MI355X ×4AMDDeepSeek-V4-Pro at 8K in, 1K out44215.61285.59 s63.9 ms—sglang · fp4lmsysorg/sglang-rocm:v0.5.14-rocm720-mi35x-202607062026-07-14
—NVIDIA B300 ×4NVIDIADeepSeek-V4-Pro at 8K in, 1K out7365.95121.69 s169.9 ms—sglang · fp4lmsysorg/sglang:nightly-dev-cu13-20260624-b2c8f7a22026-06-26
1NVIDIA B300 ×16NVIDIADeepSeek-V4-Pro at 8K in, 1K out1,71134.976821.94 s28.6 ms—dynamo-sglang · fp4 · disaggregated · multi-nodelmsysorg/sglang:nightly-dev-cu13-20260721-8905cbd42026-07-30
NVIDIA B300 ×1647246.76410.30 s21.4 ms—trt · fp4 · mtp2026-06-12
NVIDIA B300 ×1617249.0321.86 s20.4 ms—dynamo-vllm · fp4 · disaggregated · multi-node2026-06-29
NVIDIA B300 ×167.791.412.03 s10.9 ms—dynamo-vllm · fp4 · disaggregated · multi-node2026-06-29
2NVIDIA GB300 ×16NVIDIADeepSeek-V4-Pro at 8K in, 1K out1,62187.151219.63 s11.5 ms—dynamo-sglang · fp4 · mtp · disaggregated · multi-nodelmsysorg/sglang:nightly-dev-20260527-14f81a672026-06-03
3NVIDIA B200 ×16NVIDIADeepSeek-V4-Pro at 8K in, 1K out1,52363.751222.72 s15.7 ms—dynamo-vllm · fp4 · mtp · disaggregated · multi-nodevllm/vllm-openai:vllm-x86_64-cu13-0.25.1-7a33ba92026-08-26
NVIDIA B200 ×161,48365.4102460.23 s15.3 ms—dynamo-sglang · fp4 · mtp · disaggregated · multi-node2026-08-12
NVIDIA B200 ×161,36068.12565.57 s14.7 ms—dynamo-sglang · fp4 · mtp · disaggregated · multi-node2026-08-12
NVIDIA B200 ×1623568.2321.57 s14.7 ms—dynamo-sglang · fp4 · disaggregated · multi-node2026-09-01
NVIDIA B200 ×1621.22131379 ms4.7 ms—dynamo-sglang · fp4 · mtp · disaggregated · multi-node2026-08-12
AMD MI355X ×1696824.851220.18 s40.3 ms—mori-sglang · fp4 · disaggregated · multi-node2026-07-22
4AMD MI355X ×16AMDDeepSeek-V4-Pro at 8K in, 1K out94637.651233.83 s26.6 ms—mori-sglang · fp4 · mtp · disaggregated · multi-nodelmsysorg/sglang-rocm:v0.5.15-rocm720-mi35x-202607132026-07-27
AMD MI355X ×1682139.32569.35 s25.4 ms—mori-sglang · fp4 · mtp · disaggregated · multi-node2026-07-27
AMD MI355X ×1637261.812822.62 s16.2 ms—mori-sglang · fp4 · mtp · disaggregated · multi-node2026-07-27
AMD MI355X ×1635863.8644.03 s15.7 ms—mori-sglang · fp4 · mtp · disaggregated · multi-node2026-07-27
AMD MI355X ×1622770.0321.40 s14.3 ms—mori-sglang · fp4 · mtp · disaggregated · multi-node2026-07-27
AMD MI355X ×1614486.616669 ms11.5 ms—mori-sglang · fp4 · mtp · disaggregated · multi-node2026-07-27
AMD MI355X ×1685.91038459 ms9.7 ms—mori-sglang · fp4 · mtp · disaggregated · multi-node2026-07-27
AMD MI355X ×1645.01084461 ms9.2 ms—mori-sglang · fp4 · mtp · disaggregated · multi-node2026-07-27
AMD MI355X ×1625.71162428 ms8.7 ms—mori-sglang · fp4 · mtp · disaggregated · multi-node2026-07-27
AMD MI355X ×1613.31191407 ms8.4 ms—mori-sglang · fp4 · mtp · disaggregated · multi-node2026-07-27
NVIDIA GB200 ×161,41824.6102441.17 s40.7 ms—dynamo-vllm · fp4 · mtp · disaggregated · multi-node2026-05-19
NVIDIA GB200 ×161,36429.2102451.44 s34.3 ms—llmd-vllm · fp4 · disaggregated · multi-node2026-08-10
NVIDIA GB200 ×161,33829.751210.26 s33.6 ms—dynamo-vllm · fp4 · disaggregated · multi-node2026-07-30
NVIDIA GB200 ×161,31529.951210.97 s33.4 ms—llmd-vllm · fp4 · disaggregated · multi-node2026-08-10
5NVIDIA GB200 ×16NVIDIADeepSeek-V4-Pro at 8K in, 1K out90232.62562.59 s30.7 ms—dynamo-vllm · fp4 · disaggregated · multi-nodevllm/vllm-openai:v0.25.12026-07-30
NVIDIA GB200 ×1688733.02562.79 s30.3 ms—llmd-vllm · fp4 · disaggregated · multi-node2026-08-10
NVIDIA GB200 ×1688633.42562.51 s29.9 ms—dynamo-vllm · fp4 · mtp · disaggregated · multi-node2026-05-19
NVIDIA GB200 ×1654842.31282.75 s23.6 ms—dynamo-vllm · fp4 · mtp · disaggregated · multi-node2026-05-19
NVIDIA GB200 ×1616.32041926 ms4.9 ms—dynamo-sglang · fp4 · mtp · disaggregated · multi-node2026-06-24
—NVIDIA GB300 ×20NVIDIADeepSeek-V4-Pro at 8K in, 1K out49051.4102499.78 s19.5 ms—dynamo-sglang · fp4 · disaggregated · multi-nodelmsysorg/sglang:nightly-dev-cu13-20260707-b41552332026-08-07
NVIDIA GB300 ×243,84324.7409680.83 s40.4 ms—dynamo-vllm · fp4 · disaggregated · multi-node2026-07-06
1NVIDIA GB300 ×24NVIDIADeepSeek-V4-Pro at 8K in, 1K out3,24968.3102417.00 s14.6 ms—dynamo-sglang · fp4 · mtp · disaggregated · multi-nodelmsysorg/sglang:nightly-dev-20260527-14f81a672026-06-03
NVIDIA GB300 ×24130150303.13 s6.7 ms—dynamo-trt · fp4 · mtp · disaggregated · multi-node2026-06-15
NVIDIA GB300 ×2478.2182152.65 s5.5 ms—dynamo-trt · fp4 · mtp · disaggregated · multi-node2026-06-15
NVIDIA GB300 ×2445.0205104.19 s4.9 ms—dynamo-trt · fp4 · mtp · disaggregated · multi-node2026-06-15
NVIDIA GB200 ×242,82424.74096125.53 s40.5 ms—dynamo-vllm · fp4 · disaggregated · multi-node2026-07-30
2NVIDIA GB200 ×24NVIDIADeepSeek-V4-Pro at 8K in, 1K out697123102464.88 s8.1 ms—dynamo-sglang · fp4 · mtp · disaggregated · multi-nodelmsysorg/sglang:nightly-dev-cu13-20260528-0abe6a852026-06-24
3NVIDIA B200 ×24NVIDIADeepSeek-V4-Pro at 8K in, 1K out64381.22566.80 s12.3 ms—dynamo-sglang · fp4 · mtp · disaggregated · multi-nodelmsysorg/sglang:nightly-dev-cu13-20260710-cfc66e052026-08-12
—NVIDIA B300 ×24NVIDIADeepSeek-V4-Pro at 8K in, 1K out3,41826.5204828.57 s37.7 ms—dynamo-sglang · fp4 · disaggregated · multi-nodelmsysorg/sglang:nightly-dev-cu13-20260721-8905cbd42026-07-30
AMD MI355X ×241,61020.3204880.58 s49.2 ms—atom-disagg · fp4 · disaggregated · multi-node2026-06-12
AMD MI355X ×241,50720.5102421.71 s48.8 ms—atom-disagg · fp4 · disaggregated · multi-node2026-06-12
AMD MI355X ×241,38122.176813.77 s45.3 ms—atom-disagg · fp4 · disaggregated · multi-node2026-06-12
AMD MI355X ×241,21124.35125.76 s41.2 ms—atom-disagg · fp4 · disaggregated · multi-node2026-06-12
—AMD MI355X ×24AMDDeepSeek-V4-Pro at 8K in, 1K out76927.92562.96 s35.9 ms—atom-disagg · fp4 · disaggregated · multi-noderocm/atom-dev:nightly_2026061014032026-06-12
1NVIDIA B200 ×40NVIDIADeepSeek-V4-Pro at 8K in, 1K out2,14631.0204820.51 s32.2 ms—dynamo-sglang · fp4 · disaggregated · multi-nodelmsysorg/sglang:nightly-dev-cu13-20260821-f825d7292026-09-01
NVIDIA B200 ×4028249.02565.31 s20.4 ms—dynamo-sglang · fp4 · disaggregated · multi-node2026-09-01
NVIDIA B200 ×4012983.1642.31 s12.0 ms—dynamo-sglang · fp4 · disaggregated · multi-node2026-09-01
2NVIDIA GB200 ×40NVIDIADeepSeek-V4-Pro at 8K in, 1K out2,09085.6307260.63 s11.7 ms—dynamo-sglang · fp4 · mtp · disaggregated · multi-nodelmsysorg/sglang:nightly-dev-cu13-20260528-0abe6a852026-06-24
NVIDIA GB200 ×4035.493.6161.32 s10.7 ms—dynamo-vllm · fp4 · mtp · disaggregated · multi-node2026-05-19
NVIDIA GB300 ×406,79527.0819297.34 s37.1 ms—dynamo-sglang · fp4 · mtp · disaggregated · multi-node2026-06-03
3NVIDIA GB300 ×40NVIDIADeepSeek-V4-Pro at 8K in, 1K out2,07285.76665.73 s11.7 ms—dynamo-trt · fp4 · mtp · disaggregated · multi-nodenvcr.io/nvidia/ai-dynamo/tensorrtllm-runtime:1.3.0-deepseek-v4-dev.12026-06-15
NVIDIA GB300 ×40239134842.25 s7.5 ms—dynamo-trt · fp4 · mtp · disaggregated · multi-node2026-06-15
1NVIDIA GB200 ×64NVIDIADeepSeek-V4-Pro at 8K in, 1K out4,21157.016384195.92 s17.5 ms—dynamo-sglang · fp4 · mtp · disaggregated · multi-nodelmsysorg/sglang:nightly-dev-cu13-20260528-0abe6a852026-06-24
NVIDIA B200 ×644,32622.7819258.69 s44.0 ms—dynamo-sglang · fp4 · disaggregated · multi-node2026-09-01
2NVIDIA B200 ×64NVIDIADeepSeek-V4-Pro at 8K in, 1K out2,36555.0614474.56 s18.2 ms—dynamo-sglang · fp4 · mtp · disaggregated · multi-nodelmsysorg/sglang:nightly-dev-cu13-20260710-cfc66e052026-08-12
NVIDIA B200 ×6438165.5644.03 s15.3 ms—trt · fp4 · mtp2026-06-12
NVIDIA B200 ×6424975.4321.61 s13.3 ms—trt · fp4 · mtp2026-06-12
NVIDIA B200 ×6438.181.14276 ms12.3 ms—vllm · fp42026-09-03
NVIDIA B200 ×6421.589.92292 ms11.1 ms—vllm · fp42026-09-03
NVIDIA B200 ×6411.394.41271 ms10.6 ms—vllm · fp42026-09-03
3NVIDIA GB300 ×64NVIDIADeepSeek-V4-Pro at 8K in, 1K out1,3331116153.21 s9.0 ms—dynamo-trt · fp4 · mtp · disaggregated · multi-nodenvcr.io/nvidia/ai-dynamo/tensorrtllm-runtime:1.3.0-deepseek-v4-dev.12026-06-15
NVIDIA B300 ×641,1863.34096103.45 s304.3 ms—sglang · fp42026-06-26
NVIDIA B300 ×641,1665.2204822.12 s192.4 ms—vllm · fp42026-07-12
NVIDIA B300 ×6460820.81024147.63 s48.0 ms—trt · fp42026-06-12
NVIDIA B300 ×6460320.951251.67 s47.9 ms—trt · fp42026-06-12
NVIDIA B300 ×6457621.12565.52 s47.3 ms—trt · fp42026-06-12
4NVIDIA B300 ×64NVIDIADeepSeek-V4-Pro at 8K in, 1K out55447.61024191.77 s21.0 ms—trt · fp4 · mtpghcr.io/semianalysisai/trtllm-deepseek-v4:feat-deepseek_v4-c1850662026-06-12
NVIDIA B300 ×6455347.951285.55 s20.9 ms—trt · fp4 · mtp2026-06-12
NVIDIA B300 ×6454748.425632.81 s20.7 ms—trt · fp4 · mtp2026-06-12
NVIDIA H200 ×641596.625640.09 s150.8 ms—vllm · fp8 · mtp2026-07-14
NVIDIA H200 ×641208.31287.78 s120.7 ms—vllm · fp8 · mtp2026-07-14
NVIDIA H200 ×6483.411.4644.63 s88.0 ms—vllm · fp8 · mtp2026-07-14
NVIDIA H200 ×6458.415.8323.72 s63.1 ms—vllm · fp8 · mtp2026-07-14
NVIDIA H200 ×6433.418.4164.10 s54.3 ms—vllm · fp8 · mtp2026-07-14
5NVIDIA H200 ×64NVIDIADeepSeek-V4-Pro at 8K in, 1K out31.036.282.71 s27.6 ms—vllm · fp8 · mtpvllm/vllm-openai:v0.25.12026-07-14
NVIDIA H200 ×6422.253.842.59 s18.6 ms—vllm · fp8 · mtp2026-07-14
NVIDIA H200 ×6411.760.023.69 s16.7 ms—vllm · fp8 · mtp2026-07-14
NVIDIA H200 ×647.578.012.53 s12.8 ms—vllm · fp8 · mtp2026-07-14
NVIDIA B200 ×824113.325652.96 s75.4 ms—sglang · fp8 · mtp2026-06-12
NVIDIA B200 ×823715.2128715 ms65.8 ms—sglang · fp8 · mtp2026-06-12
NVIDIA B200 ×821611.925662.27 s83.7 ms—sglang · fp82026-06-12
NVIDIA B200 ×820213.0128444 ms76.7 ms—sglang · fp82026-06-12
NVIDIA B200 ×819825.964439 ms38.6 ms—sglang · fp8 · mtp2026-06-12
1NVIDIA B200 ×8NVIDIAGLM-5 (glm5) at 8K in, 1K out16442.632405 ms23.5 ms—sglang · fp8 · mtplmsysorg/sglang:nightly-dev-cu13-20260605-7dc737662026-06-12
NVIDIA B200 ×816321.164397 ms47.4 ms—sglang · fp82026-06-12
NVIDIA B200 ×812232.032387 ms31.3 ms—sglang · fp82026-06-12
NVIDIA B200 ×812165.016384 ms15.4 ms—sglang · fp8 · mtp2026-06-12
NVIDIA B200 ×884.790.48389 ms11.1 ms—sglang · fp8 · mtp2026-06-12
NVIDIA B200 ×882.244.116377 ms22.7 ms—sglang · fp82026-06-12
NVIDIA B200 ×868.51424335 ms7.0 ms—sglang · fp4 · mtp2026-06-12
NVIDIA B200 ×856.61214384 ms8.2 ms—sglang · fp8 · mtp2026-06-12
NVIDIA B200 ×853.256.78364 ms17.6 ms—sglang · fp82026-06-12
NVIDIA B200 ×838.281.34392 ms12.3 ms—sglang · fp42026-06-12
NVIDIA B200 ×833.069.34371 ms14.4 ms—sglang · fp82026-06-12
NVIDIA B300 ×82066.62561.17 s151.4 ms—sglang · fp8 · mtp2026-05-18
NVIDIA B300 ×81986.3256916 ms159.1 ms—sglang · fp82026-05-18
NVIDIA B300 ×818912.1128954 ms82.4 ms—sglang · fp8 · mtp2026-05-18
NVIDIA B300 ×817411.1128582 ms90.1 ms—sglang · fp82026-05-18
NVIDIA B300 ×816621.864561 ms45.9 ms—sglang · fp8 · mtp2026-05-18
NVIDIA B300 ×814318.364501 ms54.7 ms—sglang · fp82026-05-18
2NVIDIA B300 ×8NVIDIAGLM-5 (glm5) at 8K in, 1K out14237.232514 ms26.9 ms—sglang · fp8 · mtplmsysorg/sglang:v0.5.12-cu1302026-05-18
NVIDIA B300 ×811058.616492 ms17.1 ms—sglang · fp8 · mtp2026-05-18
NVIDIA B300 ×811028.632475 ms34.9 ms—sglang · fp82026-05-18
NVIDIA B300 ×879.085.88464 ms11.7 ms—sglang · fp8 · mtp2026-05-18
NVIDIA B300 ×875.640.516461 ms24.7 ms—sglang · fp82026-05-18
NVIDIA B300 ×868.21474302 ms6.8 ms—sglang · fp4 · mtp2026-05-25
NVIDIA B300 ×853.01144462 ms8.8 ms—sglang · fp8 · mtp2026-05-18
NVIDIA B300 ×849.953.18448 ms18.8 ms—sglang · fp82026-05-18
NVIDIA B300 ×838.681.84371 ms12.2 ms—sglang · fp42026-05-25
NVIDIA B300 ×831.366.24456 ms15.1 ms—sglang · fp82026-05-18
NVIDIA H200 ×895.324.932786 ms40.2 ms—sglang · fp8 · mtp2026-05-18
NVIDIA H200 ×894.020.86434.75 s48.1 ms—sglang · fp8 · mtp2026-05-18
NVIDIA H200 ×877.417.16443.84 s58.6 ms—sglang · fp82026-05-19
NVIDIA H200 ×875.719.632726 ms51.0 ms—sglang · fp82026-05-19
3NVIDIA H200 ×8NVIDIAGLM-5 (glm5) at 8K in, 1K out74.939.616731 ms25.2 ms—sglang · fp8 · mtplmsysorg/sglang:v0.5.12-cu1302026-05-18
NVIDIA H200 ×857.030.016698 ms33.3 ms—sglang · fp82026-05-19
NVIDIA H200 ×855.059.88695 ms16.7 ms—sglang · fp8 · mtp2026-05-18
NVIDIA H200 ×840.342.68685 ms23.5 ms—sglang · fp82026-05-19
NVIDIA H200 ×838.784.54705 ms11.8 ms—sglang · fp8 · mtp2026-05-18
NVIDIA H200 ×824.953.34677 ms18.7 ms—sglang · fp82026-05-19
AMD MI355X ×82277.32561.02 s137.7 ms—atom · fp82026-05-01
AMD MI355X ×819212.3128736 ms81.1 ms—atom · fp82026-05-01
AMD MI355X ×814618.864647 ms53.1 ms—atom · fp82026-05-01
AMD MI355X ×810126.532467 ms37.8 ms—atom · fp82026-05-01
4AMD MI355X ×8AMDGLM-5 (glm5) at 8K in, 1K out69.636.816429 ms27.1 ms—atom · fp8rocm/atom:rocm7.2.2_ubuntu24.04_py3.12_pytorch_release_2.10.0_atom0.1.2.post2026-05-01
AMD MI355X ×860.065.08525 ms15.4 ms—sglang · fp8 · mtp2026-05-19
AMD MI355X ×841.943.68419 ms22.9 ms—atom · fp82026-05-01
AMD MI355X ×841.590.44518 ms11.1 ms—sglang · fp8 · mtp2026-05-19
AMD MI355X ×822.647.44416 ms21.1 ms—atom · fp82026-05-01
AMD MI325X ×873.99.7643.65 s102.9 ms—sglang · fp8 · mtp2026-05-20
AMD MI325X ×873.89.7643.65 s103.3 ms—sglang · fp82026-05-20
AMD MI325X ×853.614.3322.76 s69.9 ms—sglang · fp82026-05-20
AMD MI325X ×852.614.1322.77 s70.7 ms—sglang · fp8 · mtp2026-05-20
AMD MI325X ×834.918.8162.40 s53.2 ms—sglang · fp82026-05-20
AMD MI325X ×834.818.7162.43 s53.5 ms—sglang · fp8 · mtp2026-05-20
AMD MI325X ×822.324.182.51 s41.5 ms—sglang · fp82026-05-20
AMD MI325X ×822.224.182.53 s41.5 ms—sglang · fp8 · mtp2026-05-20
AMD MI325X ×813.228.942.08 s34.6 ms—sglang · fp82026-05-20
—AMD MI325X ×8AMDGLM-5 (glm5) at 8K in, 1K out13.228.942.29 s34.5 ms—sglang · fp8 · mtplmsysorg/sglang:v0.5.12-rocm720-mi30x2026-05-20
NVIDIA B300 ×45498.8256882 ms114.1 ms—sglang · fp4 · mtp2026-05-25
NVIDIA B300 ×445314.71281.22 s68.0 ms—sglang · fp42026-05-25
NVIDIA B300 ×443628.164415 ms35.6 ms—sglang · fp4 · mtp2026-05-25
1NVIDIA B300 ×4NVIDIAGLM-5 (glm5) at 8K in, 1K out35346.132381 ms21.7 ms—sglang · fp4 · mtplmsysorg/sglang:v0.5.12-cu1302026-05-25
NVIDIA B300 ×425467.016365 ms14.9 ms—sglang · fp4 · mtp2026-05-25
NVIDIA B300 ×418095.88337 ms10.4 ms—sglang · fp4 · mtp2026-05-25
NVIDIA B300 ×41211294347 ms7.8 ms—sglang · fp4 · mtp2026-05-25
NVIDIA B200 ×445817.812810.83 s56.2 ms—sglang · fp4 · mtp2026-06-12
NVIDIA B200 ×443521.025690.23 s47.7 ms—sglang · fp4 · mtp2026-06-12
NVIDIA B200 ×441627.164428 ms36.9 ms—sglang · fp4 · mtp2026-06-12
2NVIDIA B200 ×4NVIDIAGLM-5 (glm5) at 8K in, 1K out33843.732398 ms22.9 ms—sglang · fp4 · mtplmsysorg/sglang:nightly-dev-cu13-20260605-7dc737662026-06-12
NVIDIA B200 ×425266.816370 ms15.0 ms—sglang · fp4 · mtp2026-06-12
NVIDIA B200 ×417896.68372 ms10.4 ms—sglang · fp4 · mtp2026-06-12
NVIDIA B200 ×41211354368 ms7.4 ms—sglang · fp4 · mtp2026-06-12
AMD MI355X ×42668.51281.18 s117.2 ms—atom · fp82026-05-01
AMD MI355X ×422414.464786 ms69.3 ms—atom · fp82026-05-01
AMD MI355X ×421218.112887.54 s55.4 ms—sglang · fp8 · mtp2026-05-19
AMD MI355X ×421018.26417.65 s55.0 ms—sglang · fp8 · mtp2026-05-19
AMD MI355X ×419124.832741 ms40.3 ms—sglang · fp8 · mtp2026-05-19
3AMD MI355X ×4AMDGLM-5 (glm5) at 8K in, 1K out13435.816731 ms27.9 ms—sglang · fp8 · mtplmsysorg/sglang-rocm:v0.5.12-rocm720-mi35x-202605172026-05-19
AMD MI355X ×410254.68694 ms18.3 ms—sglang · fp8 · mtp2026-05-19
AMD MI355X ×469.676.84691 ms13.0 ms—sglang · fp8 · mtp2026-05-19
—NVIDIA GB300 ×16NVIDIAGLM-5 (glm5) at 8K in, 1K out38444.31283.15 s22.6 ms—dynamo-sglang · fp4 · disaggregated · multi-nodelmsysorg/sglang:v0.5.11-cu1302026-05-29
AMD MI355X ×1620728.4512249.25 s35.2 ms—mori-sglang · fp8 · disaggregated · multi-node2026-05-28
—AMD MI355X ×16AMDGLM-5 (glm5) at 8K in, 1K out11030.4321.12 s32.9 ms—mori-sglang · fp8 · disaggregated · multi-nodelmsysorg/sglang-rocm:v0.5.12.post1-rocm720-mi35x-202605232026-05-28
AMD MI355X ×1667.637.016732 ms27.0 ms—mori-sglang · fp8 · disaggregated · multi-node2026-05-28
AMD MI355X ×1638.941.58701 ms24.1 ms—mori-sglang · fp8 · disaggregated · multi-node2026-05-28
—NVIDIA B200 ×16NVIDIAGLM-5 (glm5) at 8K in, 1K out60325.42406.21 s39.4 ms—dynamo-sglang · fp8 · disaggregated · multi-nodelmsysorg/sglang:v0.5.11-cu1302026-05-18
NVIDIA B200 ×241,22722.35607.29 s44.9 ms—dynamo-sglang · fp8 · disaggregated · multi-node2026-05-18
NVIDIA B200 ×2431029.12246.92 s34.4 ms—dynamo-sglang · fp8 · disaggregated · multi-node2026-05-18
1NVIDIA B200 ×24NVIDIAGLM-5 (glm5) at 8K in, 1K out28234.925623.62 s28.6 ms—dynamo-sglang · fp8 · disaggregated · multi-nodelmsysorg/sglang:v0.5.11-cu1302026-05-18
2NVIDIA GB200 ×24NVIDIAGLM-5 (glm5) at 8K in, 1K out21455.81054.91 s17.9 ms—dynamo-trt · fp4 · disaggregated · multi-nodenvcr.io/nvidia/ai-dynamo/tensorrtllm-runtime:1.3.0-dev.1-cuda132026-07-15
NVIDIA GB200 ×24128133303.38 s7.5 ms—dynamo-trt · fp4 · mtp · disaggregated · multi-node2026-07-16
NVIDIA GB200 ×2472.6154152.57 s6.5 ms—dynamo-trt · fp4 · mtp · disaggregated · multi-node2026-07-16
NVIDIA GB200 ×2438.61785504 ms5.6 ms—dynamo-trt · fp4 · mtp · disaggregated · multi-node2026-07-16
3NVIDIA GB300 ×24NVIDIAGLM-5 (glm5) at 8K in, 1K out16061.1642.30 s16.4 ms—dynamo-sglang · fp4 · disaggregated · multi-nodelmsysorg/sglang:v0.5.11-cu1302026-05-29
1NVIDIA GB200 ×40NVIDIAGLM-5 (glm5) at 8K in, 1K out2,30275.86152.48 s13.2 ms—dynamo-trt · fp4 · mtp · disaggregated · multi-nodenvcr.io/nvidia/ai-dynamo/tensorrtllm-runtime:1.3.0-dev.1-cuda132026-07-16
NVIDIA GB200 ×404161091803.45 s9.1 ms—dynamo-trt · fp4 · mtp · disaggregated · multi-node2026-07-16
2NVIDIA GB300 ×40NVIDIAGLM-5 (glm5) at 8K in, 1K out4271121803.34 s8.9 ms—dynamo-trt · fp4 · mtp · disaggregated · multi-nodenvcr.io/nvidia/ai-dynamo/tensorrtllm-runtime:1.3.0-dev.1-cuda132026-07-09
3NVIDIA B200 ×40NVIDIAGLM-5 (glm5) at 8K in, 1K out14443.620016.97 s23.0 ms—dynamo-sglang · fp8 · disaggregated · multi-nodelmsysorg/sglang:v0.5.11-cu1302026-05-18
1NVIDIA GB200 ×64NVIDIAGLM-5 (glm5) at 8K in, 1K out4,63938.022532.52 s26.3 ms—dynamo-trt · fp4 · mtp · disaggregated · multi-nodenvcr.io/nvidia/ai-dynamo/tensorrtllm-runtime:1.3.0-dev.1-cuda132026-07-16
2NVIDIA B200 ×64NVIDIAGLM-5 (glm5) at 8K in, 1K out47.754.3643.34 s18.4 ms—dynamo-sglang · fp8 · disaggregated · multi-nodelmsysorg/sglang:v0.5.11-cu1302026-05-18
3NVIDIA GB300 ×64NVIDIAGLM-5 (glm5) at 8K in, 1K out18.281.816835 ms12.2 ms—dynamo-sglang · fp4 · disaggregated · multi-nodelmsysorg/sglang:v0.5.11-cu1302026-05-29
—AMD MI355X ×2AMDGLM-5 (glm5.1) at 8K in, 1K out3778.3256205.38 s119.8 ms—sglang · fp4lmsysorg/sglang-rocm:v0.5.13.post1-rocm720-mi35x-202606222026-07-02
—AMD MI355X ×4AMDGLM-5 (glm5.1) at 8K in, 1K out3405.52561.53 s183.2 ms—atom · fp4rocm/atom:rocm7.2.2_ubuntu24.04_py3.12_pytorch_release_2.10.0_atom0.1.2.post2026-04-24
—NVIDIA B200 ×16NVIDIAGLM-5 (glm5.1) at 8K in, 1K out35.13551691 ms2.8 ms—tilert · fp8 · mtp · disaggregated · multi-nodeghcr.io/tile-ai/tilert:0.1.52026-08-24
—NVIDIA GB200 ×20NVIDIAGLM-5 (glm5.1) at 8K in, 1K out33984.21045.40 s11.9 ms—dynamo-sglang · fp4 · mtp · disaggregated · multi-nodelmsysorg/sglang:v0.5.13.post1-cu1302026-07-08
—NVIDIA GB300 ×20NVIDIAGLM-5 (glm5.1) at 8K in, 1K out22297.9553.80 s10.2 ms—dynamo-sglang · fp4 · mtp · disaggregated · multi-nodelmsysorg/sglang:v0.5.13.post1-cu1302026-07-08
—NVIDIA GB300 ×24NVIDIAGLM-5 (glm5.1) at 8K in, 1K out88270.73649.00 s14.1 ms—dynamo-sglang · fp4 · mtp · disaggregated · multi-nodelmsysorg/sglang:v0.5.13.post1-cu1302026-07-08
—NVIDIA GB200 ×24NVIDIAGLM-5 (glm5.1) at 8K in, 1K out73074.339817.18 s13.5 ms—dynamo-sglang · fp4 · mtp · disaggregated · multi-nodelmsysorg/sglang:v0.5.13.post1-cu1302026-07-08
—NVIDIA GB200 ×40NVIDIAGLM-5 (glm5.1) at 8K in, 1K out17269.01367.60 s14.5 ms—dynamo-sglang · fp8 · mtp · disaggregated · multi-nodelmsysorg/sglang:v0.5.13.post1-cu1302026-07-15
—NVIDIA GB300 ×40NVIDIAGLM-5 (glm5.1) at 8K in, 1K out11078.215021.74 s12.8 ms—dynamo-sglang · fp8 · mtp · disaggregated · multi-nodelmsysorg/sglang:v0.5.11-cu1302026-07-09
1NVIDIA H200 ×8NVIDIAgpt-oss-120b at 8K in, 1K out48612832156 ms7.8 ms—vllm · fp4vllm/vllm-openai:v0.22.02026-05-30
NVIDIA H200 ×832717416129 ms5.7 ms—vllm · fp42026-05-30
NVIDIA H200 ×82112228120 ms4.5 ms—vllm · fp42026-05-30
NVIDIA H200 ×81212564127 ms3.9 ms—vllm · fp42026-05-30
2AMD MI355X ×8AMDgpt-oss-120b at 8K in, 1K out4362371666 ms4.2 ms—atom · fp4rocm/atom:rocm7.1.1-ubuntu24.04-pytorch2.9-atom0.1.1-MI350x2026-01-14
AMD MI355X ×8265280895 ms3.6 ms—vllm · fp42026-06-05
AMD MI355X ×8254273864 ms3.7 ms—atom · fp42026-01-14
AMD MI355X ×8143302495 ms3.3 ms—vllm · fp42026-06-05
AMD MI355X ×8132283463 ms3.5 ms—atom · fp42026-01-14
3NVIDIA H100 ×8NVIDIAgpt-oss-120b at 8K in, 1K out31916916123 ms5.9 ms—vllm · fp4vllm/vllm-openai:v0.21.02026-05-17
NVIDIA H100 ×82082198120 ms4.6 ms—vllm · fp42026-05-17
NVIDIA H100 ×81182504131 ms4.0 ms—vllm · fp42026-05-17
4AMD MI300X ×8AMDgpt-oss-120b at 8K in, 1K out26114216149 ms7.1 ms—vllm · fp4vllm/vllm-openai-rocm:v0.17.02026-04-21
AMD MI300X ×81661788137 ms5.6 ms—vllm · fp42026-04-21
AMD MI300X ×896.82114138 ms4.7 ms—vllm · fp42026-04-21
AMD MI300X ×855.12332131 ms4.3 ms—vllm · fp42026-04-21
AMD MI300X ×829.32461127 ms4.1 ms—vllm · fp42026-04-21
5NVIDIA B200 ×8NVIDIAgpt-oss-120b at 8K in, 1K out198418470 ms2.4 ms—trt · fp4nvcr.io/nvidia/tensorrt-llm/release:1.3.0rc142026-05-18
NVIDIA B200 ×8183388483 ms2.6 ms—vllm · fp42026-05-31
6AMD MI325X ×8AMDgpt-oss-120b at 8K in, 1K out16688.316126 ms11.3 ms—vllm · fp4vllm/vllm-openai-rocm:v0.22.02026-05-30
AMD MI325X ×882.687.68622 ms11.4 ms—vllm · fp42026-05-30
AMD MI325X ×851.11074117 ms9.3 ms—vllm · fp42026-05-30
NVIDIA B200 ×17,27529.0256226 ms34.4 ms—trt · fp42026-05-18
1NVIDIA B200 ×1NVIDIAgpt-oss-120b at 8K in, 1K out5,64244.9128167 ms22.3 ms—trt · fp4nvcr.io/nvidia/tensorrt-llm/release:1.3.0rc142026-05-18
NVIDIA B200 ×14,54172.564146 ms13.8 ms—trt · fp42026-05-18
NVIDIA B200 ×13,46711232103 ms8.9 ms—trt · fp42026-05-18
NVIDIA B200 ×12,4271581699 ms6.3 ms—trt · fp42026-05-18
NVIDIA B200 ×11,707221894 ms4.5 ms—trt · fp42026-05-18
NVIDIA B200 ×11,100292493 ms3.4 ms—trt · fp42026-05-18
2AMD MI355X ×1AMDgpt-oss-120b at 8K in, 1K out4,98439.9128175 ms25.1 ms—atom · fp4rocm/atom:rocm7.1.1-ubuntu24.04-pytorch2.9-atom0.1.1-MI350x2026-01-14
AMD MI355X ×13,98464.464142 ms15.5 ms—atom · fp42026-01-14
AMD MI355X ×12,88794.132122 ms10.6 ms—atom · fp42026-01-14
AMD MI355X ×12,00913316112 ms7.5 ms—atom · fp42026-01-14
AMD MI355X ×11,3701808104 ms5.6 ms—atom · fp42026-01-14
AMD MI355X ×18412244105 ms4.5 ms—atom · fp42026-01-14
NVIDIA H200 ×11,45223.264437 ms43.0 ms—vllm · fp42026-05-30
NVIDIA H200 ×11,36424.664494 ms40.7 ms—trt · fp42026-05-18
3NVIDIA H200 ×1NVIDIAgpt-oss-120b at 8K in, 1K out1,21139.232397 ms25.5 ms—vllm · fp4vllm/vllm-openai:v0.22.02026-05-30
NVIDIA H200 ×173752.1161.07 s19.2 ms—trt · fp42026-05-18
NVIDIA H200 ×172095.08350 ms10.5 ms—vllm · fp42026-05-30
NVIDIA H200 ×15171394349 ms7.2 ms—vllm · fp42026-05-30
AMD MI300X ×11,27020.364453 ms49.2 ms—vllm · fp42026-04-21
4AMD MI300X ×1AMDgpt-oss-120b at 8K in, 1K out97131.432397 ms31.9 ms—vllm · fp4vllm/vllm-openai-rocm:v0.17.02026-04-21
AMD MI300X ×170445.516368 ms22.0 ms—vllm · fp42026-04-21
AMD MI300X ×153570.38359 ms14.2 ms—vllm · fp42026-04-21
AMD MI300X ×136296.84345 ms10.3 ms—vllm · fp42026-04-21
AMD MI325X ×11,27620.564359 ms48.8 ms—vllm · fp42026-05-30
AMD MI325X ×192629.632323 ms33.7 ms—vllm · fp42026-05-30
5AMD MI325X ×1AMDgpt-oss-120b at 8K in, 1K out63241.516309 ms24.1 ms—vllm · fp4vllm/vllm-openai-rocm:v0.22.02026-05-30
AMD MI325X ×146460.98301 ms16.4 ms—vllm · fp42026-05-30
AMD MI325X ×124064.54768 ms15.5 ms—vllm · fp42026-05-30
1NVIDIA B200 ×2NVIDIAgpt-oss-120b at 8K in, 1K out5,17841.3256158 ms24.2 ms—trt · fp4nvcr.io/nvidia/tensorrt-llm/release:1.3.0rc142026-05-18
NVIDIA B200 ×24,29468.7128125 ms14.6 ms—trt · fp42026-05-18
NVIDIA B200 ×23,35510764108 ms9.3 ms—trt · fp42026-05-18
NVIDIA B200 ×22,4641603298 ms6.2 ms—trt · fp42026-05-18
NVIDIA B200 ×21,6322131681 ms4.7 ms—trt · fp42026-05-18
NVIDIA B200 ×21,083282881 ms3.5 ms—trt · fp42026-05-18
NVIDIA B200 ×2637334478 ms3.0 ms—trt · fp42026-05-18
2NVIDIA H200 ×2NVIDIAgpt-oss-120b at 8K in, 1K out1,21138.864394 ms25.8 ms—vllm · fp4vllm/vllm-openai:v0.22.02026-05-30
NVIDIA H200 ×272795.516239 ms10.5 ms—vllm · fp42026-05-30
NVIDIA H200 ×23471854229 ms5.4 ms—vllm · fp42026-05-30
3NVIDIA H100 ×2NVIDIAgpt-oss-120b at 8K in, 1K out1,14136.764422 ms27.3 ms—vllm · fp4vllm/vllm-openai:v0.21.02026-05-17
NVIDIA H100 ×291259.432267 ms16.8 ms—vllm · fp42026-05-17
NVIDIA H100 ×269391.216250 ms11.0 ms—vllm · fp42026-05-17
NVIDIA H100 ×24991328244 ms7.6 ms—vllm · fp42026-05-17
NVIDIA H100 ×23291754239 ms5.7 ms—vllm · fp42026-05-17
4AMD MI300X ×2AMDgpt-oss-120b at 8K in, 1K out1,10935.664398 ms28.1 ms—vllm · fp4vllm/vllm-openai-rocm:v0.17.02026-04-21
AMD MI300X ×283954.732272 ms18.3 ms—vllm · fp42026-04-21
AMD MI300X ×261581.616258 ms12.3 ms—vllm · fp42026-04-21
AMD MI300X ×24471188243 ms8.4 ms—vllm · fp42026-04-21
AMD MI300X ×22981614235 ms6.2 ms—vllm · fp42026-04-21
5AMD MI325X ×2AMDgpt-oss-120b at 8K in, 1K out30681.58206 ms12.3 ms—vllm · fp4vllm/vllm-openai-rocm:v0.22.02026-05-30
AMD MI325X ×215583.44669 ms12.0 ms—vllm · fp42026-05-30
1NVIDIA GB200 ×4NVIDIAgpt-oss-120b at 8K in, 1K out11,98667.95125.03 s14.7 ms—dynamo-trt · fp4 · disaggregated · multi-nodenvcr.io/nvidia/ai-dynamo/tensorrtllm-runtime:0.7.0.post22026-01-07
NVIDIA GB200 ×411,83172.13841.11 s13.9 ms—dynamo-trt · fp4 · disaggregated · multi-node2026-01-07
NVIDIA GB200 ×410,67293.4256333 ms10.7 ms—dynamo-trt · fp4 · disaggregated · multi-node2026-01-07
NVIDIA GB200 ×47,061122128154 ms8.2 ms—dynamo-trt · fp4 · disaggregated · multi-node2026-01-07
2NVIDIA B200 ×4NVIDIAgpt-oss-120b at 8K in, 1K out2,13114064115 ms7.1 ms—vllm · fp4vllm/vllm-openai:v0.22.02026-05-31
NVIDIA B200 ×41,5462013297 ms5.0 ms—trt · fp42026-05-18
NVIDIA B200 ×41,0322711672 ms3.7 ms—trt · fp42026-05-18
NVIDIA B200 ×4645338873 ms3.0 ms—trt · fp42026-05-18
NVIDIA B200 ×4372392468 ms2.6 ms—trt · fp42026-05-18
3NVIDIA H200 ×4NVIDIAgpt-oss-120b at 8K in, 1K out93360.264259 ms16.6 ms—vllm · fp4vllm/vllm-openai:v0.22.02026-05-30
NVIDIA H200 ×473395.432178 ms10.5 ms—vllm · fp42026-05-30
NVIDIA H200 ×452514016169 ms7.2 ms—vllm · fp42026-05-30
NVIDIA H200 ×43591908166 ms5.3 ms—vllm · fp42026-05-30
NVIDIA H200 ×42152284157 ms4.4 ms—vllm · fp42026-05-30
4NVIDIA H100 ×4NVIDIAgpt-oss-120b at 8K in, 1K out89657.964270 ms17.3 ms—vllm · fp4vllm/vllm-openai:v0.21.02026-05-17
NVIDIA H100 ×470191.832194 ms10.9 ms—vllm · fp42026-05-17
NVIDIA H100 ×450113216177 ms7.6 ms—vllm · fp42026-05-17
NVIDIA H100 ×43441818152 ms5.5 ms—vllm · fp42026-05-17
NVIDIA H100 ×42122244152 ms4.5 ms—vllm · fp42026-05-17
5AMD MI300X ×4AMDgpt-oss-120b at 8K in, 1K out71346.264324 ms21.6 ms—vllm · fp4vllm/vllm-openai-rocm:v0.17.02026-04-21
AMD MI300X ×451367.332218 ms14.8 ms—vllm · fp42026-04-21
AMD MI300X ×434291.516210 ms10.9 ms—vllm · fp42026-04-21
AMD MI300X ×42061098195 ms9.2 ms—vllm · fp42026-04-21
AMD MI300X ×41191284191 ms7.8 ms—vllm · fp42026-04-21
6AMD MI355X ×4AMDgpt-oss-120b at 8K in, 1K out285305497 ms3.3 ms—vllm · fp4vllm/vllm-openai-rocm:v0.22.02026-06-05
7AMD MI325X ×4AMDgpt-oss-120b at 8K in, 1K out16083.88612 ms11.9 ms—vllm · fp4vllm/vllm-openai-rocm:v0.22.02026-05-30
AMD MI325X ×495.01024141 ms9.8 ms—vllm · fp42026-05-30
—NVIDIA H200 ×16NVIDIAgpt-oss-120b at 8K in, 1K out53843.264265 ms23.2 ms—trt · fp4nvcr.io/nvidia/tensorrt-llm/release:1.3.0rc142026-05-18
—NVIDIA H200 ×64NVIDIAgpt-oss-120b at 8K in, 1K out1461538170 ms6.5 ms—trt · fp4nvcr.io/nvidia/tensorrt-llm/release:1.3.0rc142026-05-18
AMD MI355X ×81,11026.525616.51 s37.7 ms—mooncake-atom · fp4 · disaggregated · multi-node2026-07-16
1AMD MI355X ×8AMDKimi-K2.5 (kimik2.5) at 8K in, 1K out95132.71281.32 s30.6 ms—mooncake-atom · fp4 · disaggregated · multi-noderocm/atom:rocm7.2.4_ubuntu24.04_py3.12_pytorch_release_2.10.0_atomesh_2026071217152026-07-16
AMD MI355X ×869546.664508 ms21.5 ms—mooncake-atom · fp4 · disaggregated · multi-node2026-07-16
AMD MI355X ×847864.332424 ms15.6 ms—mooncake-atom · fp4 · disaggregated · multi-node2026-07-16
AMD MI355X ×835122.6128453 ms44.3 ms—vllm · fp42026-07-30
AMD MI355X ×831985.716335 ms11.7 ms—mooncake-atom · fp4 · disaggregated · multi-node2026-07-16
AMD MI355X ×828336.664343 ms27.3 ms—vllm · fp42026-07-30
AMD MI355X ×821613.9128578 ms71.8 ms—vllm · int42026-07-05
AMD MI355X ×821054.932234 ms18.2 ms—vllm · fp42026-07-30
AMD MI355X ×817622.764375 ms44.0 ms—vllm · int42026-07-05
AMD MI355X ×815280.316223 ms12.4 ms—vllm · fp42026-07-30
AMD MI355X ×813736.032327 ms27.8 ms—vllm · int42026-07-05
AMD MI355X ×898.81038215 ms9.7 ms—vllm · fp42026-07-30
AMD MI355X ×894.649.916309 ms20.0 ms—vllm · int42026-07-05
AMD MI355X ×877.784.14630 ms11.9 ms—vllm-disagg · fp4 · disaggregated · multi-node2026-07-22
AMD MI355X ×862.164.78297 ms15.4 ms—vllm · int42026-07-05
AMD MI355X ×855.21164209 ms8.6 ms—vllm · fp42026-07-30
AMD MI355X ×844.795.02591 ms10.5 ms—vllm-disagg · fp4 · disaggregated · multi-node2026-07-22
AMD MI355X ×837.378.54295 ms12.7 ms—vllm · int42026-07-05
AMD MI355X ×823.095.31420 ms10.5 ms—vllm-disagg · fp4 · disaggregated · multi-node2026-07-22
NVIDIA B200 ×843310.651249.32 s94.5 ms—vllm · fp42026-08-07
NVIDIA B200 ×842613.6256515 ms73.7 ms—vllm · fp42026-08-07
NVIDIA B200 ×836223.2128354 ms43.1 ms—vllm · fp42026-08-07
2NVIDIA B200 ×8NVIDIAKimi-K2.5 (kimik2.5) at 8K in, 1K out30138.664226 ms25.9 ms—vllm · fp4vllm/vllm-openai:nightly-e2fa28594f7baad142a426b0b6a2cfe2c79201c72026-08-07
NVIDIA B200 ×822557.932204 ms17.3 ms—vllm · fp42026-08-07
NVIDIA B200 ×815983.016192 ms12.1 ms—vllm · fp42026-08-07
NVIDIA B200 ×813044.832345 ms22.3 ms—vllm · int42026-07-18
NVIDIA B200 ×811262.416217 ms16.0 ms—vllm · int42026-07-18
NVIDIA B200 ×81061108190 ms9.1 ms—vllm · fp42026-08-07
NVIDIA B200 ×810429.6642.61 s33.7 ms—vllm · int42026-07-18
NVIDIA B200 ×880.083.28206 ms12.0 ms—vllm · int42026-07-18
NVIDIA B200 ×865.41374189 ms7.3 ms—vllm · fp42026-08-07
NVIDIA B200 ×850.51064202 ms9.5 ms—vllm · int42026-07-18
NVIDIA B200 ×838.71602184 ms6.2 ms—vllm · fp42026-08-07
NVIDIA B200 ×820.71711164 ms5.9 ms—vllm · fp42026-08-07
3NVIDIA B300 ×8NVIDIAKimi-K2.5 (kimik2.5) at 8K in, 1K out13746.532332 ms21.5 ms—vllm · int4vllm/vllm-openai:v0.25.02026-07-18
NVIDIA B300 ×811564.116196 ms15.6 ms—vllm · int42026-07-18
NVIDIA B300 ×811230.7642.25 s32.6 ms—vllm · int42026-07-18
NVIDIA B300 ×882.385.38190 ms11.7 ms—vllm · int42026-07-18
NVIDIA B300 ×851.91084201 ms9.2 ms—vllm · int42026-07-18
NVIDIA B300 ×821.11731152 ms5.8 ms—vllm · fp42026-08-07
NVIDIA H200 ×813016.764587 ms59.8 ms—vllm · int42026-05-30
NVIDIA H200 ×811128.732518 ms34.8 ms—vllm · int42026-05-30
4NVIDIA H200 ×8NVIDIAKimi-K2.5 (kimik2.5) at 8K in, 1K out88.947.016484 ms21.3 ms—vllm · int4vllm/vllm-openai:v0.22.02026-05-30
NVIDIA H200 ×866.370.38477 ms14.2 ms—vllm · int42026-05-30
NVIDIA H200 ×843.392.54454 ms10.8 ms—vllm · int42026-05-30
AMD MI325X ×877.29.964790 ms101.0 ms—vllm · int42026-05-18
AMD MI325X ×857.214.732729 ms67.9 ms—vllm · int42026-05-18
AMD MI325X ×848.925.816709 ms38.7 ms—vllm · int42026-05-18
5AMD MI325X ×8AMDKimi-K2.5 (kimik2.5) at 8K in, 1K out33.735.28705 ms28.4 ms—vllm · int4vllm/vllm-openai-rocm:v0.21.02026-05-18
AMD MI325X ×821.846.04672 ms21.7 ms—vllm · int42026-05-18
AMD MI300X ×866.88.664912 ms116.6 ms—vllm · int42026-05-17
AMD MI300X ×850.412.932866 ms77.3 ms—vllm · int42026-05-17
AMD MI300X ×843.122.716797 ms44.0 ms—vllm · int42026-05-17
6AMD MI300X ×8AMDKimi-K2.5 (kimik2.5) at 8K in, 1K out30.231.78801 ms31.6 ms—vllm · int4vllm/vllm-openai-rocm:v0.21.02026-05-17
AMD MI300X ×820.743.84759 ms22.8 ms—vllm · int42026-05-17
NVIDIA B300 ×48349.251231.62 s109.2 ms—vllm · fp42026-08-07
NVIDIA B300 ×480713.0256501 ms77.2 ms—vllm · fp42026-08-07
NVIDIA B300 ×467321.6128351 ms46.2 ms—vllm · fp42026-08-07
1NVIDIA B300 ×4NVIDIAKimi-K2.5 (kimik2.5) at 8K in, 1K out52133.564210 ms29.9 ms—vllm · fp4vllm/vllm-openai:nightly-e2fa28594f7baad142a426b0b6a2cfe2c79201c72026-08-07
NVIDIA B300 ×439050.332195 ms19.9 ms—vllm · fp42026-08-07
NVIDIA B300 ×428073.216194 ms13.7 ms—vllm · fp42026-08-07
NVIDIA B300 ×4191100.08187 ms10.0 ms—vllm · fp42026-08-07
NVIDIA B300 ×41171234177 ms8.2 ms—vllm · fp42026-08-07
NVIDIA B300 ×469.41432177 ms7.0 ms—vllm · fp42026-08-07
NVIDIA B300 ×437.51541168 ms6.5 ms—vllm · fp42026-08-07
2NVIDIA B200 ×4NVIDIAKimi-K2.5 (kimik2.5) at 8K in, 1K out50732.564246 ms30.8 ms—vllm · fp4vllm/vllm-openai:nightly-e2fa28594f7baad142a426b0b6a2cfe2c79201c72026-08-07
NVIDIA B200 ×438149.232224 ms20.3 ms—vllm · fp42026-08-07
NVIDIA B200 ×426970.316209 ms14.2 ms—vllm · fp42026-08-07
NVIDIA B200 ×418495.68206 ms10.5 ms—vllm · fp42026-08-07
NVIDIA B200 ×41141194200 ms8.4 ms—vllm · fp42026-08-07
NVIDIA B200 ×468.61422201 ms7.1 ms—vllm · fp42026-08-07
NVIDIA B200 ×438.81601186 ms6.3 ms—vllm · fp42026-08-07
AMD MI355X ×459519.2128782 ms52.2 ms—atom · fp42026-07-12
3AMD MI355X ×4AMDKimi-K2.5 (kimik2.5) at 8K in, 1K out48131.164462 ms32.2 ms—atom · fp4rocm/atom:rocm7.2.4_ubuntu24.04_py3.12_pytorch_release_2.10.0_atom0.1.4_2026070915392026-07-12
AMD MI355X ×436647.632319 ms21.0 ms—atom · fp42026-07-12
AMD MI355X ×426669.916282 ms14.3 ms—atom · fp42026-07-12
AMD MI355X ×418697.78260 ms10.2 ms—atom · fp42026-07-12
AMD MI355X ×41101164257 ms8.6 ms—atom · fp42026-07-12
—NVIDIA B200 ×16NVIDIAKimi-K2.5 (kimik2.5) at 8K in, 1K out2,48840.26154.66 s24.9 ms—dynamo-trt · fp4 · disaggregated · multi-nodenvcr.io/nvidia/tensorrt-llm/release:1.3.0rc212026-07-22
—NVIDIA B300 ×16NVIDIAKimi-K2.5 (kimik2.5) at 8K in, 1K out1,1178.85121.41 s113.4 ms—vllm · fp4vllm/vllm-openai:nightly-e2fa28594f7baad142a426b0b6a2cfe2c79201c72026-08-07
1NVIDIA B200 ×20NVIDIAKimi-K2.5 (kimik2.5) at 8K in, 1K out3,99332.411272.93 s30.9 ms—dynamo-trt · fp4 · disaggregated · multi-nodenvcr.io/nvidia/tensorrt-llm/release:1.3.0rc212026-07-22
2NVIDIA GB200 ×20NVIDIAKimi-K2.5 (kimik2.5) at 8K in, 1K out29877.112811.98 s13.0 ms—dynamo-vllm · fp4 · disaggregated · multi-nodevllm/vllm-openai:v0.21.02026-06-21
3AMD MI355X ×20AMDKimi-K2.5 (kimik2.5) at 8K in, 1K out97.210616352 ms9.4 ms—mooncake-atom · fp4 · disaggregated · multi-noderocm/atom:rocm7.2.4_ubuntu24.04_py3.12_pytorch_release_2.10.0_atomesh_2026071217152026-07-16
AMD MI355X ×2054.51178342 ms8.5 ms—mooncake-atom · fp4 · disaggregated · multi-node2026-07-16
AMD MI355X ×2028.11214329 ms8.3 ms—mooncake-atom · fp4 · disaggregated · multi-node2026-07-16
AMD MI355X ×2014.51212326 ms8.2 ms—mooncake-atom · fp4 · disaggregated · multi-node2026-07-16
AMD MI355X ×207.31231324 ms8.1 ms—mooncake-atom · fp4 · disaggregated · multi-node2026-07-16
NVIDIA B200 ×245,53122.421512.14 s44.7 ms—dynamo-trt · fp4 · disaggregated · multi-node2026-07-22
1NVIDIA B200 ×24NVIDIAKimi-K2.5 (kimik2.5) at 8K in, 1K out49864.61953.17 s15.5 ms—dynamo-trt · fp4 · disaggregated · multi-nodenvcr.io/nvidia/tensorrt-llm/release:1.3.0rc212026-07-22
NVIDIA B200 ×2433185.41154.77 s11.7 ms—dynamo-trt · fp4 · disaggregated · multi-node2026-07-22
NVIDIA B200 ×24208107604.33 s9.3 ms—dynamo-trt · fp4 · disaggregated · multi-node2026-07-22
NVIDIA B200 ×24128132303.48 s7.6 ms—dynamo-trt · fp4 · disaggregated · multi-node2026-07-22
NVIDIA B200 ×2439.61725336 ms5.8 ms—dynamo-trt · fp4 · disaggregated · multi-node2026-07-22
2NVIDIA GB200 ×24NVIDIAKimi-K2.5 (kimik2.5) at 8K in, 1K out32384.91053.27 s11.8 ms—dynamo-trt · fp4 · disaggregated · multi-nodenvcr.io/nvidia/ai-dynamo/tensorrtllm-runtime:1.3.0-dev.1-cuda132026-06-20
NVIDIA GB200 ×24206107604.23 s9.3 ms—dynamo-trt · fp4 · disaggregated · multi-node2026-06-20
NVIDIA GB200 ×24125131303.47 s7.6 ms—dynamo-trt · fp4 · disaggregated · multi-node2026-06-20
NVIDIA GB200 ×2438.31665273 ms6.0 ms—dynamo-trt · fp4 · disaggregated · multi-node2026-06-20
NVIDIA GB300 ×245,50023.8307222.33 s41.9 ms—dynamo-vllm · fp4 · disaggregated · multi-node2026-06-20
3NVIDIA GB300 ×24NVIDIAKimi-K2.5 (kimik2.5) at 8K in, 1K out32284.81154.41 s11.8 ms—dynamo-trt · fp4 · disaggregated · multi-nodenvcr.io/nvidia/ai-dynamo/tensorrtllm-runtime:1.3.0-dev.1-cuda132026-06-22
NVIDIA GB300 ×24207108603.91 s9.3 ms—dynamo-trt · fp4 · disaggregated · multi-node2026-06-22
NVIDIA GB300 ×24128132302.99 s7.6 ms—dynamo-trt · fp4 · disaggregated · multi-node2026-06-22
—NVIDIA GB300 ×40NVIDIAKimi-K2.5 (kimik2.5) at 8K in, 1K out4,61538.922532.44 s25.7 ms—dynamo-trt · fp4 · disaggregated · multi-nodenvcr.io/nvidia/ai-dynamo/tensorrtllm-runtime:1.3.0-dev.1-cuda132026-06-22
—NVIDIA GB200 ×40NVIDIAKimi-K2.5 (kimik2.5) at 8K in, 1K out3,73236.1307216.90 s27.7 ms—dynamo-vllm · fp4 · disaggregated · multi-nodevllm/vllm-openai:v0.21.02026-06-21
1NVIDIA GB300 ×64NVIDIAKimi-K2.5 (kimik2.5) at 8K in, 1K out2,90449.02151995 ms20.4 ms—dynamo-trt · fp4 · disaggregated · multi-nodenvcr.io/nvidia/ai-dynamo/tensorrtllm-runtime:1.3.0-dev.1-cuda132026-06-22
NVIDIA B200 ×648526.610241.93 s151.5 ms—vllm · fp42026-08-07
NVIDIA B200 ×6468210.65121.15 s94.2 ms—vllm · fp42026-08-07
NVIDIA B200 ×6444414.1256499 ms70.7 ms—vllm · fp42026-08-07
NVIDIA B200 ×6436623.4128367 ms42.7 ms—vllm · fp42026-08-07
2NVIDIA B200 ×64NVIDIAKimi-K2.5 (kimik2.5) at 8K in, 1K out22758.632200 ms17.1 ms—vllm · fp4vllm/vllm-openai:nightly-e2fa28594f7baad142a426b0b6a2cfe2c79201c72026-08-07
NVIDIA B200 ×6415581.216193 ms12.3 ms—vllm · fp42026-08-07
NVIDIA B200 ×641021068199 ms9.4 ms—vllm · fp42026-08-07
NVIDIA B200 ×6462.11314185 ms7.7 ms—vllm · fp42026-08-07
NVIDIA B200 ×6436.71522197 ms6.6 ms—vllm · fp42026-08-07
NVIDIA B200 ×6420.31671161 ms6.0 ms—vllm · fp42026-08-07
3NVIDIA B300 ×64NVIDIAKimi-K2.5 (kimik2.5) at 8K in, 1K out20.11651146 ms6.1 ms—vllm · fp4vllm/vllm-openai:nightly-e2fa28594f7baad142a426b0b6a2cfe2c79201c72026-08-07
—NVIDIA B200 ×16NVIDIAKimi-K2.5 (kimik2.6) at 8K in, 1K out1,90834.6204894.43 s28.9 ms—dynamo-vllm · fp4 · disaggregated · multi-nodevllm/vllm-openai:v0.25.12026-07-31
—NVIDIA B200 ×20NVIDIAKimi-K2.5 (kimik2.6) at 8K in, 1K out54156.551236.72 s17.7 ms—dynamo-vllm · fp4 · disaggregated · multi-nodevllm/vllm-openai:v0.25.12026-07-31
—NVIDIA B200 ×24NVIDIAKimi-K2.5 (kimik2.6) at 8K in, 1K out3,81121.88192200.31 s46.0 ms—dynamo-vllm · fp4 · disaggregated · multi-nodevllm/vllm-openai:v0.25.12026-07-31
1NVIDIA B200 ×8NVIDIALlama-3.3-70B-Instruct-FP8 at 8K in, 1K out51632.8128292 ms30.4 ms—trt · fp42025-10-29
NVIDIA B200 ×846029.3128345 ms34.1 ms—trt · fp82025-10-29
NVIDIA B200 ×842854.864229 ms18.3 ms—trt · fp42025-10-29
NVIDIA B200 ×839150.064251 ms20.0 ms—trt · fp82025-10-29
NVIDIA B200 ×835848.964306 ms20.4 ms—vllm · fp42025-10-29
NVIDIA B200 ×833945.564353 ms22.0 ms—vllm · fp82025-10-29
NVIDIA B200 ×832183.732177 ms11.9 ms—trt · fp42025-10-29
NVIDIA B200 ×830980.232206 ms12.5 ms—trt · fp82025-10-29
NVIDIA B200 ×828077.732195 ms12.9 ms—vllm · fp42025-10-29
NVIDIA B200 ×827373.832222 ms13.5 ms—vllm · fp82025-10-29
NVIDIA B200 ×821211216168 ms8.9 ms—trt · fp42025-10-29
NVIDIA B200 ×821111116191 ms9.0 ms—trt · fp82025-10-29
NVIDIA B200 ×819010516186 ms9.5 ms—vllm · fp42025-10-29
NVIDIA B200 ×819010316208 ms9.7 ms—vllm · fp82025-10-29
NVIDIA B200 ×81331408193 ms7.1 ms—trt · fp82025-10-29
NVIDIA B200 ×81311378166 ms7.3 ms—trt · fp42025-10-29
NVIDIA B200 ×81221298214 ms7.8 ms—vllm · fp82025-10-29
NVIDIA B200 ×81211278185 ms7.9 ms—vllm · fp42025-10-29
NVIDIA B200 ×873.41554189 ms6.4 ms—trt · fp82025-10-29
NVIDIA B200 ×870.41484162 ms6.8 ms—trt · fp42025-10-29
NVIDIA B200 ×866.01404181 ms7.2 ms—vllm · fp42025-10-29
NVIDIA B200 ×865.41394208 ms7.2 ms—vllm · fp82025-10-29
2AMD MI355X ×8AMDLlama-3.3-70B-Instruct-FP8 at 8K in, 1K out32742.164347 ms23.7 ms—vllm · fp82025-10-29
AMD MI355X ×831340.564234 ms24.7 ms—vllm · fp42025-10-29
AMD MI355X ×823260.732221 ms16.5 ms—vllm · fp82025-10-29
AMD MI355X ×821255.432209 ms18.0 ms—vllm · fp42025-10-29
AMD MI355X ×814375.216216 ms13.3 ms—vllm · fp82025-10-29
AMD MI355X ×813270.016199 ms14.3 ms—vllm · fp42025-10-29
AMD MI355X ×888.792.88302 ms10.8 ms—vllm · fp82025-10-29
AMD MI355X ×877.786.78494 ms11.5 ms—vllm · fp42025-10-29
AMD MI355X ×851.51094247 ms9.2 ms—vllm · fp82025-10-29
AMD MI355X ×848.41114484 ms9.0 ms—vllm · fp42025-10-29
NVIDIA H200 ×830419.4128486 ms51.6 ms—trt · fp82025-10-29
3NVIDIA H200 ×8NVIDIALlama-3.3-70B-Instruct-FP8 at 8K in, 1K out27034.764388 ms28.8 ms—trt · fp82025-10-29
NVIDIA H200 ×825933.264321 ms30.1 ms—vllm · fp82025-10-29
NVIDIA H200 ×822558.732292 ms17.0 ms—trt · fp82025-10-29
NVIDIA H200 ×820252.532287 ms19.1 ms—vllm · fp82025-10-29
NVIDIA H200 ×816587.616272 ms11.4 ms—trt · fp82025-10-29
NVIDIA H200 ×814074.016275 ms13.5 ms—vllm · fp82025-10-29
NVIDIA H200 ×81111178256 ms8.5 ms—trt · fp82025-10-29
NVIDIA H200 ×893.598.48279 ms10.2 ms—vllm · fp82025-10-29
NVIDIA H200 ×865.31394258 ms7.2 ms—trt · fp82025-10-29
NVIDIA H200 ×853.71144267 ms8.8 ms—vllm · fp82025-10-29
AMD MI325X ×821227.164707 ms36.9 ms—vllm · fp82025-10-29
4AMD MI325X ×8AMDLlama-3.3-70B-Instruct-FP8 at 8K in, 1K out17645.832411 ms21.8 ms—vllm · fp82025-10-29
AMD MI325X ×812868.216387 ms14.7 ms—vllm · fp82025-10-29
AMD MI325X ×880.085.18524 ms11.8 ms—vllm · fp82025-10-29
AMD MI325X ×850.11074439 ms9.3 ms—vllm · fp82025-10-29
NVIDIA H100 ×822128.264313 ms35.5 ms—vllm · fp82025-10-29
5NVIDIA H100 ×8NVIDIALlama-3.3-70B-Instruct-FP8 at 8K in, 1K out17545.432294 ms22.0 ms—vllm · fp82025-10-29
NVIDIA H100 ×811962.316288 ms16.0 ms—vllm · fp82025-10-29
NVIDIA H100 ×882.185.88276 ms11.7 ms—vllm · fp82025-10-29
NVIDIA H100 ×846.397.74276 ms10.2 ms—vllm · fp82025-10-29
AMD MI300X ×820426.164660 ms38.4 ms—vllm · fp82025-10-29
6AMD MI300X ×8AMDLlama-3.3-70B-Instruct-FP8 at 8K in, 1K out16242.032399 ms23.8 ms—vllm · fp82025-10-29
AMD MI300X ×811561.016383 ms16.4 ms—vllm · fp82025-10-29
AMD MI300X ×876.280.68502 ms12.4 ms—vllm · fp82025-10-29
AMD MI300X ×847.61024419 ms9.8 ms—vllm · fp82025-10-29
NVIDIA B200 ×11,43815.712818.57 s63.9 ms—trt · fp42025-10-29
NVIDIA B200 ×11,32521.264413 ms47.1 ms—trt · fp42025-10-29
1NVIDIA B200 ×1NVIDIALlama-3.3-70B-Instruct-FP8 at 8K in, 1K out1,04734.032369 ms29.4 ms—trt · fp42025-10-29
NVIDIA B200 ×174248.916361 ms20.5 ms—trt · fp42025-10-29
NVIDIA B200 ×147962.58348 ms16.0 ms—trt · fp42025-10-29
NVIDIA B200 ×127773.04336 ms13.7 ms—trt · fp42025-10-29
AMD MI355X ×197115.564585 ms64.5 ms—vllm · fp42025-10-29
AMD MI355X ×174024.032545 ms41.6 ms—vllm · fp42025-10-29
2AMD MI355X ×1AMDLlama-3.3-70B-Instruct-FP8 at 8K in, 1K out51734.216612 ms29.3 ms—vllm · fp82025-10-29
AMD MI355X ×127036.181.54 s27.7 ms—vllm · fp82025-10-29
AMD MI355X ×118750.241.00 s19.9 ms—vllm · fp82025-10-29
NVIDIA H200 ×156512.3128133.10 s81.5 ms—trt · fp82025-10-29
NVIDIA H200 ×156412.36424.94 s81.2 ms—trt · fp82025-10-29
NVIDIA H200 ×151016.6321.04 s60.2 ms—trt · fp82025-10-29
NVIDIA H200 ×137725.0161.02 s40.0 ms—trt · fp82025-10-29
3NVIDIA H200 ×1NVIDIALlama-3.3-70B-Instruct-FP8 at 8K in, 1K out25734.18989 ms29.3 ms—trt · fp82025-10-29
NVIDIA H200 ×115541.44980 ms24.2 ms—trt · fp82025-10-29
AMD MI325X ×15188.3641.38 s120.5 ms—vllm · fp82025-10-29
AMD MI325X ×144114.3321.27 s69.8 ms—vllm · fp82025-10-29
AMD MI325X ×134222.8161.17 s43.9 ms—vllm · fp82025-10-29
AMD MI325X ×120126.982.12 s37.2 ms—vllm · fp82025-10-29
4AMD MI325X ×1AMDLlama-3.3-70B-Instruct-FP8 at 8K in, 1K out14137.941.53 s26.4 ms—vllm · fp82025-10-29
AMD MI300X ×13907.16415.36 s141.5 ms—vllm · fp82025-10-29
AMD MI300X ×135511.6321.56 s86.6 ms—vllm · fp82025-10-29
AMD MI300X ×128318.9161.40 s53.0 ms—vllm · fp82025-10-29
AMD MI300X ×117022.882.37 s43.9 ms—vllm · fp82025-10-29
5AMD MI300X ×1AMDLlama-3.3-70B-Instruct-FP8 at 8K in, 1K out11731.341.79 s31.9 ms—vllm · fp82025-10-29
NVIDIA B200 ×21,20619.3128456 ms51.7 ms—trt · fp42025-10-29
1NVIDIA B200 ×2NVIDIALlama-3.3-70B-Instruct-FP8 at 8K in, 1K out1,02332.864372 ms30.4 ms—trt · fp42025-10-29
NVIDIA B200 ×280352.332261 ms19.1 ms—trt · fp42025-10-29
NVIDIA B200 ×255072.816240 ms13.7 ms—trt · fp42025-10-29
NVIDIA B200 ×234890.98238 ms11.0 ms—trt · fp42025-10-29
NVIDIA B200 ×21941024232 ms9.8 ms—trt · fp42025-10-29
AMD MI355X ×262820.264471 ms49.6 ms—vllm · fp42025-10-29
2AMD MI355X ×2AMDLlama-3.3-70B-Instruct-FP8 at 8K in, 1K out49632.332416 ms30.9 ms—vllm · fp42025-10-29
AMD MI355X ×234545.716475 ms21.9 ms—vllm · fp82025-10-29
AMD MI355X ×219752.58897 ms19.1 ms—vllm · fp82025-10-29
AMD MI355X ×212667.44644 ms14.8 ms—vllm · fp82025-10-29
AMD MI355X ×211869.041.32 s14.5 ms—vllm · fp42025-10-29
NVIDIA H200 ×25618.91281.16 s111.8 ms—trt · fp82025-10-29
NVIDIA H200 ×251016.464817 ms61.2 ms—trt · fp82025-10-29
NVIDIA H200 ×243128.132669 ms35.6 ms—trt · fp82025-10-29
3NVIDIA H200 ×2NVIDIALlama-3.3-70B-Instruct-FP8 at 8K in, 1K out32743.516603 ms23.0 ms—trt · fp82025-10-29
NVIDIA H200 ×222158.68584 ms17.1 ms—trt · fp82025-10-29
NVIDIA H200 ×213370.94568 ms14.1 ms—trt · fp82025-10-29
NVIDIA H100 ×226519.06457.89 s52.6 ms—vllm · fp82025-10-29
NVIDIA H100 ×221628.516719 ms35.1 ms—vllm · fp82025-10-29
4NVIDIA H100 ×2NVIDIALlama-3.3-70B-Instruct-FP8 at 8K in, 1K out15139.58704 ms25.3 ms—vllm · fp82025-10-29
NVIDIA H100 ×291.348.34694 ms20.7 ms—vllm · fp82025-10-29
AMD MI325X ×22979.5641.31 s105.7 ms—vllm · fp82025-10-29
AMD MI325X ×227017.6321.26 s56.9 ms—vllm · fp82025-10-29
AMD MI325X ×221528.7161.18 s34.9 ms—vllm · fp82025-10-29
5AMD MI325X ×2AMDLlama-3.3-70B-Instruct-FP8 at 8K in, 1K out14639.481.58 s25.4 ms—vllm · fp82025-10-29
AMD MI325X ×210256.041.30 s17.9 ms—vllm · fp82025-10-29
AMD MI300X ×233710.7641.01 s93.1 ms—vllm · fp82025-10-29
AMD MI300X ×227918.132989 ms55.4 ms—vllm · fp82025-10-29
AMD MI300X ×221528.616934 ms35.0 ms—vllm · fp82025-10-29
6AMD MI300X ×2AMDLlama-3.3-70B-Instruct-FP8 at 8K in, 1K out13435.981.45 s27.9 ms—vllm · fp82025-10-29
AMD MI300X ×288.247.641.20 s21.0 ms—vllm · fp82025-10-29
NVIDIA B200 ×487528.0128347 ms35.7 ms—trt · fp42025-10-29
1NVIDIA B200 ×4NVIDIALlama-3.3-70B-Instruct-FP8 at 8K in, 1K out74047.664247 ms21.0 ms—trt · fp42025-10-29
NVIDIA B200 ×456173.232190 ms13.7 ms—trt · fp42025-10-29
NVIDIA B200 ×437810016183 ms10.0 ms—trt · fp42025-10-29
NVIDIA B200 ×42281198183 ms8.4 ms—trt · fp42025-10-29
NVIDIA B200 ×41251314182 ms7.6 ms—trt · fp42025-10-29
2AMD MI355X ×4AMDLlama-3.3-70B-Instruct-FP8 at 8K in, 1K out49331.764446 ms31.6 ms—vllm · fp42025-10-29
AMD MI355X ×436747.832308 ms20.9 ms—vllm · fp82025-10-29
AMD MI355X ×425366.916281 ms14.9 ms—vllm · fp82025-10-29
AMD MI355X ×414878.18487 ms12.8 ms—vllm · fp82025-10-29
AMD MI355X ×491.096.54372 ms10.4 ms—vllm · fp82025-10-29
NVIDIA H200 ×445614.6128723 ms68.6 ms—trt · fp82025-10-29
NVIDIA H200 ×440626.164558 ms38.3 ms—trt · fp82025-10-29
3NVIDIA H200 ×4NVIDIALlama-3.3-70B-Instruct-FP8 at 8K in, 1K out33844.132399 ms22.7 ms—trt · fp82025-10-29
NVIDIA H200 ×425066.416384 ms15.1 ms—trt · fp82025-10-29
NVIDIA H200 ×417089.98384 ms11.1 ms—trt · fp82025-10-29
NVIDIA H200 ×499.91074371 ms9.4 ms—trt · fp82025-10-29
NVIDIA H100 ×428518.264466 ms55.0 ms—vllm · fp82025-10-29
NVIDIA H100 ×423129.832451 ms33.6 ms—vllm · fp82025-10-29
4NVIDIA H100 ×4NVIDIALlama-3.3-70B-Instruct-FP8 at 8K in, 1K out17846.916427 ms21.3 ms—vllm · fp82025-10-29
NVIDIA H100 ×412062.78408 ms15.9 ms—vllm · fp82025-10-29
NVIDIA H100 ×471.074.74406 ms13.4 ms—vllm · fp82025-10-29
AMD MI300X ×428518.264637 ms55.0 ms—vllm · fp82025-10-29
AMD MI300X ×422529.332590 ms34.1 ms—vllm · fp82025-10-29
5AMD MI300X ×4AMDLlama-3.3-70B-Instruct-FP8 at 8K in, 1K out17746.816551 ms21.4 ms—vllm · fp82025-10-29
AMD MI300X ×411159.28823 ms16.9 ms—vllm · fp82025-10-29
AMD MI300X ×475.481.14648 ms12.3 ms—vllm · fp82025-10-29
AMD MI325X ×425516.4641.16 s61.1 ms—vllm · fp82025-10-29
AMD MI325X ×421928.532674 ms35.1 ms—vllm · fp82025-10-29
6AMD MI325X ×4AMDLlama-3.3-70B-Instruct-FP8 at 8K in, 1K out15842.216643 ms23.7 ms—vllm · fp82025-10-29
AMD MI325X ×498.552.58844 ms19.1 ms—vllm · fp82025-10-29
AMD MI325X ×467.472.74702 ms13.8 ms—vllm · fp82025-10-29
1NVIDIA B300 ×8NVIDIAMiniMax-M2.5 at 8K in, 1K out3,76030.9512360 ms32.3 ms—dynamo-vllm · fp4 · disaggregated · multi-nodevllm/vllm-openai:v0.20.12026-06-03
NVIDIA B300 ×83,32736.6384334 ms27.4 ms—dynamo-vllm · fp4 · disaggregated · multi-node2026-06-03
NVIDIA B300 ×81441504123 ms6.7 ms—trt · fp42026-06-12
NVIDIA B300 ×888.4186496 ms5.4 ms—vllm · fp42026-06-04
2NVIDIA GB300 ×8NVIDIAMiniMax-M2.5 at 8K in, 1K out2,83846.9256320 ms21.3 ms—dynamo-vllm · fp4 · disaggregated · multi-nodevllm/vllm-openai:v0.20.12026-06-03
3AMD MI355X ×8AMDMiniMax-M2.5 at 8K in, 1K out15086.216159 ms11.6 ms—atom · fp4rocm/atom:rocm7.2.2_ubuntu24.04_py3.12_pytorch_release_2.10.0_atom0.1.2.post2026-04-30
AMD MI355X ×884.589.88131 ms11.1 ms—atom · fp42026-04-30
AMD MI355X ×853.91134152 ms8.9 ms—atom · fp42026-04-30
4NVIDIA B200 ×8NVIDIAMiniMax-M2.5 at 8K in, 1K out1411484143 ms6.8 ms—trt · fp4nvcr.io/nvidia/tensorrt-llm/release:1.3.0rc182026-06-13
NVIDIA B200 ×887.21844126 ms5.4 ms—vllm · fp42026-06-04
NVIDIA B300 ×12,26619.525653.04 s51.2 ms—vllm · fp42026-06-04
NVIDIA B300 ×12,25619.51282.89 s51.2 ms—vllm · fp42026-06-04
1NVIDIA B300 ×1NVIDIAMiniMax-M2.5 at 8K in, 1K out1,89530.364223 ms33.1 ms—vllm · fp4vllm/vllm-openai:v0.21.02026-06-04
NVIDIA B300 ×11,44246.632191 ms21.5 ms—vllm · fp42026-06-04
NVIDIA B300 ×11,08270.216167 ms14.2 ms—vllm · fp42026-06-04
NVIDIA B300 ×176999.78166 ms10.0 ms—vllm · fp42026-06-04
NVIDIA B300 ×15061334157 ms7.5 ms—vllm · fp42026-06-04
2NVIDIA B200 ×1NVIDIAMiniMax-M2.5 at 8K in, 1K out1,35243.532233 ms23.0 ms—trt · fp4nvcr.io/nvidia/tensorrt-llm/release:1.3.0rc182026-06-13
NVIDIA B200 ×11,35145.0256151.75 s22.2 ms—vllm · fp42026-06-04
NVIDIA B200 ×11,35145.732744 ms21.9 ms—vllm · fp42026-06-04
NVIDIA B200 ×11,08270.216196 ms14.2 ms—vllm · fp42026-06-04
NVIDIA B200 ×1765100.08190 ms10.0 ms—vllm · fp42026-06-04
NVIDIA B200 ×14971304182 ms7.7 ms—vllm · fp42026-06-04
AMD MI355X ×11,95715.6128354 ms64.3 ms—atom · fp42026-04-30
AMD MI355X ×11,48523.764238 ms42.2 ms—atom · fp42026-04-30
3AMD MI355X ×1AMDMiniMax-M2.5 at 8K in, 1K out1,17237.632243 ms26.6 ms—atom · fp4rocm/atom:rocm7.2.2_ubuntu24.04_py3.12_pytorch_release_2.10.0_atom0.1.2.post2026-04-30
AMD MI355X ×183054.116232 ms18.5 ms—atom · fp42026-04-30
AMD MI355X ×156473.18207 ms13.7 ms—vllm · fp42026-06-08
AMD MI355X ×137397.24178 ms10.3 ms—vllm · fp42026-06-08
NVIDIA B300 ×21,63413.1256473 ms76.6 ms—vllm · fp82026-05-18
NVIDIA B300 ×21,33721.4128339 ms46.7 ms—vllm · fp82026-05-18
1NVIDIA B300 ×2NVIDIAMiniMax-M2.5 at 8K in, 1K out1,03133.164231 ms30.2 ms—vllm · fp8vllm/vllm-openai:v0.21.02026-05-18
NVIDIA B200 ×21,15424.1512162.48 s41.4 ms—vllm · fp82026-05-31
2NVIDIA B200 ×2NVIDIAMiniMax-M2.5 at 8K in, 1K out1,01632.664240 ms30.7 ms—vllm · fp8vllm/vllm-openai:v0.22.02026-05-31
NVIDIA B200 ×274548.432219 ms20.6 ms—vllm · fp82026-05-31
NVIDIA B200 ×251567.316214 ms14.8 ms—vllm · fp82026-05-31
NVIDIA B200 ×235291.48209 ms10.9 ms—vllm · fp82026-05-31
NVIDIA B200 ×22131114208 ms9.0 ms—vllm · fp82026-05-31
AMD MI355X ×21,28010.2256584 ms98.4 ms—atom · fp42026-04-30
AMD MI355X ×21,16418.6128488 ms53.6 ms—atom · fp42026-04-30
3AMD MI355X ×2AMDMiniMax-M2.5 at 8K in, 1K out96630.964349 ms32.4 ms—atom · fp4rocm/atom:rocm7.2.2_ubuntu24.04_py3.12_pytorch_release_2.10.0_atom0.1.2.post2026-04-30
AMD MI355X ×270646.332296 ms21.6 ms—atom · fp42026-04-30
AMD MI355X ×249865.816278 ms15.2 ms—atom · fp42026-04-30
AMD MI355X ×232985.58220 ms11.7 ms—vllm · fp42026-06-08
AMD MI355X ×21971034220 ms9.7 ms—vllm · fp42026-06-08
AMD MI325X ×243013.864605 ms72.5 ms—vllm · fp82026-05-30
AMD MI325X ×236623.832547 ms42.0 ms—vllm · fp82026-05-30
4AMD MI325X ×2AMDMiniMax-M2.5 at 8K in, 1K out28237.116533 ms27.0 ms—vllm · fp8vllm/vllm-openai-rocm:v0.22.02026-05-30
AMD MI325X ×220954.98505 ms18.2 ms—vllm · fp82026-05-30
AMD MI325X ×213671.94500 ms13.9 ms—vllm · fp82026-05-30
AMD MI300X ×22317.1641.85 s140.3 ms—vllm · fp82026-05-18
AMD MI300X ×221113.3321.68 s75.2 ms—vllm · fp82026-05-18
AMD MI300X ×217522.7161.59 s44.1 ms—vllm · fp82026-05-18
5AMD MI300X ×2AMDMiniMax-M2.5 at 8K in, 1K out16543.981.05 s22.8 ms—vllm · fp8vllm/vllm-openai-rocm:v0.21.02026-05-18
AMD MI300X ×212265.44784 ms15.3 ms—vllm · fp82026-05-18
NVIDIA B300 ×42,43114.751233.46 s67.8 ms—trt · fp42026-06-12
NVIDIA B300 ×42,27318.72561.43 s53.6 ms—trt · fp42026-06-12
1NVIDIA B300 ×4NVIDIAMiniMax-M2.5 at 8K in, 1K out1,84430.3128987 ms33.0 ms—trt · fp4nvcr.io/nvidia/tensorrt-llm/release:1.3.0rc182026-06-12
NVIDIA B300 ×485755.932420 ms17.9 ms—dynamo-vllm · fp8 · disaggregated · multi-node2026-06-04
NVIDIA B300 ×42841478111 ms6.8 ms—vllm · fp42026-06-04
NVIDIA B300 ×41631704108 ms5.9 ms—vllm · fp42026-06-04
NVIDIA B200 ×42,03621.325611.57 s47.0 ms—trt · fp42026-06-13
NVIDIA B200 ×41,83829.3128271 ms34.1 ms—vllm · fp42026-06-04
2NVIDIA B200 ×4NVIDIAMiniMax-M2.5 at 8K in, 1K out1,01932.9128278 ms30.4 ms—vllm · fp8vllm/vllm-openai:v0.22.02026-05-31
NVIDIA B200 ×473747.964225 ms20.9 ms—vllm · fp82026-05-31
NVIDIA B200 ×451867.732160 ms14.8 ms—vllm · fp82026-05-31
NVIDIA B200 ×434891.116153 ms11.0 ms—vllm · fp82026-05-31
NVIDIA B200 ×42841488124 ms6.7 ms—vllm · fp42026-06-04
NVIDIA B200 ×41611694124 ms5.9 ms—vllm · fp42026-06-04
3NVIDIA GB300 ×4NVIDIAMiniMax-M2.5 at 8K in, 1K out87957.332428 ms17.5 ms—dynamo-vllm · fp8 · disaggregated · multi-nodevllm/vllm-openai:v0.20.12026-06-03
AMD MI355X ×41,0438.4256938 ms119.0 ms—vllm · fp82026-05-31
AMD MI355X ×492814.8256481 ms67.5 ms—atom · fp82026-05-03
AMD MI355X ×482126.4128358 ms37.9 ms—atom · fp42026-04-30
4AMD MI355X ×4AMDMiniMax-M2.5 at 8K in, 1K out63240.964318 ms24.4 ms—atom · fp4rocm/atom:rocm7.2.2_ubuntu24.04_py3.12_pytorch_release_2.10.0_atom0.1.2.post2026-04-30
AMD MI355X ×445058.832171 ms17.0 ms—vllm · fp42026-06-08
AMD MI355X ×429778.416164 ms12.8 ms—vllm · fp42026-06-08
AMD MI355X ×419098.68161 ms10.1 ms—vllm · fp42026-06-08
AMD MI355X ×41171224165 ms8.2 ms—vllm · fp42026-06-08
NVIDIA H200 ×467510.8256687 ms93.0 ms—vllm · fp82026-06-05
NVIDIA H200 ×456017.9128468 ms55.8 ms—vllm · fp82026-06-05
NVIDIA H200 ×443127.664311 ms36.2 ms—vllm · fp82026-06-05
5NVIDIA H200 ×4NVIDIAMiniMax-M2.5 at 8K in, 1K out32241.832271 ms23.9 ms—vllm · fp8vllm/vllm-openai:v0.22.02026-06-05
NVIDIA H200 ×423862.516252 ms16.0 ms—vllm · fp82026-06-05
NVIDIA H200 ×416485.98241 ms11.6 ms—vllm · fp82026-06-05
NVIDIA H200 ×499.81064235 ms9.4 ms—vllm · fp82026-06-05
NVIDIA H200 ×457.21182239 ms8.5 ms—vllm · fp82026-06-05
NVIDIA H200 ×431.81321225 ms7.6 ms—vllm · fp82026-06-05
AMD MI300X ×421413.4641.08 s74.4 ms—vllm · fp82026-05-18
AMD MI300X ×418423.432914 ms42.7 ms—vllm · fp82026-05-18
6AMD MI300X ×4AMDMiniMax-M2.5 at 8K in, 1K out14337.216884 ms26.9 ms—vllm · fp8vllm/vllm-openai-rocm:v0.21.02026-05-18
AMD MI300X ×412063.28607 ms15.8 ms—vllm · fp82026-05-18
AMD MI300X ×479.684.64460 ms11.8 ms—vllm · fp82026-05-18
1NVIDIA B300 ×16NVIDIAMiniMax-M2.5 at 8K in, 1K out1,36645.6128952 ms21.9 ms—trt · fp4nvcr.io/nvidia/tensorrt-llm/release:1.3.0rc182026-06-12
NVIDIA B300 ×1680.91694104 ms5.9 ms—trt · fp42026-06-12
AMD MI355X ×169097.45121.17 s135.7 ms—vllm · fp82026-05-31
AMD MI355X ×1680513.1256626 ms76.2 ms—vllm · fp82026-05-31
AMD MI355X ×1668622.5128439 ms44.4 ms—vllm · fp82026-05-31
2AMD MI355X ×16AMDMiniMax-M2.5 at 8K in, 1K out52234.464210 ms29.1 ms—vllm · fp8vllm/vllm-openai-rocm:v0.22.02026-05-31
AMD MI355X ×1640053.432234 ms18.7 ms—vllm · fp82026-05-31
AMD MI355X ×1625367.616196 ms14.8 ms—vllm · fp82026-05-31
AMD MI355X ×1616386.48229 ms11.6 ms—vllm · fp82026-05-31
AMD MI355X ×1691.496.44225 ms10.4 ms—vllm · fp82026-05-31
NVIDIA B200 ×162,11918.3102459.47 s54.7 ms—trt · fp42026-06-13
NVIDIA B200 ×161,77629.52561.38 s33.9 ms—trt · fp42026-06-13
3NVIDIA B200 ×16NVIDIAMiniMax-M2.5 at 8K in, 1K out79.01654120 ms6.1 ms—trt · fp4nvcr.io/nvidia/tensorrt-llm/release:1.3.0rc182026-06-13
—AMD MI355X ×24AMDMiniMax-M2.5 at 8K in, 1K out31317.151223.61 s58.4 ms—vllm-disagg · fp8 · disaggregated · multi-nodevllm/vllm-openai-rocm:nightly-a6682d1d259cca69a9ae737ea5608fbbe75200312026-05-28
AMD MI325X ×6436712.0256619 ms83.2 ms—vllm · fp82026-05-30
AMD MI325X ×6432821.5128393 ms46.5 ms—vllm · fp82026-05-30
1AMD MI325X ×64AMDMiniMax-M2.5 at 8K in, 1K out27135.664318 ms28.1 ms—vllm · fp8vllm/vllm-openai-rocm:v0.22.02026-05-30
AMD MI325X ×6419952.532217 ms19.1 ms—vllm · fp82026-05-30
AMD MI325X ×6413068.816214 ms14.5 ms—vllm · fp82026-05-30
AMD MI325X ×6482.986.78207 ms11.5 ms—vllm · fp82026-05-30
AMD MI325X ×6447.499.74205 ms10.0 ms—vllm · fp82026-05-30
NVIDIA H100 ×6432821.0128369 ms47.7 ms—vllm · fp82026-06-04
2NVIDIA H100 ×64NVIDIAMiniMax-M2.5 at 8K in, 1K out25833.164323 ms30.2 ms—vllm · fp8vllm/vllm-openai:v0.22.02026-06-04
NVIDIA H100 ×6419149.632238 ms20.2 ms—vllm · fp82026-06-04
NVIDIA H100 ×6413269.316225 ms14.4 ms—vllm · fp82026-06-04
NVIDIA H100 ×6487.190.88218 ms11.0 ms—vllm · fp82026-06-04
NVIDIA H100 ×6453.11114214 ms9.0 ms—vllm · fp82026-06-04
3AMD MI355X ×64AMDMiniMax-M2.5 at 8K in, 1K out23.998.22214 ms10.2 ms—vllm · fp8vllm/vllm-openai-rocm:v0.22.02026-05-31
1NVIDIA B300 ×8NVIDIAMiniMax-M3 at 8K in, 1K out3,10139.04096275.16 s25.7 ms—dynamo-vllm · fp4 · disaggregated · multi-nodevllm/vllm-openai:nightly-5e35a6f4f9bbc217c599692157ca985c894373f72026-08-04
NVIDIA B300 ×82,82910151230.33 s9.9 ms—dynamo-vllm · fp4 · mtp · disaggregated · multi-node2026-08-04
NVIDIA B300 ×82,20498.525610.61 s10.2 ms—dynamo-vllm · fp4 · mtp · disaggregated · multi-node2026-08-04
NVIDIA B300 ×844663.264199 ms15.8 ms—vllm · fp8 · mtp2026-07-29
NVIDIA B300 ×838048.564185 ms20.6 ms—vllm · fp82026-07-27
NVIDIA B300 ×837310832186 ms9.3 ms—vllm · fp8 · mtp2026-07-29
NVIDIA B300 ×829476.032164 ms13.2 ms—vllm · fp82026-07-27
NVIDIA B300 ×826615416173 ms6.5 ms—vllm · fp8 · mtp2026-07-29
NVIDIA B300 ×82302738157 ms3.7 ms—vllm · fp4 · mtp2026-07-29
NVIDIA B300 ×820610716157 ms9.3 ms—vllm · fp82026-07-27
NVIDIA B300 ×81962308167 ms4.3 ms—vllm · fp8 · mtp2026-07-29
NVIDIA B300 ×81463274154 ms3.1 ms—vllm · fp4 · mtp2026-07-29
NVIDIA B300 ×81411468154 ms6.8 ms—vllm · fp82026-07-27
NVIDIA B300 ×81333004170 ms3.3 ms—vllm · fp8 · mtp2026-07-29
NVIDIA B300 ×886.13992152 ms2.5 ms—vllm · fp4 · mtp2026-07-29
NVIDIA B300 ×884.41774151 ms5.7 ms—vllm · fp82026-07-27
NVIDIA B300 ×881.23692159 ms2.7 ms—vllm · fp8 · mtp2026-07-29
NVIDIA B300 ×854.72272145 ms4.4 ms—vllm · fp42026-08-04
NVIDIA B300 ×852.64631143 ms2.2 ms—vllm · fp4 · mtp2026-07-29
NVIDIA B300 ×849.92072153 ms4.8 ms—vllm · fp82026-07-27
NVIDIA B300 ×846.54711147 ms2.1 ms—vllm · fp8 · mtp2026-07-29
NVIDIA B300 ×829.22421141 ms4.1 ms—vllm · fp42026-08-04
NVIDIA B300 ×827.02231145 ms4.5 ms—vllm · fp82026-07-27
2AMD MI355X ×8AMDMiniMax-M3 at 8K in, 1K out1,96839.22564.73 s25.5 ms—mooncake-atom · fp4 · disaggregated · multi-noderocm/atom-dev:nightly_2026070115302026-07-10
AMD MI355X ×81,64829.92562.56 s33.4 ms—mooncake-atom · fp8 · disaggregated · multi-node2026-07-10
AMD MI355X ×81,50733.02569.33 s30.3 ms—vllm-disagg · fp4 · disaggregated · multi-node2026-08-04
AMD MI355X ×81,50452.1128754 ms19.2 ms—mooncake-atom · fp4 · disaggregated · multi-node2026-07-10
AMD MI355X ×81,32528.651254.28 s35.0 ms—vllm-disagg · fp8 · disaggregated · multi-node2026-07-13
AMD MI355X ×81,29028.625611.17 s34.9 ms—vllm-disagg · fp8 · disaggregated · multi-node2026-07-13
AMD MI355X ×81,28744.6128911 ms22.4 ms—vllm-disagg · fp4 · disaggregated · multi-node2026-08-04
AMD MI355X ×81,14238.7128647 ms25.8 ms—mooncake-atom · fp8 · disaggregated · multi-node2026-07-10
AMD MI355X ×81,03735.71281.02 s28.0 ms—vllm-disagg · fp8 · disaggregated · multi-node2026-07-13
AMD MI355X ×81,03070.264486 ms14.2 ms—mooncake-atom · fp4 · disaggregated · multi-node2026-07-10
AMD MI355X ×887460.064556 ms16.7 ms—vllm-disagg · fp4 · disaggregated · multi-node2026-08-04
AMD MI355X ×875350.964535 ms19.7 ms—mooncake-atom · fp8 · disaggregated · multi-node2026-07-10
AMD MI355X ×869547.064579 ms21.3 ms—vllm-disagg · fp8 · disaggregated · multi-node2026-07-13
AMD MI355X ×864888.832385 ms11.3 ms—mooncake-atom · fp4 · disaggregated · multi-node2026-07-10
AMD MI355X ×855475.632440 ms13.2 ms—vllm-disagg · fp4 · disaggregated · multi-node2026-08-04
AMD MI355X ×848565.432443 ms15.3 ms—mooncake-atom · fp8 · disaggregated · multi-node2026-07-10
AMD MI355X ×844159.532442 ms16.8 ms—vllm-disagg · fp8 · disaggregated · multi-node2026-07-13
AMD MI355X ×840411016338 ms9.1 ms—mooncake-atom · fp4 · disaggregated · multi-node2026-07-10
AMD MI355X ×835797.416358 ms10.3 ms—vllm-disagg · fp4 · disaggregated · multi-node2026-08-04
AMD MI355X ×831083.016371 ms12.0 ms—mooncake-atom · fp8 · disaggregated · multi-node2026-07-10
AMD MI355X ×829642.164557 ms23.7 ms—vllm · fp4 · mtp2026-07-02
AMD MI355X ×828777.516379 ms12.9 ms—vllm-disagg · fp8 · disaggregated · multi-node2026-07-13
AMD MI355X ×826174.632318 ms13.4 ms—vllm · fp4 · mtp2026-07-02
AMD MI355X ×82391298327 ms7.8 ms—mooncake-atom · fp4 · disaggregated · multi-node2026-07-10
AMD MI355X ×82131148333 ms8.8 ms—vllm-disagg · fp4 · disaggregated · multi-node2026-08-04
AMD MI355X ×81961048345 ms9.6 ms—mooncake-atom · fp8 · disaggregated · multi-node2026-07-10
AMD MI355X ×819211116288 ms9.0 ms—vllm · fp4 · mtp2026-07-02
AMD MI355X ×817894.68349 ms10.6 ms—vllm-disagg · fp8 · disaggregated · multi-node2026-07-13
AMD MI355X ×81321434327 ms7.0 ms—mooncake-atom · fp4 · disaggregated · multi-node2026-07-10
AMD MI355X ×81261364328 ms7.3 ms—vllm-disagg · fp4 · disaggregated · multi-node2026-08-04
AMD MI355X ×81231458265 ms6.9 ms—vllm · fp4 · mtp2026-07-02
AMD MI355X ×81181274342 ms7.8 ms—mooncake-atom · fp8 · disaggregated · multi-node2026-07-10
AMD MI355X ×81051134350 ms8.8 ms—vllm-disagg · fp8 · disaggregated · multi-node2026-07-13
AMD MI355X ×886.41964258 ms5.1 ms—vllm · fp4 · mtp2026-07-02
AMD MI355X ×872.81562320 ms6.4 ms—mooncake-atom · fp4 · disaggregated · multi-node2026-07-10
AMD MI355X ×871.91522328 ms6.6 ms—vllm-disagg · fp4 · disaggregated · multi-node2026-08-04
AMD MI355X ×866.21422346 ms7.1 ms—mooncake-atom · fp8 · disaggregated · multi-node2026-07-10
AMD MI355X ×858.61232345 ms8.1 ms—vllm-disagg · fp8 · disaggregated · multi-node2026-07-13
AMD MI355X ×849.22212246 ms4.5 ms—vllm · fp4 · mtp2026-07-02
AMD MI355X ×838.81641315 ms6.1 ms—vllm-disagg · fp4 · disaggregated · multi-node2026-08-04
AMD MI355X ×838.71651321 ms6.0 ms—mooncake-atom · fp4 · disaggregated · multi-node2026-07-10
AMD MI355X ×834.91481341 ms6.7 ms—mooncake-atom · fp8 · disaggregated · multi-node2026-07-10
AMD MI355X ×830.91301345 ms7.7 ms—vllm-disagg · fp8 · disaggregated · multi-node2026-07-13
AMD MI355X ×827.92521233 ms4.0 ms—vllm · fp4 · mtp2026-07-02
3NVIDIA B200 ×8NVIDIAMiniMax-M3 at 8K in, 1K out1,67978.751254.81 s12.7 ms—dynamo-vllm · fp4 · mtp · disaggregated · multi-nodevllm/vllm-openai:nightly-5e35a6f4f9bbc217c599692157ca985c894373f72026-08-04
NVIDIA B200 ×81,67661.751251.43 s16.2 ms—dynamo-vllm · fp4 · mtp · disaggregated · multi-node2026-08-04
NVIDIA B200 ×81,65181.125621.21 s12.3 ms—dynamo-vllm · fp4 · mtp · disaggregated · multi-node2026-08-04
NVIDIA B200 ×81,64492.619214.61 s10.8 ms—dynamo-vllm · fp4 · mtp · disaggregated · multi-node2026-08-04
NVIDIA B200 ×81,61766.425618.23 s15.1 ms—dynamo-vllm · fp4 · mtp · disaggregated · multi-node2026-08-04
NVIDIA B200 ×841459.064357 ms17.0 ms—vllm · fp8 · mtp2026-07-29
NVIDIA B200 ×834744.064342 ms22.7 ms—vllm · fp82026-07-27
NVIDIA B200 ×831589.932242 ms11.1 ms—vllm · fp8 · mtp2026-07-29
NVIDIA B200 ×827069.532224 ms14.4 ms—vllm · fp82026-07-27
NVIDIA B200 ×824414516223 ms6.9 ms—vllm · fp8 · mtp2026-07-29
NVIDIA B200 ×82062458222 ms4.1 ms—vllm · fp4 · mtp2026-07-29
NVIDIA B200 ×819210016214 ms10.0 ms—vllm · fp82026-07-27
NVIDIA B200 ×81832208215 ms4.5 ms—vllm · fp8 · mtp2026-07-29
NVIDIA B200 ×81323364211 ms3.0 ms—vllm · fp4 · mtp2026-07-29
NVIDIA B200 ×81301368211 ms7.4 ms—vllm · fp82026-07-27
NVIDIA B200 ×81242864216 ms3.5 ms—vllm · fp8 · mtp2026-07-29
NVIDIA B200 ×890.34612217 ms2.2 ms—vllm · fp4 · mtp2026-07-29
NVIDIA B200 ×881.21724214 ms5.8 ms—vllm · fp82026-07-27
NVIDIA B200 ×880.54322224 ms2.3 ms—vllm · fp8 · mtp2026-07-29
NVIDIA B200 ×856.95731197 ms1.7 ms—vllm · fp4 · mtp2026-07-29
NVIDIA B200 ×852.22202215 ms4.5 ms—vllm · fp42026-08-04
NVIDIA B200 ×848.52032218 ms4.9 ms—vllm · fp82026-07-27
NVIDIA B200 ×846.84151207 ms2.4 ms—vllm · fp8 · mtp2026-07-29
NVIDIA B200 ×826.42221206 ms4.5 ms—vllm · fp82026-07-27
NVIDIA B200 ×810.221.441.03 s46.8 ms—vllm · fp42026-08-04
NVIDIA B200 ×85.443.21931 ms23.2 ms—vllm · fp42026-08-04
NVIDIA H200 ×821515.4128945 ms65.1 ms—vllm · fp8 · mtp2026-06-13
NVIDIA H200 ×820112.9128836 ms77.8 ms—vllm · fp82026-06-15
NVIDIA H200 ×819527.464825 ms36.5 ms—vllm · fp8 · mtp2026-06-13
NVIDIA H200 ×816621.364751 ms46.9 ms—vllm · fp82026-06-15
4NVIDIA H200 ×8NVIDIAMiniMax-M3 at 8K in, 1K out16246.632500 ms21.5 ms—vllm · fp8 · mtpvllm/vllm-openai:minimax-m32026-06-13
NVIDIA H200 ×813735.732468 ms28.0 ms—vllm · fp82026-06-15
NVIDIA H200 ×812974.616471 ms13.4 ms—vllm · fp8 · mtp2026-06-13
NVIDIA H200 ×810354.516454 ms18.4 ms—vllm · fp82026-06-15
NVIDIA H200 ×81011178456 ms8.5 ms—vllm · fp8 · mtp2026-06-13
NVIDIA H200 ×874.779.18435 ms12.6 ms—vllm · fp82026-06-15
NVIDIA H200 ×872.91744451 ms5.7 ms—vllm · fp8 · mtp2026-06-13
NVIDIA H200 ×849.11064436 ms9.4 ms—vllm · fp82026-06-15
NVIDIA H200 ×847.42242449 ms4.5 ms—vllm · fp8 · mtp2026-06-13
NVIDIA H200 ×835.53391433 ms2.9 ms—vllm · fp8 · mtp2026-06-13
NVIDIA H200 ×830.61312448 ms7.6 ms—vllm · fp82026-06-15
NVIDIA H200 ×817.11461440 ms6.8 ms—vllm · fp82026-06-15
5NVIDIA H100 ×8NVIDIAMiniMax-M3 at 8K in, 1K out12947.1326.73 s21.2 ms—vllm · fp8 · mtpvllm/vllm-openai:minimax-m32026-06-13
NVIDIA H100 ×812231.732476 ms31.6 ms—vllm · fp82026-06-15
NVIDIA H100 ×812225.26426.90 s39.7 ms—vllm · fp82026-06-15
NVIDIA H100 ×811945.56439.14 s22.0 ms—vllm · fp8 · mtp2026-06-13
NVIDIA H100 ×811567.716521 ms14.8 ms—vllm · fp8 · mtp2026-06-13
NVIDIA H100 ×893.649.416489 ms20.2 ms—vllm · fp82026-06-15
NVIDIA H100 ×890.31048497 ms9.6 ms—vllm · fp8 · mtp2026-06-13
NVIDIA H100 ×868.272.38476 ms13.8 ms—vllm · fp82026-06-15
NVIDIA H100 ×866.21614479 ms6.2 ms—vllm · fp8 · mtp2026-06-13
NVIDIA H100 ×847.22212479 ms4.5 ms—vllm · fp8 · mtp2026-06-13
NVIDIA H100 ×846.199.34467 ms10.1 ms—vllm · fp82026-06-15
NVIDIA H100 ×829.71272459 ms7.9 ms—vllm · fp82026-06-15
NVIDIA H100 ×826.12361439 ms4.2 ms—vllm · fp8 · mtp2026-06-13
NVIDIA H100 ×812.511311.09 s8.8 ms—vllm · fp82026-06-15
AMD MI300X ×81927.725623.74 s129.4 ms—vllm · fp82026-07-08
AMD MI300X ×818011.5128774 ms87.3 ms—vllm · fp82026-07-08
AMD MI300X ×813819.864801 ms50.5 ms—vllm · fp8 · mtp2026-06-19
AMD MI300X ×813216.864490 ms59.4 ms—vllm · fp82026-07-08
6AMD MI300X ×8AMDMiniMax-M3 at 8K in, 1K out11634.332611 ms29.1 ms—vllm · fp8 · mtpvllm/vllm-openai-rocm:nightly-b53b1c7ffe7aebdafd0876350f30e51d1226c92a2026-06-19
AMD MI300X ×811429.632427 ms33.8 ms—vllm · fp82026-07-08
AMD MI300X ×883.243.716416 ms22.9 ms—vllm · fp82026-07-08
AMD MI300X ×878.544.716553 ms22.4 ms—vllm · fp8 · mtp2026-06-19
AMD MI300X ×868.280.68520 ms12.4 ms—vllm · fp8 · mtp2026-06-19
AMD MI300X ×859.462.08392 ms16.1 ms—vllm · fp82026-07-08
AMD MI300X ×846.71074507 ms9.3 ms—vllm · fp8 · mtp2026-06-19
AMD MI300X ×838.481.24394 ms12.3 ms—vllm · fp82026-07-08
AMD MI300X ×830.31452496 ms6.9 ms—vllm · fp8 · mtp2026-06-19
AMD MI300X ×822.593.82384 ms10.7 ms—vllm · fp82026-07-08
AMD MI300X ×819.21621476 ms6.2 ms—vllm · fp8 · mtp2026-06-19
AMD MI300X ×811.797.51373 ms10.3 ms—vllm · fp82026-07-08
AMD MI325X ×816110.3128846 ms97.2 ms—vllm · fp82026-06-14
AMD MI325X ×814110.01281.44 s99.9 ms—vllm · fp8 · mtp2026-06-14
AMD MI325X ×813519.464774 ms51.7 ms—vllm · fp8 · mtp2026-06-14
AMD MI325X ×812716.364498 ms61.4 ms—vllm · fp82026-06-14
7AMD MI325X ×8AMDMiniMax-M3 at 8K in, 1K out11633.332570 ms30.0 ms—vllm · fp8 · mtpvllm/vllm-openai-rocm:minimax-m32026-06-14
AMD MI325X ×810727.632481 ms36.2 ms—vllm · fp82026-06-14
AMD MI325X ×882.646.616521 ms21.4 ms—vllm · fp8 · mtp2026-06-14
AMD MI325X ×880.042.116452 ms23.8 ms—vllm · fp82026-06-14
AMD MI325X ×865.976.48475 ms13.1 ms—vllm · fp8 · mtp2026-06-14
AMD MI325X ×857.560.28438 ms16.6 ms—vllm · fp82026-06-14
AMD MI325X ×846.51134477 ms8.9 ms—vllm · fp8 · mtp2026-06-14
AMD MI325X ×836.878.04434 ms12.8 ms—vllm · fp82026-06-14
AMD MI325X ×828.61392459 ms7.2 ms—vllm · fp8 · mtp2026-06-14
AMD MI325X ×821.790.62431 ms11.0 ms—vllm · fp82026-06-14
AMD MI325X ×816.91601433 ms6.3 ms—vllm · fp8 · mtp2026-06-14
AMD MI325X ×811.394.31416 ms10.6 ms—vllm · fp82026-06-14
NVIDIA B300 ×21,66213.2256528 ms75.5 ms—vllm · fp42026-08-04
NVIDIA B300 ×21,42420.825629.07 s48.0 ms—vllm · fp4 · mtp2026-07-29
NVIDIA B300 ×21,38326.4128466 ms37.9 ms—vllm · fp4 · mtp2026-07-29
1NVIDIA B300 ×2NVIDIAMiniMax-M3 at 8K in, 1K out1,06134.064245 ms29.4 ms—vllm · fp4vllm/vllm-openai:nightly-5e35a6f4f9bbc217c599692157ca985c894373f72026-08-04
NVIDIA B300 ×298869.032234 ms14.5 ms—vllm · fp4 · mtp2026-07-29
NVIDIA B300 ×274910916227 ms9.2 ms—vllm · fp4 · mtp2026-07-29
NVIDIA B300 ×25411598222 ms6.3 ms—vllm · fp4 · mtp2026-07-29
NVIDIA B300 ×23432034218 ms4.9 ms—vllm · fp4 · mtp2026-07-29
NVIDIA B300 ×22582942208 ms3.4 ms—vllm · fp4 · mtp2026-07-29
NVIDIA B300 ×21443221198 ms3.1 ms—vllm · fp4 · mtp2026-07-29
NVIDIA B200 ×21,29320.7128437 ms48.4 ms—vllm · fp42026-08-04
2NVIDIA B200 ×2NVIDIAMiniMax-M3 at 8K in, 1K out1,02832.964270 ms30.4 ms—vllm · fp4vllm/vllm-openai:nightly-5e35a6f4f9bbc217c599692157ca985c894373f72026-08-04
NVIDIA B200 ×21,01355.225697.38 s18.1 ms—vllm · fp4 · mtp2026-07-29
NVIDIA B200 ×298670.832288 ms14.1 ms—vllm · fp4 · mtp2026-07-29
NVIDIA B200 ×270710216267 ms9.8 ms—vllm · fp4 · mtp2026-07-29
NVIDIA B200 ×25171558255 ms6.4 ms—vllm · fp4 · mtp2026-07-29
NVIDIA B200 ×21581642221 ms6.1 ms—vllm · fp42026-08-04
NVIDIA B200 ×21463371232 ms3.0 ms—vllm · fp4 · mtp2026-07-29
AMD MI355X ×21,1865.551224.96 s182.3 ms—vllm · fp42026-08-04
AMD MI355X ×21,1209.0256879 ms111.7 ms—vllm · fp42026-08-04
AMD MI355X ×294415.1128615 ms66.2 ms—vllm · fp42026-08-04
AMD MI355X ×278025.064527 ms40.0 ms—vllm · fp42026-08-04
3AMD MI355X ×2AMDMiniMax-M3 at 8K in, 1K out59638.632370 ms25.9 ms—vllm · fp4vllm/vllm-openai-rocm:nightly-69715823df89b11ee684b84066390cbb9092d5c12026-08-04
AMD MI355X ×243857.716350 ms17.3 ms—vllm · fp42026-08-04
AMD MI355X ×229778.48335 ms12.8 ms—vllm · fp42026-08-04
AMD MI355X ×21971044333 ms9.6 ms—vllm · fp42026-08-04
AMD MI355X ×21191242333 ms8.1 ms—vllm · fp42026-08-04
AMD MI355X ×266.01381327 ms7.2 ms—vllm · fp42026-08-04
NVIDIA B300 ×41,55126.9128440 ms37.1 ms—vllm · fp4 · mtp2026-07-29
1NVIDIA B300 ×4NVIDIAMiniMax-M3 at 8K in, 1K out1,29146.464279 ms21.5 ms—vllm · fp4 · mtpvllm/vllm-openai:nightly-4080263bb2c5d10deac17aaeb88e0823bc35bca92026-07-29
NVIDIA B300 ×495473.432252 ms13.6 ms—vllm · fp4 · mtp2026-07-29
NVIDIA B300 ×458986.832195 ms11.5 ms—vllm · fp8 · mtp2026-07-29
NVIDIA B300 ×45151568224 ms6.4 ms—vllm · fp4 · mtp2026-07-29
NVIDIA B300 ×43732218163 ms4.5 ms—vllm · fp4 · mtp2026-07-29
NVIDIA B300 ×42613104166 ms3.2 ms—vllm · fp4 · mtp2026-07-29
NVIDIA B300 ×41584172162 ms2.4 ms—vllm · fp4 · mtp2026-07-29
NVIDIA B300 ×490.54441153 ms2.3 ms—vllm · fp4 · mtp2026-07-29
NVIDIA B300 ×490.44441165 ms2.3 ms—vllm · fp8 · mtp2026-07-29
NVIDIA B200 ×41,1978.1102484.67 s123.5 ms—vllm · fp42026-08-04
NVIDIA B200 ×41,18610.0512671 ms100.0 ms—vllm · fp42026-08-04
NVIDIA B200 ×41,11017.6256454 ms56.7 ms—vllm · fp42026-08-04
2NVIDIA B200 ×4NVIDIAMiniMax-M3 at 8K in, 1K out1,02951.8512209.60 s19.3 ms—vllm · fp4 · mtpvllm/vllm-openai:nightly-4080263bb2c5d10deac17aaeb88e0823bc35bca92026-07-29
NVIDIA B200 ×499053.4649.81 s18.7 ms—vllm · fp4 · mtp2026-07-29
NVIDIA B200 ×493466.532283 ms15.0 ms—vllm · fp4 · mtp2026-07-29
NVIDIA B200 ×469110416271 ms9.6 ms—vllm · fp4 · mtp2026-07-29
NVIDIA B200 ×448513816213 ms7.3 ms—vllm · fp4 · mtp2026-07-29
NVIDIA B200 ×43782198209 ms4.6 ms—vllm · fp4 · mtp2026-07-29
NVIDIA B200 ×42442914212 ms3.4 ms—vllm · fp4 · mtp2026-07-29
NVIDIA B200 ×41573862202 ms2.6 ms—vllm · fp4 · mtp2026-07-29
AMD MI355X ×41,05219.0256520 ms52.6 ms—atom · fp4 · mtp2026-07-03
3AMD MI355X ×4AMDMiniMax-M3 at 8K in, 1K out96235.2128365 ms28.4 ms—atom · fp4 · mtprocm/atom-dev:nightly_2026070115302026-07-03
AMD MI355X ×481259.064300 ms17.0 ms—atom · fp4 · mtp2026-07-03
AMD MI355X ×463795.432256 ms10.5 ms—atom · fp4 · mtp2026-07-03
AMD MI355X ×447014516206 ms6.9 ms—atom · fp4 · mtp2026-07-03
AMD MI355X ×43211938195 ms5.2 ms—atom · fp4 · mtp2026-07-03
AMD MI355X ×42112584194 ms3.9 ms—atom · fp4 · mtp2026-07-03
AMD MI355X ×41253182193 ms3.1 ms—atom · fp4 · mtp2026-07-03
AMD MI355X ×484.43641188 ms2.7 ms—atom · fp4 · mtp2026-07-03
4NVIDIA H200 ×4NVIDIAMiniMax-M3 at 8K in, 1K out21331.3321.94 s32.0 ms—vllm · fp8 · mtpvllm/vllm-openai:minimax-m32026-06-13
NVIDIA H200 ×418653.316671 ms18.7 ms—vllm · fp8 · mtp2026-06-13
NVIDIA H200 ×414586.88639 ms11.5 ms—vllm · fp8 · mtp2026-06-13
NVIDIA H200 ×41081314626 ms7.6 ms—vllm · fp8 · mtp2026-06-13
NVIDIA H200 ×482.02032603 ms4.9 ms—vllm · fp8 · mtp2026-06-13
NVIDIA H200 ×448.22291600 ms4.4 ms—vllm · fp8 · mtp2026-06-13
AMD MI325X ×416424.032797 ms41.6 ms—vllm · fp8 · mtp2026-06-14
5AMD MI325X ×4AMDMiniMax-M3 at 8K in, 1K out12134.516700 ms29.0 ms—vllm · fp8 · mtpvllm/vllm-openai-rocm:minimax-m32026-06-14
AMD MI325X ×492.554.88628 ms18.3 ms—vllm · fp8 · mtp2026-06-14
AMD MI325X ×469.380.84596 ms12.4 ms—vllm · fp8 · mtp2026-06-14
AMD MI325X ×446.41072587 ms9.4 ms—vllm · fp8 · mtp2026-06-14
AMD MI325X ×429.71501550 ms6.7 ms—vllm · fp8 · mtp2026-06-14
1NVIDIA GB300 ×16NVIDIAMiniMax-M3 at 8K in, 1K out3,03489.3204865.07 s11.2 ms—dynamo-vllm · fp8 · mtp · disaggregated · multi-nodevllm/vllm-openai:nightly-5e35a6f4f9bbc217c599692157ca985c894373f72026-08-04
NVIDIA GB300 ×162,96390.0102427.06 s11.1 ms—dynamo-vllm · fp8 · mtp · disaggregated · multi-node2026-08-04
2NVIDIA B200 ×16NVIDIAMiniMax-M3 at 8K in, 1K out2,20055.1102434.35 s18.2 ms—dynamo-vllm · fp4 · disaggregated · multi-nodevllm/vllm-openai:nightly-5e35a6f4f9bbc217c599692157ca985c894373f72026-08-04
NVIDIA B200 ×1655421219220.71 s4.7 ms—dynamo-vllm · fp4 · mtp · disaggregated · multi-node2026-08-04
NVIDIA B200 ×162352824199 ms3.5 ms—vllm · fp4 · mtp2026-07-29
NVIDIA B200 ×161443132205 ms3.2 ms—vllm · fp4 · mtp2026-07-29
NVIDIA B200 ×1690.94401189 ms2.3 ms—vllm · fp4 · mtp2026-07-29
NVIDIA B300 ×161,04319.4256544 ms51.5 ms—vllm · fp8 · mtp2026-07-29
3NVIDIA B300 ×16NVIDIAMiniMax-M3 at 8K in, 1K out95934.1128366 ms29.4 ms—vllm · fp8 · mtpvllm/vllm-openai:nightly-4080263bb2c5d10deac17aaeb88e0823bc35bca92026-07-29
NVIDIA B300 ×1677555.864221 ms17.9 ms—vllm · fp8 · mtp2026-07-29
NVIDIA B300 ×163532058167 ms4.9 ms—vllm · fp4 · mtp2026-07-29
NVIDIA B300 ×162362754168 ms3.6 ms—vllm · fp4 · mtp2026-07-29
NVIDIA B300 ×161443332163 ms3.0 ms—vllm · fp4 · mtp2026-07-29
NVIDIA B300 ×1676.13371150 ms3.0 ms—vllm · fp4 · mtp2026-07-29
NVIDIA H200 ×1618615.06413.65 s66.5 ms—vllm · fp82026-06-15
NVIDIA H200 ×1618615.6256254.83 s64.1 ms—vllm · fp82026-06-15
NVIDIA H200 ×1617823.232746 ms43.2 ms—vllm · fp82026-06-15
4NVIDIA H200 ×16NVIDIAMiniMax-M3 at 8K in, 1K out13635.916731 ms27.9 ms—vllm · fp8vllm/vllm-openai:minimax-m32026-06-15
NVIDIA H200 ×1610254.18721 ms18.5 ms—vllm · fp82026-06-15
NVIDIA H200 ×1669.875.54702 ms13.2 ms—vllm · fp82026-06-15
NVIDIA H200 ×1645.899.22703 ms10.1 ms—vllm · fp82026-06-15
NVIDIA H200 ×1627.01171685 ms8.5 ms—vllm · fp82026-06-15
NVIDIA GB300 ×204,80021.020482.43 s47.6 ms—dynamo-vllm · fp8 · disaggregated · multi-node2026-07-29
1NVIDIA GB300 ×20NVIDIAMiniMax-M3 at 8K in, 1K out4,45961.6204834.43 s16.2 ms—dynamo-vllm · fp8 · mtp · disaggregated · multi-nodevllm/vllm-openai:nightly-5e35a6f4f9bbc217c599692157ca985c894373f72026-08-04
NVIDIA GB300 ×2013014316346 ms7.0 ms—dynamo-vllm · fp8 · disaggregated · multi-node2026-07-29
NVIDIA GB300 ×2042.81914307 ms5.2 ms—dynamo-vllm · fp8 · disaggregated · multi-node2026-07-29
2NVIDIA B300 ×20NVIDIAMiniMax-M3 at 8K in, 1K out74656.751221.56 s17.7 ms—dynamo-vllm · fp8 · disaggregated · multi-nodevllm/vllm-openai:nightly-4080263bb2c5d10deac17aaeb88e0823bc35bca92026-07-29
NVIDIA B300 ×2012614016395 ms7.1 ms—dynamo-vllm · fp8 · disaggregated · multi-node2026-07-29
3NVIDIA GB200 ×20NVIDIAMiniMax-M3 at 8K in, 1K out68951.551223.12 s19.4 ms—dynamo-vllm · fp8 · disaggregated · multi-nodevllm/vllm-openai:nightly-4080263bb2c5d10deac17aaeb88e0823bc35bca92026-07-29
NVIDIA GB200 ×2049573.41281.59 s13.6 ms—dynamo-vllm · fp8 · disaggregated · multi-node2026-07-29
NVIDIA GB200 ×2033195.564856 ms10.5 ms—dynamo-vllm · fp8 · disaggregated · multi-node2026-07-29
NVIDIA GB200 ×2020611732607 ms8.5 ms—dynamo-vllm · fp8 · disaggregated · multi-node2026-07-29
NVIDIA GB200 ×2012614216443 ms7.0 ms—dynamo-vllm · fp8 · disaggregated · multi-node2026-07-29
NVIDIA GB200 ×2042.61874397 ms5.4 ms—dynamo-vllm · fp8 · disaggregated · multi-node2026-07-29
4NVIDIA B200 ×20NVIDIAMiniMax-M3 at 8K in, 1K out404270644.67 s3.7 ms—dynamo-vllm · fp4 · mtp · disaggregated · multi-nodevllm/vllm-openai:nightly-5e35a6f4f9bbc217c599692157ca985c894373f72026-08-04
NVIDIA B200 ×2036527232778 ms3.7 ms—dynamo-vllm · fp4 · mtp · disaggregated · multi-node2026-08-04
NVIDIA B200 ×2024233116358 ms3.0 ms—dynamo-vllm · fp4 · mtp · disaggregated · multi-node2026-08-04
NVIDIA B200 ×201553918250 ms2.6 ms—dynamo-vllm · fp4 · mtp · disaggregated · multi-node2026-08-04
—NVIDIA B300 ×24NVIDIAMiniMax-M3 at 8K in, 1K out1,51441.94096130.35 s23.9 ms—dynamo-vllm · fp8 · disaggregated · multi-nodevllm/vllm-openai:nightly-4080263bb2c5d10deac17aaeb88e0823bc35bca92026-07-29
—NVIDIA GB200 ×24NVIDIAMiniMax-M3 at 8K in, 1K out1,36641.6102419.52 s24.0 ms—dynamo-vllm · fp8 · disaggregated · multi-nodevllm/vllm-openai:nightly-4080263bb2c5d10deac17aaeb88e0823bc35bca92026-07-29
NVIDIA B300 ×6464510.6512576 ms94.7 ms—vllm · fp82026-07-27
NVIDIA B300 ×6459322.0256479 ms45.5 ms—vllm · fp8 · mtp2026-07-29
1NVIDIA B300 ×64NVIDIAMiniMax-M3 at 8K in, 1K out54839.1128330 ms25.6 ms—vllm · fp8 · mtpvllm/vllm-openai:nightly-4080263bb2c5d10deac17aaeb88e0823bc35bca92026-07-29
NVIDIA B300 ×6443162.064209 ms16.1 ms—vllm · fp8 · mtp2026-07-29
NVIDIA B300 ×6435410432193 ms9.6 ms—vllm · fp8 · mtp2026-07-29
NVIDIA B300 ×6425014316181 ms7.0 ms—vllm · fp8 · mtp2026-07-29
NVIDIA B300 ×641762068175 ms4.9 ms—vllm · fp8 · mtp2026-07-29
NVIDIA B300 ×641192904169 ms3.4 ms—vllm · fp8 · mtp2026-07-29
NVIDIA B300 ×6474.33212168 ms3.1 ms—vllm · fp8 · mtp2026-07-29
NVIDIA B300 ×6443.73951154 ms2.5 ms—vllm · fp8 · mtp2026-07-29
NVIDIA B200 ×6454420.6256536 ms48.4 ms—vllm · fp8 · mtp2026-07-29
2NVIDIA B200 ×64NVIDIAMiniMax-M3 at 8K in, 1K out43735.5128408 ms28.2 ms—vllm · fp8 · mtpvllm/vllm-openai:nightly-4080263bb2c5d10deac17aaeb88e0823bc35bca92026-07-29
NVIDIA B200 ×6441759.064347 ms16.9 ms—vllm · fp8 · mtp2026-07-29
NVIDIA B200 ×6431290.832233 ms11.0 ms—vllm · fp8 · mtp2026-07-29
NVIDIA B200 ×6422913316225 ms7.5 ms—vllm · fp8 · mtp2026-07-29
NVIDIA B200 ×641681998218 ms5.0 ms—vllm · fp8 · mtp2026-07-29
NVIDIA B200 ×641112714210 ms3.7 ms—vllm · fp8 · mtp2026-07-29
NVIDIA B200 ×6473.73422222 ms2.9 ms—vllm · fp8 · mtp2026-07-29
NVIDIA B200 ×6446.54221204 ms2.4 ms—vllm · fp8 · mtp2026-07-29
3AMD MI355X ×64AMDMiniMax-M3 at 8K in, 1K out28240.064565 ms25.0 ms—vllm · fp4 · mtpvllm/vllm-openai-rocm:nightly-4559c43a9526597c00cbcc4f59979496500268d12026-07-02
AMD MI355X ×6424971.532327 ms14.0 ms—vllm · fp4 · mtp2026-07-02
AMD MI355X ×6417610416291 ms9.6 ms—vllm · fp4 · mtp2026-07-02
AMD MI355X ×641161368272 ms7.4 ms—vllm · fp4 · mtp2026-07-02
AMD MI355X ×6470.51724253 ms5.8 ms—vllm · fp4 · mtp2026-07-02
AMD MI355X ×6442.11922256 ms5.2 ms—vllm · fp4 · mtp2026-07-02
AMD MI355X ×6422.22001240 ms5.0 ms—vllm · fp4 · mtp2026-07-02
NVIDIA H200 ×641769.125655.53 s109.8 ms—vllm · fp8 · mtp2026-06-13
NVIDIA H200 ×6416010.31281.07 s97.5 ms—vllm · fp82026-06-15
NVIDIA H200 ×6413617.464953 ms57.4 ms—vllm · fp82026-06-15
4NVIDIA H200 ×64NVIDIAMiniMax-M3 at 8K in, 1K out11630.232571 ms33.1 ms—vllm · fp8vllm/vllm-openai:minimax-m32026-06-15
NVIDIA H200 ×6486.045.516562 ms22.0 ms—vllm · fp82026-06-15
NVIDIA H200 ×6462.266.18554 ms15.1 ms—vllm · fp82026-06-15
NVIDIA H200 ×6440.387.34552 ms11.5 ms—vllm · fp82026-06-15
NVIDIA H200 ×6425.21072525 ms9.3 ms—vllm · fp82026-06-15
NVIDIA H200 ×6414.11211532 ms8.3 ms—vllm · fp82026-06-15
5NVIDIA H100 ×64NVIDIAMiniMax-M3 at 8K in, 1K out10841.0128111.56 s24.4 ms—vllm · fp8 · mtpvllm/vllm-openai:minimax-m32026-06-13
NVIDIA H100 ×6476.574.4256371.05 s13.4 ms—vllm · fp8 · mtp2026-06-13
NVIDIA H100 ×6436.076.84574 ms13.0 ms—vllm · fp82026-06-15
NVIDIA H100 ×6422.897.02568 ms10.3 ms—vllm · fp82026-06-15
NVIDIA H100 ×6413.11121562 ms8.9 ms—vllm · fp82026-06-15
—AMD MI300X ×64AMDMiniMax-M3 at 8K in, 1K out1289.11281.63 s109.8 ms—vllm · fp8 · mtpvllm/vllm-openai-rocm:nightly-b53b1c7ffe7aebdafd0876350f30e51d1226c92a2026-06-19
—AMD MI325X ×64AMDMiniMax-M3 at 8K in, 1K out1675.32561.20 s187.0 ms—vllm · fp8vllm/vllm-openai-rocm:minimax-m32026-06-14
1NVIDIA GB300 ×8NVIDIAQwen-3.5-397B-A17B at 8K in, 1K out2,02172.325615.10 s13.8 ms—dynamo-sglang · fp4 · disaggregated · multi-nodelmsysorg/sglang:v0.5.14-cu1302026-08-10
NVIDIA GB300 ×81,54855.61281.10 s18.0 ms—dynamo-sglang · fp8 · disaggregated · multi-node2026-07-13
NVIDIA GB300 ×81,27492.8641.03 s10.8 ms—dynamo-sglang · fp4 · disaggregated · multi-node2026-08-10
NVIDIA GB300 ×81,01671.564899 ms14.0 ms—dynamo-sglang · fp8 · disaggregated · multi-node2026-07-13
NVIDIA GB300 ×881111832889 ms8.5 ms—dynamo-sglang · fp4 · disaggregated · multi-node2026-08-10
NVIDIA GB300 ×865191.232720 ms11.0 ms—dynamo-sglang · fp8 · disaggregated · multi-node2026-07-13
NVIDIA GB300 ×850814916745 ms6.7 ms—dynamo-sglang · fp4 · disaggregated · multi-node2026-08-10
NVIDIA GB300 ×842111916641 ms8.4 ms—dynamo-sglang · fp8 · disaggregated · multi-node2026-07-13
NVIDIA GB300 ×83232308666 ms4.3 ms—dynamo-sglang · fp8 · mtp · disaggregated · multi-node2026-07-30
NVIDIA GB300 ×83021768724 ms5.7 ms—dynamo-sglang · fp4 · disaggregated · multi-node2026-08-10
NVIDIA GB300 ×82591468578 ms6.9 ms—dynamo-sglang · fp8 · disaggregated · multi-node2026-07-13
NVIDIA GB300 ×81792064418 ms4.9 ms—dynamo-sglang · fp4 · disaggregated · multi-node2026-08-10
NVIDIA GB300 ×81531724376 ms5.8 ms—dynamo-sglang · fp8 · disaggregated · multi-node2026-07-13
NVIDIA GB300 ×81233312401 ms3.0 ms—dynamo-sglang · fp8 · mtp · disaggregated · multi-node2026-07-30
NVIDIA GB300 ×888.51962393 ms5.1 ms—dynamo-sglang · fp8 · disaggregated · multi-node2026-07-13
NVIDIA GB300 ×881.93741354 ms2.7 ms—dynamo-sglang · fp8 · mtp · disaggregated · multi-node2026-07-30
NVIDIA GB300 ×854.32401381 ms4.2 ms—dynamo-sglang · fp4 · disaggregated · multi-node2026-08-10
NVIDIA GB300 ×846.52071402 ms4.8 ms—dynamo-sglang · fp8 · disaggregated · multi-node2026-07-13
2NVIDIA GB200 ×8NVIDIAQwen-3.5-397B-A17B at 8K in, 1K out1,42452.31281.85 s19.1 ms—dynamo-sglang · fp8 · disaggregated · multi-nodelmsysorg/sglang:nightly-dev-cu13-20260608-303757cc2026-06-22
NVIDIA GB200 ×890867.3641.66 s14.9 ms—dynamo-sglang · fp8 · disaggregated · multi-node2026-06-22
NVIDIA GB200 ×857185.1321.54 s11.7 ms—dynamo-sglang · fp8 · disaggregated · multi-node2026-06-22
NVIDIA GB200 ×8357108161.41 s9.2 ms—dynamo-sglang · fp8 · disaggregated · multi-node2026-06-22
NVIDIA GB200 ×83282238484 ms4.5 ms—dynamo-sglang · fp8 · mtp · disaggregated · multi-node2026-07-26
NVIDIA GB200 ×821513081.21 s7.7 ms—dynamo-sglang · fp8 · disaggregated · multi-node2026-06-22
NVIDIA GB200 ×812215141.17 s6.6 ms—dynamo-sglang · fp8 · disaggregated · multi-node2026-06-22
NVIDIA GB200 ×81153362405 ms3.0 ms—dynamo-sglang · fp8 · mtp · disaggregated · multi-node2026-07-26
NVIDIA GB200 ×875.13661363 ms2.7 ms—dynamo-sglang · fp8 · mtp · disaggregated · multi-node2026-07-26
NVIDIA GB200 ×869.217021.18 s5.9 ms—dynamo-sglang · fp8 · disaggregated · multi-node2026-06-22
NVIDIA GB200 ×835.417311.14 s5.8 ms—dynamo-sglang · fp8 · disaggregated · multi-node2026-06-22
AMD MI355X ×858318.9256708 ms52.9 ms—atom · fp82026-05-20
AMD MI355X ×856918.2256584 ms55.0 ms—atom · fp8 · mtp2026-05-22
3AMD MI355X ×8AMDQwen-3.5-397B-A17B at 8K in, 1K out51032.8128436 ms30.5 ms—atom · fp8 · mtprocm/atom:rocm7.2.2_ubuntu24.04_py3.12_pytorch_release_2.10.0_atom0.1.2.post2026-05-22
AMD MI355X ×846830.1128408 ms33.2 ms—atom · fp82026-05-20
AMD MI355X ×842113.62561.86 s73.3 ms—sglang · bf162026-05-19
AMD MI355X ×841854.464316 ms18.4 ms—atom · fp8 · mtp2026-05-22
AMD MI355X ×837047.764290 ms21.0 ms—atom · fp82026-05-20
AMD MI355X ×834222.21281.24 s45.0 ms—sglang · bf162026-05-19
AMD MI355X ×832484.632293 ms11.8 ms—atom · fp8 · mtp2026-05-22
AMD MI355X ×826835.064839 ms28.5 ms—sglang · bf162026-05-19
AMD MI355X ×826870.432249 ms14.2 ms—atom · fp82026-05-20
AMD MI355X ×825744.912835.53 s22.3 ms—sglang · bf16 · mtp2026-05-19
AMD MI355X ×825744.925692.84 s22.3 ms—sglang · bf16 · mtp2026-05-19
AMD MI355X ×825645.3646.92 s22.1 ms—sglang · bf16 · mtp2026-05-19
AMD MI355X ×822311916242 ms8.4 ms—atom · fp8 · mtp2026-05-22
AMD MI355X ×820356.9321.06 s17.6 ms—sglang · bf16 · mtp2026-05-19
AMD MI355X ×819551.432638 ms19.4 ms—sglang · bf162026-05-19
AMD MI355X ×817290.716206 ms11.0 ms—atom · fp82026-05-20
AMD MI355X ×81711848210 ms5.4 ms—atom · fp8 · mtp2026-05-22
AMD MI355X ×813270.616495 ms14.2 ms—sglang · bf162026-05-19
AMD MI355X ×812872.116822 ms13.9 ms—sglang · bf16 · mtp2026-05-19
AMD MI355X ×81032234215 ms4.5 ms—atom · fp8 · mtp2026-05-22
AMD MI355X ×898.01028178 ms9.8 ms—atom · fp82026-05-20
AMD MI355X ×880.585.28469 ms11.7 ms—sglang · bf162026-05-19
AMD MI355X ×876.188.58722 ms11.3 ms—sglang · bf16 · mtp2026-05-19
AMD MI355X ×859.61254195 ms8.0 ms—atom · fp82026-05-20
AMD MI355X ×847.11064584 ms9.5 ms—sglang · bf16 · mtp2026-05-19
AMD MI355X ×844.394.14378 ms10.6 ms—sglang · bf162026-05-19
4NVIDIA B300 ×8NVIDIAQwen-3.5-397B-A17B at 8K in, 1K out48266.0641.12 s15.2 ms—sglang · bf16 · mtplmsysorg/sglang:v0.5.12-cu1302026-05-18
NVIDIA B300 ×836210132883 ms9.9 ms—sglang · bf16 · mtp2026-05-18
NVIDIA B300 ×835847.264752 ms21.2 ms—sglang · bf162026-05-18
NVIDIA B300 ×825767.332526 ms14.9 ms—sglang · bf162026-05-18
NVIDIA B300 ×825514316656 ms7.0 ms—sglang · bf16 · mtp2026-05-18
NVIDIA B300 ×817794.616387 ms10.6 ms—sglang · bf162026-05-18
NVIDIA B300 ×81771908288 ms5.3 ms—sglang · bf16 · mtp2026-05-18
NVIDIA B300 ×81181258233 ms8.0 ms—sglang · bf162026-05-18
NVIDIA B300 ×81132554241 ms3.9 ms—sglang · bf16 · mtp2026-05-18
NVIDIA B300 ×877.11644222 ms6.1 ms—sglang · bf162026-05-18
5NVIDIA B200 ×8NVIDIAQwen-3.5-397B-A17B at 8K in, 1K out46164.8641.31 s15.4 ms—sglang · bf16 · mtplmsysorg/sglang:v0.5.14-cu1302026-07-04
NVIDIA B200 ×835399.332970 ms10.1 ms—sglang · bf16 · mtp2026-07-04
NVIDIA B200 ×834946.064850 ms21.7 ms—sglang · bf162026-07-04
NVIDIA B200 ×825467.332583 ms14.8 ms—sglang · bf162026-07-04
NVIDIA B200 ×824914416680 ms7.0 ms—sglang · bf16 · mtp2026-07-04
NVIDIA B200 ×817493.416440 ms10.7 ms—sglang · bf162026-07-04
NVIDIA B200 ×81701908351 ms5.3 ms—sglang · bf16 · mtp2026-07-04
NVIDIA B200 ×81192734340 ms3.7 ms—sglang · fp8 · mtp2026-07-05
NVIDIA B200 ×81181268304 ms7.9 ms—sglang · bf162026-07-04
NVIDIA B200 ×81162684323 ms3.7 ms—sglang · bf16 · mtp2026-07-04
NVIDIA B200 ×893.31984146 ms5.0 ms—sglang · fp82026-09-08
NVIDIA B200 ×877.31664276 ms6.0 ms—sglang · bf162026-07-04
NVIDIA B200 ×852.12162156 ms4.6 ms—sglang · fp82026-09-08
NVIDIA B200 ×827.02231127 ms4.5 ms—sglang · fp82026-09-08
AMD MI325X ×821027.3641.13 s36.7 ms—sglang · bf162026-05-17
AMD MI325X ×820927.2641.14 s36.7 ms—sglang · bf16 · mtp2026-05-18
AMD MI325X ×819225.1641.29 s39.9 ms—sglang · fp82026-05-17
AMD MI325X ×819225.1641.29 s39.9 ms—sglang · fp8 · mtp2026-05-18
6AMD MI325X ×8AMDQwen-3.5-397B-A17B at 8K in, 1K out15640.932880 ms24.5 ms—sglang · bf16lmsysorg/sglang:v0.5.12-rocm720-mi30x2026-05-17
AMD MI325X ×815540.732873 ms24.6 ms—sglang · bf16 · mtp2026-05-18
AMD MI325X ×813636.1321.04 s27.7 ms—sglang · fp8 · mtp2026-05-18
AMD MI325X ×813636.0321.02 s27.8 ms—sglang · fp82026-05-17
AMD MI325X ×811259.616656 ms16.8 ms—sglang · bf16 · mtp2026-05-18
AMD MI325X ×811259.416649 ms16.8 ms—sglang · bf162026-05-17
AMD MI325X ×887.847.216847 ms21.2 ms—sglang · fp8 · mtp2026-05-18
AMD MI325X ×887.647.016871 ms21.3 ms—sglang · fp82026-05-17
AMD MI325X ×873.678.08544 ms12.8 ms—sglang · bf162026-05-17
AMD MI325X ×873.477.78538 ms12.9 ms—sglang · bf16 · mtp2026-05-18
AMD MI325X ×854.958.68825 ms17.1 ms—sglang · fp8 · mtp2026-05-18
AMD MI325X ×854.658.68832 ms17.1 ms—sglang · fp82026-05-17
AMD MI325X ×843.993.94466 ms10.7 ms—sglang · bf16 · mtp2026-05-18
AMD MI325X ×843.993.74465 ms10.7 ms—sglang · bf162026-05-17
AMD MI325X ×831.468.04827 ms14.7 ms—sglang · fp8 · mtp2026-05-18
AMD MI325X ×831.367.84852 ms14.8 ms—sglang · fp82026-05-17
AMD MI300X ×819325.1641.25 s39.9 ms—sglang · bf162026-05-18
AMD MI300X ×817322.8641.50 s43.8 ms—sglang · fp82026-05-17
7AMD MI300X ×8AMDQwen-3.5-397B-A17B at 8K in, 1K out14538.132951 ms26.2 ms—sglang · bf16lmsysorg/sglang:v0.5.12-rocm720-mi30x2026-05-18
AMD MI300X ×812332.6321.35 s30.7 ms—sglang · fp82026-05-17
AMD MI300X ×810656.316701 ms17.8 ms—sglang · bf162026-05-18
AMD MI300X ×881.544.1161.10 s22.7 ms—sglang · fp82026-05-17
AMD MI300X ×871.175.48634 ms13.3 ms—sglang · bf162026-05-18
AMD MI300X ×851.455.781.15 s18.0 ms—sglang · fp82026-05-17
AMD MI300X ×843.092.14510 ms10.9 ms—sglang · bf162026-05-18
AMD MI300X ×830.166.541.10 s15.0 ms—sglang · fp82026-05-17
8NVIDIA H100 ×8NVIDIAQwen-3.5-397B-A17B at 8K in, 1K out59.065.381.30 s15.3 ms—sglang · fp8lmsysorg/sglang:v0.5.14-cu1302026-07-05
NVIDIA H100 ×857.21214328 ms8.2 ms—sglang · fp82026-07-05
NVIDIA H100 ×834.91492378 ms6.7 ms—sglang · fp82026-07-05
NVIDIA H100 ×820.01721389 ms5.8 ms—sglang · fp82026-07-05
—AMD MI355X ×2AMDQwen-3.5-397B-A17B at 8K in, 1K out1,2339.7256654 ms103.4 ms—sglang · fp4lmsysorg/sglang-rocm:v0.5.18-rocm720-mi35x-202608292026-08-31
—NVIDIA B200 ×2NVIDIAQwen-3.5-397B-A17B at 8K in, 1K out1,51324.81281.30 s40.4 ms—sglang · fp4lmsysorg/sglang:v0.5.14-cu1302026-08-10
1NVIDIA B300 ×4NVIDIAQwen-3.5-397B-A17B at 8K in, 1K out2,03534.51282.15 s29.0 ms—sglang · fp4 · mtplmsysorg/sglang:v0.5.14-cu1302026-08-10
NVIDIA B300 ×41,63957.0641.54 s17.5 ms—sglang · fp4 · mtp2026-08-10
NVIDIA B300 ×41,27188.1321.01 s11.3 ms—sglang · fp4 · mtp2026-08-10
NVIDIA B300 ×492412916685 ms7.8 ms—sglang · fp4 · mtp2026-08-10
NVIDIA B300 ×46631808342 ms5.6 ms—sglang · fp4 · mtp2026-08-10
NVIDIA B300 ×44582544303 ms3.9 ms—sglang · fp4 · mtp2026-08-10
NVIDIA B300 ×42783074258 ms3.3 ms—sglang · fp4 · mtp2026-08-10
2NVIDIA B200 ×4NVIDIAQwen-3.5-397B-A17B at 8K in, 1K out1,51651.4641.34 s19.5 ms—sglang · fp4 · mtplmsysorg/sglang:v0.5.14-cu1302026-09-01
NVIDIA B200 ×41,14778.332951 ms12.8 ms—sglang · fp4 · mtp2026-09-01
NVIDIA B200 ×484711816688 ms8.4 ms—sglang · fp4 · mtp2026-09-01
NVIDIA B200 ×45851688674 ms5.9 ms—trt · fp4 · mtp2026-06-24
NVIDIA B200 ×43081778614 ms5.6 ms—sglang · fp8 · mtp2026-07-05
NVIDIA B200 ×42592884329 ms3.5 ms—sglang · fp4 · mtp2026-09-01
AMD MI355X ×491514.82561.69 s67.7 ms—sglang · fp8 · mtp2026-08-31
AMD MI355X ×484128.51282.47 s35.1 ms—sglang · fp8 · mtp2026-08-31
3AMD MI355X ×4AMDQwen-3.5-397B-A17B at 8K in, 1K out68946.9641.66 s21.3 ms—sglang · fp8 · mtplmsysorg/sglang-rocm:v0.5.18-rocm720-mi35x-202608282026-08-31
AMD MI355X ×453974.3321.16 s13.5 ms—sglang · fp8 · mtp2026-08-31
AMD MI355X ×443911616257 ms8.6 ms—sglang · fp4 · mtp2026-08-31
AMD MI355X ×43091658244 ms6.1 ms—sglang · fp4 · mtp2026-08-31
AMD MI355X ×42012184230 ms4.6 ms—sglang · fp4 · mtp2026-08-31
NVIDIA RTX 6000 Pro ×418412.5645.96 s80.2 ms—sglang · fp4 · mtp2026-07-30
4NVIDIA RTX 6000 Pro ×4NVIDIAQwen-3.5-397B-A17B at 8K in, 1K out13036.4162.51 s27.5 ms—sglang · fp4 · mtplmsysorg/sglang:v0.5.16-cu1302026-07-30
NVIDIA RTX 6000 Pro ×481.191.64974 ms10.9 ms—sglang · fp4 · mtp2026-07-30
NVIDIA RTX 6000 Pro ×434.81541830 ms6.5 ms—sglang · fp4 · mtp2026-07-30
1NVIDIA GB300 ×16NVIDIAQwen-3.5-397B-A17B at 8K in, 1K out1,003139801.17 s7.2 ms—dynamo-sglang · fp8 · mtp · disaggregated · multi-nodelmsysorg/sglang:v0.5.14-cu130@sha256:5027e95bf6ec536856b1b52a91d1f35ff5c564ab83e8a94758a169ff09bb8df32026-07-30
NVIDIA GB300 ×1673116648982 ms6.0 ms—dynamo-sglang · fp8 · mtp · disaggregated · multi-node2026-07-30
NVIDIA GB300 ×1654019132997 ms5.2 ms—dynamo-sglang · fp8 · mtp · disaggregated · multi-node2026-07-30
2NVIDIA GB200 ×16NVIDIAQwen-3.5-397B-A17B at 8K in, 1K out943134801.22 s7.4 ms—dynamo-sglang · fp8 · mtp · disaggregated · multi-nodelmsysorg/sglang:v0.5.14-cu130@sha256:5027e95bf6ec536856b1b52a91d1f35ff5c564ab83e8a94758a169ff09bb8df32026-07-26
NVIDIA GB200 ×1670216148990 ms6.2 ms—dynamo-sglang · fp8 · mtp · disaggregated · multi-node2026-07-26
NVIDIA GB200 ×16523183321.01 s5.5 ms—dynamo-sglang · fp8 · mtp · disaggregated · multi-node2026-07-26
3AMD MI355X ×16AMDQwen-3.5-397B-A17B at 8K in, 1K out78850.151255.20 s19.9 ms—mori-sglang · fp4 · disaggregated · multi-nodelmsysorg/sglang-rocm:v0.5.12.post1-rocm720-mi35x-202605232026-05-28
AMD MI355X ×1646463.264551 ms15.8 ms—mori-sglang · fp4 · disaggregated · multi-node2026-05-28
AMD MI355X ×1627876.132507 ms13.1 ms—mori-sglang · fp4 · disaggregated · multi-node2026-05-28
AMD MI355X ×1616891.316380 ms11.0 ms—mori-sglang · fp4 · disaggregated · multi-node2026-05-28
AMD MI355X ×1693.699.98341 ms10.0 ms—mori-sglang · fp4 · disaggregated · multi-node2026-05-28
NVIDIA B200 ×162,2869.310242.84 s107.0 ms—trt · fp42026-06-16
4NVIDIA B200 ×16NVIDIAQwen-3.5-397B-A17B at 8K in, 1K out2292774676 ms3.6 ms—trt · fp4 · mtpnvcr.io/nvidia/tensorrt-llm/release:1.3.0rc182026-06-24
NVIDIA RTX 6000 Pro ×1619213.0645.81 s76.9 ms—sglang · fp4 · mtp2026-07-30
5NVIDIA RTX 6000 Pro ×16NVIDIAQwen-3.5-397B-A17B at 8K in, 1K out13437.6162.54 s26.6 ms—sglang · fp4 · mtplmsysorg/sglang:v0.5.16-cu1302026-07-30
NVIDIA RTX 6000 Pro ×1679.490.54953 ms11.0 ms—sglang · fp4 · mtp2026-07-30
NVIDIA RTX 6000 Pro ×1633.61501780 ms6.7 ms—sglang · fp4 · mtp2026-07-30
—NVIDIA GB300 ×20NVIDIAQwen-3.5-397B-A17B at 8K in, 1K out1,608106282900 ms9.4 ms—dynamo-trt · fp4 · disaggregated · multi-nodenvcr.io/nvidia/tensorrt-llm/release:1.3.0rc242026-08-27
—NVIDIA GB200 ×40NVIDIAQwen-3.5-397B-A17B at 8K in, 1K out3,05872.912808.49 s13.7 ms—dynamo-sglang · fp8 · mtp · disaggregated · multi-nodelmsysorg/sglang:v0.5.14-cu130@sha256:5027e95bf6ec536856b1b52a91d1f35ff5c564ab83e8a94758a169ff09bb8df32026-07-26
—NVIDIA GB300 ×40NVIDIAQwen-3.5-397B-A17B at 8K in, 1K out10,56823.281923.28 s43.1 ms—dynamo-trt · fp4 · disaggregated · multi-nodenvcr.io/nvidia/tensorrt-llm/release:1.3.0rc242026-08-27
NVIDIA B200 ×641,99416.610242.55 s60.2 ms—trt · fp42026-06-16
NVIDIA B200 ×641,60825.6102435.73 s39.1 ms—trt · fp4 · mtp2026-06-24
NVIDIA B200 ×641,57727.55121.55 s36.3 ms—trt · fp42026-06-16
1NVIDIA B200 ×64NVIDIAQwen-3.5-397B-A17B at 8K in, 1K out1,46553.62561.86 s18.7 ms—trt · fp4 · mtpnvcr.io/nvidia/tensorrt-llm/release:1.3.0rc182026-06-24
NVIDIA B200 ×641,10086.51281.67 s11.6 ms—trt · fp4 · mtp2026-06-24
NVIDIA B200 ×641353214582 ms3.1 ms—trt · fp4 · mtp2026-06-24
NVIDIA H200 ×6427417.2128744 ms58.3 ms—sglang · fp8 · mtp2026-07-04
NVIDIA H200 ×6423429.564631 ms33.9 ms—sglang · fp8 · mtp2026-07-04
2NVIDIA H200 ×64NVIDIAQwen-3.5-397B-A17B at 8K in, 1K out20051.532551 ms19.4 ms—sglang · fp8 · mtplmsysorg/sglang:v0.5.14-cu1302026-07-04
NVIDIA H200 ×6416084.116382 ms11.9 ms—sglang · fp8 · mtp2026-07-04
NVIDIA H200 ×641191298388 ms7.7 ms—sglang · fp8 · mtp2026-07-04
NVIDIA H200 ×6486.91884345 ms5.3 ms—sglang · fp8 · mtp2026-07-04
NVIDIA H100 ×6428325.712814.60 s38.9 ms—sglang · fp82026-07-05
3NVIDIA H100 ×64NVIDIAQwen-3.5-397B-A17B at 8K in, 1K out18147.132668 ms21.2 ms—sglang · fp8 · mtplmsysorg/sglang:v0.5.14-cu1302026-07-05
NVIDIA H100 ×6417455.7324.54 s17.9 ms—sglang · fp82026-07-05
NVIDIA H100 ×6414475.416445 ms13.3 ms—sglang · fp8 · mtp2026-07-05
NVIDIA H100 ×6476.31694410 ms5.9 ms—sglang · fp8 · mtp2026-07-05
1AMD MI355X ×8AMDDeepSeek-R1-0528 at 1K in, 8K out1,28741.5256129 ms24.1 ms—atom · fp4 · mtprocm/atom:rocm7.2.0-ubuntu24.04-pytorch2.9-atom0.1.12026-02-25
AMD MI355X ×81,13036.5256120 ms27.4 ms—atom · fp8 · mtp2026-02-11
AMD MI355X ×893860.912891 ms16.4 ms—atom · fp4 · mtp2026-02-25
AMD MI355X ×876949.5128106 ms20.2 ms—atom · fp8 · mtp2026-02-11
AMD MI355X ×867543.3128101 ms23.1 ms—atom · fp42026-02-25
AMD MI355X ×864383.06481 ms12.1 ms—atom · fp4 · mtp2026-02-25
AMD MI355X ×858537.112891 ms26.9 ms—atom · fp82026-01-14
AMD MI355X ×854870.96492 ms14.1 ms—atom · fp8 · mtp2026-02-11
AMD MI355X ×842854.764118 ms18.3 ms—sglang · fp42026-02-27
AMD MI355X ×842454.56491 ms18.3 ms—atom · fp42026-02-25
AMD MI355X ×84111073275 ms9.4 ms—atom · fp4 · mtp2026-02-25
AMD MI355X ×837647.76481 ms21.0 ms—atom · fp82026-01-14
AMD MI355X ×835946.064122 ms21.7 ms—sglang · fp82026-03-05
AMD MI355X ×834087.53281 ms11.4 ms—atom · fp8 · mtp2026-02-11
AMD MI355X ×827369.832105 ms14.3 ms—sglang · fp42026-02-27
AMD MI355X ×825966.33284 ms15.1 ms—atom · fp42026-02-25
AMD MI355X ×82481291684 ms7.7 ms—atom · fp4 · mtp2026-02-25
AMD MI355X ×822657.732112 ms17.3 ms—sglang · fp82026-03-05
AMD MI355X ×822156.23276 ms17.8 ms—atom · fp82026-01-14
AMD MI355X ×82051061678 ms9.4 ms—atom · fp8 · mtp2026-02-11
AMD MI355X ×816685.41698 ms11.7 ms—sglang · fp42026-02-27
AMD MI355X ×815378.51679 ms12.7 ms—atom · fp42026-02-25
AMD MI355X ×814976.716115 ms13.0 ms—sglang · fp82026-03-05
AMD MI355X ×8143148880 ms6.7 ms—atom · fp4 · mtp2026-02-25
AMD MI355X ×813869.71669 ms14.3 ms—atom · fp82026-01-14
AMD MI355X ×8126132870 ms7.6 ms—atom · fp8 · mtp2026-02-11
AMD MI355X ×892.695.68108 ms10.5 ms—sglang · fp82026-03-05
AMD MI355X ×892.094.4894 ms10.6 ms—sglang · fp42026-02-27
AMD MI355X ×888.791.0875 ms11.0 ms—atom · fp42026-02-25
AMD MI355X ×885.3176476 ms5.7 ms—atom · fp4 · mtp2026-02-25
AMD MI355X ×880.281.5867 ms12.3 ms—atom · fp82026-01-14
AMD MI355X ×872.8150473 ms6.7 ms—atom · fp8 · mtp2026-02-11
AMD MI355X ×852.11074105 ms9.4 ms—sglang · fp82026-03-05
AMD MI355X ×851.7105471 ms9.5 ms—atom · fp42026-02-25
AMD MI355X ×851.2104492 ms9.6 ms—sglang · fp42026-02-27
AMD MI355X ×846.694.9463 ms10.5 ms—atom · fp82026-01-14
NVIDIA B200 ×895523.7512199.46 s42.2 ms—sglang · fp8 · mtp2026-03-25
NVIDIA B200 ×887829.02561.39 s34.5 ms—sglang · fp8 · mtp2026-03-25
2NVIDIA B200 ×8NVIDIADeepSeek-R1-0528 at 1K in, 8K out62882.364127 ms12.2 ms—trt · fp8 · mtpnvcr.io/nvidia/tensorrt-llm/release:1.2.0rc6.post32026-02-05
NVIDIA B200 ×861240.81281.04 s24.5 ms—sglang · fp8 · mtp2026-03-25
NVIDIA B200 ×854734.9128118 ms28.7 ms—trt · fp82026-01-29
NVIDIA B200 ×842456.964778 ms17.6 ms—sglang · fp8 · mtp2026-03-25
NVIDIA B200 ×840510732119 ms9.4 ms—trt · fp8 · mtp2026-02-05
NVIDIA B200 ×835445.464506 ms22.0 ms—sglang · fp82026-03-25
NVIDIA B200 ×834844.264174 ms22.6 ms—trt · fp82026-01-29
NVIDIA B200 ×828173.932684 ms13.5 ms—sglang · fp8 · mtp2026-03-25
NVIDIA B200 ×825713416114 ms7.5 ms—trt · fp8 · mtp2026-02-05
NVIDIA B200 ×823860.732167 ms16.5 ms—trt · fp82026-01-29
NVIDIA B200 ×823259.632430 ms16.8 ms—sglang · fp82026-03-25
NVIDIA B200 ×82102208162 ms4.5 ms—trt · fp4 · mtp2026-02-06
NVIDIA B200 ×819410416567 ms9.6 ms—sglang · fp8 · mtp2026-03-25
NVIDIA B200 ×81641758161 ms5.7 ms—trt · fp8 · mtp2026-02-05
NVIDIA B200 ×815277.716162 ms12.9 ms—trt · fp82026-01-29
NVIDIA B200 ×815177.816358 ms12.8 ms—sglang · fp82026-03-25
NVIDIA B200 ×81372864167 ms3.5 ms—trt · fp4 · mtp2026-02-06
NVIDIA B200 ×81281358239 ms7.4 ms—sglang · fp8 · mtp2026-03-25
NVIDIA B200 ×81112244156 ms4.5 ms—trt · fp8 · mtp2026-02-05
NVIDIA B200 ×894.396.88185 ms10.3 ms—sglang · fp82026-03-25
NVIDIA B200 ×892.595.48166 ms10.5 ms—trt · fp82026-01-29
NVIDIA B200 ×884.51784209 ms5.6 ms—sglang · fp8 · mtp2026-03-25
NVIDIA B200 ×869.41414149 ms7.1 ms—trt · fp42026-02-03
NVIDIA B200 ×856.81164171 ms8.7 ms—sglang · fp82026-03-25
NVIDIA B200 ×848.498.64171 ms10.1 ms—trt · fp82026-01-29
3NVIDIA H200 ×8NVIDIADeepSeek-R1-0528 at 1K in, 8K out25532.264183 ms31.1 ms—sglang · fp8lmsysorg/sglang:v0.5.9-cu1302026-03-25
NVIDIA H200 ×817745.232166 ms22.1 ms—sglang · fp82026-03-25
NVIDIA H200 ×812363.016156 ms15.9 ms—sglang · fp82026-03-25
NVIDIA H200 ×879.881.98149 ms12.2 ms—sglang · fp82026-03-25
NVIDIA H200 ×847.897.44157 ms10.3 ms—sglang · fp82026-03-25
AMD MI325X ×816220.664163 ms48.5 ms—sglang · fp82026-02-27
AMD MI325X ×810827.832139 ms36.0 ms—sglang · fp82026-02-27
4AMD MI325X ×8AMDDeepSeek-R1-0528 at 1K in, 8K out64.333.116128 ms30.2 ms—sglang · fp8lmsysorg/sglang:v0.5.9-rocm700-mi30x2026-02-27
AMD MI325X ×836.037.18122 ms26.9 ms—sglang · fp82026-02-27
AMD MI325X ×819.439.34120 ms25.5 ms—sglang · fp82026-02-27
AMD MI300X ×814718.764218 ms53.4 ms—sglang · fp82026-02-27
AMD MI300X ×892.423.832195 ms42.0 ms—sglang · fp82026-02-27
5AMD MI300X ×8AMDDeepSeek-R1-0528 at 1K in, 8K out62.732.316171 ms31.0 ms—sglang · fp8lmsysorg/sglang:v0.5.9-rocm700-mi30x2026-02-27
AMD MI300X ×835.336.38178 ms27.6 ms—sglang · fp82026-02-27
AMD MI300X ×819.539.74161 ms25.2 ms—sglang · fp82026-02-27
—NVIDIA B200 ×4NVIDIADeepSeek-R1-0528 at 1K in, 8K out47812516166 ms8.0 ms—trt · fp4 · mtpnvcr.io/nvidia/tensorrt-llm/release:1.2.0rc6.post32026-02-06
—AMD MI355X ×4AMDDeepSeek-R1-0528 at 1K in, 8K out1,24619.9256144 ms50.3 ms—atom · fp4rocm/atom:rocm7.1.1-ubuntu24.04-pytorch2.9-atom0.1.1-MI350x2026-02-25
—NVIDIA B200 ×16NVIDIADeepSeek-R1-0528 at 1K in, 8K out3,10651.52562.58 s19.4 ms—trt · fp4 · mtpnvcr.io/nvidia/tensorrt-llm/release:1.2.0rc6.post32026-02-06
—AMD MI355X ×24AMDDeepSeek-R1-0528 at 1K in, 8K out1,08713.42048291.63 s74.4 ms—mori-sglang · fp8 · mtp · disaggregated · multi-noderocm/sgl-dev:sglang-0.5.6.post1-rocm700-mi35x-mori-01132026-02-06
—NVIDIA GB200 ×40NVIDIADeepSeek-R1-0528 at 1K in, 8K out6,02524.681921.72 s40.6 ms—dynamo-trt · fp8 · mtp · disaggregated · multi-nodenvcr.io/nvidia/ai-dynamo/tensorrtllm-runtime:0.8.1.post22026-02-05
1NVIDIA B200 ×64NVIDIADeepSeek-R1-0528 at 1K in, 8K out2,29376.52562.01 s13.1 ms—trt · fp4 · mtpnvcr.io/nvidia/tensorrt-llm/release:1.2.0rc6.post32026-02-06
NVIDIA B200 ×641,29585.81281.16 s11.7 ms—trt · fp4 · mtp2026-02-06
NVIDIA B200 ×6479310564107 ms9.6 ms—trt · fp4 · mtp2026-02-06
NVIDIA B200 ×6447212332168 ms8.1 ms—trt · fp4 · mtp2026-02-06
2NVIDIA H200 ×64NVIDIADeepSeek-R1-0528 at 1K in, 8K out98132.72564.71 s30.6 ms—trt · fp8 · mtpnvcr.io/nvidia/tensorrt-llm/release:1.1.0rc2.post22026-01-14
NVIDIA H200 ×6465142.9128246 ms23.3 ms—trt · fp8 · mtp2026-01-14
NVIDIA H200 ×6439351.464216 ms19.4 ms—trt · fp8 · mtp2026-01-14
NVIDIA H200 ×6424163.132186 ms15.8 ms—trt · fp8 · mtp2026-01-14
NVIDIA H200 ×6416787.016160 ms11.5 ms—trt · fp8 · mtp2026-01-14
NVIDIA H200 ×641051078142 ms9.4 ms—trt · fp8 · mtp2026-01-14
NVIDIA H200 ×6468.71374146 ms7.3 ms—trt · fp8 · mtp2026-01-14
3NVIDIA GB200 ×64NVIDIADeepSeek-R1-0528 at 1K in, 8K out1931021354.14 s9.8 ms—dynamo-trt · fp4 · disaggregated · multi-nodenvcr.io/nvidia/ai-dynamo/tensorrtllm-runtime:0.8.1.post22026-03-23
NVIDIA GB200 ×6410812960811 ms7.8 ms—dynamo-trt · fp4 · disaggregated · multi-node2026-03-23
NVIDIA B200 ×843127.5128199 ms36.3 ms—sglang · fp82026-03-20
—NVIDIA B200 ×8NVIDIAGLM-5 (glm5) at 1K in, 8K out26534.064264 ms29.4 ms—sglang · fp8lmsysorg/sglang:nightly-dev-cu13-20260317-1eea74482026-03-20
NVIDIA B200 ×816341.832219 ms23.9 ms—sglang · fp82026-03-20
NVIDIA B200 ×890.446.416189 ms21.6 ms—sglang · fp82026-03-20
NVIDIA B200 ×851.052.38187 ms19.1 ms—sglang · fp82026-03-20
NVIDIA B200 ×828.858.64260 ms17.1 ms—sglang · fp82026-03-20
NVIDIA H200 ×817625.7642.82 s38.9 ms—sglang · fp82026-03-19
—NVIDIA H200 ×8NVIDIAGLM-5 (glm5) at 1K in, 8K out12531.832195 ms31.4 ms—sglang · fp8lmsysorg/sglang:glm5-hopper2026-03-19
NVIDIA H200 ×879.240.716209 ms24.6 ms—sglang · fp82026-03-19
NVIDIA H200 ×847.849.08254 ms20.4 ms—sglang · fp82026-03-19
NVIDIA H200 ×827.355.64256 ms18.0 ms—sglang · fp82026-03-19
AMD MI355X ×884.210.864314 ms92.8 ms—sglang · fp82026-03-07
AMD MI355X ×851.913.232282 ms75.5 ms—sglang · fp82026-03-07
AMD MI355X ×829.615.216261 ms65.7 ms—sglang · fp82026-03-07
AMD MI355X ×816.617.18247 ms58.6 ms—sglang · fp82026-03-07
—AMD MI355X ×8AMDGLM-5 (glm5) at 1K in, 8K out8.818.04242 ms55.7 ms—sglang · fp8rocm/sgl-dev:v0.5.8.post1-rocm720-mi35x-202602192026-03-07
1AMD MI355X ×8AMDgpt-oss-120b at 1K in, 8K out1,8132356438 ms4.3 ms—atom · fp4rocm/atom:rocm7.1.1-ubuntu24.04-pytorch2.9-atom0.1.1-MI350x2026-01-14
AMD MI355X ×81,0172623236 ms3.8 ms—atom · fp42026-01-14
AMD MI355X ×85612911636 ms3.4 ms—atom · fp42026-01-14
AMD MI355X ×84832501634 ms4.0 ms—vllm · fp42026-03-09
AMD MI355X ×8277286837 ms3.5 ms—atom · fp42026-01-14
AMD MI355X ×8259267832 ms3.7 ms—vllm · fp42026-03-09
AMD MI355X ×8146298438 ms3.4 ms—atom · fp42026-01-14
AMD MI355X ×8139284431 ms3.5 ms—vllm · fp42026-03-09
2NVIDIA H200 ×8NVIDIAgpt-oss-120b at 1K in, 8K out1,1431466445 ms6.8 ms—vllm · fp4vllm/vllm-openai:v0.18.02026-03-27
NVIDIA H200 ×87381893238 ms5.3 ms—vllm · fp42026-03-27
NVIDIA H200 ×84342221633 ms4.5 ms—vllm · fp42026-03-27
NVIDIA H200 ×8249256831 ms3.9 ms—vllm · fp42026-03-27
NVIDIA H200 ×8137280431 ms3.6 ms—vllm · fp42026-03-27
3NVIDIA H100 ×8NVIDIAgpt-oss-120b at 1K in, 8K out1,0981416440 ms7.1 ms—vllm · fp4vllm/vllm-openai:v0.18.02026-03-27
NVIDIA H100 ×87061823238 ms5.5 ms—vllm · fp42026-03-27
NVIDIA H100 ×84272211634 ms4.5 ms—vllm · fp42026-03-27
NVIDIA H100 ×8197203836 ms4.9 ms—vllm · fp42026-03-27
NVIDIA H100 ×8135275430 ms3.6 ms—vllm · fp42026-03-27
4AMD MI325X ×8AMDgpt-oss-120b at 1K in, 8K out9871276441 ms7.9 ms—vllm · fp4vllm/vllm-openai-rocm:v0.17.02026-03-09
AMD MI325X ×86041553236 ms6.4 ms—vllm · fp42026-03-09
AMD MI325X ×83491801633 ms5.6 ms—vllm · fp42026-03-09
AMD MI325X ×8196201831 ms5.0 ms—vllm · fp42026-03-09
AMD MI325X ×8109222433 ms4.5 ms—vllm · fp42026-03-09
5NVIDIA B200 ×8NVIDIAgpt-oss-120b at 1K in, 8K out311319826 ms3.1 ms—vllm · fp4vllm/vllm-openai:v0.15.12026-02-25
NVIDIA B200 ×8215437441 ms2.3 ms—trt · fp42026-02-05
NVIDIA B200 ×8166338427 ms3.0 ms—vllm · fp42026-02-25
6AMD MI300X ×8AMDgpt-oss-120b at 1K in, 8K out3061581638 ms6.3 ms—vllm · fp4vllm/vllm-openai-rocm:v0.17.02026-03-09
AMD MI300X ×8173177836 ms5.6 ms—vllm · fp42026-03-09
AMD MI300X ×8110224439 ms4.5 ms—vllm · fp42026-03-09
1NVIDIA B200 ×1NVIDIAgpt-oss-120b at 1K in, 8K out14,29357.025663 ms17.6 ms—trt · fp4nvcr.io/nvidia/tensorrt-llm/release:1.2.0rc2.post22026-02-05
NVIDIA B200 ×19,96980.012870 ms12.5 ms—vllm · fp42026-02-25
NVIDIA B200 ×16,3501026463 ms9.8 ms—vllm · fp42026-02-25
NVIDIA B200 ×14,2601363255 ms7.4 ms—vllm · fp42026-02-25
NVIDIA B200 ×12,8911841650 ms5.4 ms—vllm · fp42026-02-25
NVIDIA B200 ×11,830233848 ms4.3 ms—vllm · fp42026-02-25
NVIDIA B200 ×11,131287447 ms3.5 ms—vllm · fp42026-02-25
2AMD MI355X ×1AMDgpt-oss-120b at 1K in, 8K out9,31974.512848 ms13.4 ms—atom · fp4rocm/atom:rocm7.1.1-ubuntu24.04-pytorch2.9-atom0.1.1-MI350x2026-01-14
AMD MI355X ×16,3361016442 ms9.9 ms—atom · fp42026-01-14
AMD MI355X ×14,0741303237 ms7.7 ms—atom · fp42026-01-14
AMD MI355X ×12,6161671639 ms6.0 ms—atom · fp42026-01-14
AMD MI355X ×11,360175850 ms5.7 ms—vllm · fp42026-03-09
AMD MI355X ×1802205450 ms4.9 ms—vllm · fp42026-03-09
3NVIDIA H200 ×1NVIDIAgpt-oss-120b at 1K in, 8K out2,86054.76414.12 s18.3 ms—trt · fp4nvcr.io/nvidia/tensorrt-llm/release:gpt-oss-dev2025-12-15
NVIDIA H200 ×12,30074.23274 ms13.5 ms—trt · fp42025-12-15
NVIDIA H200 ×11,43892.31674 ms10.8 ms—trt · fp42025-12-15
NVIDIA H200 ×1950120879 ms8.3 ms—trt · fp42025-12-15
NVIDIA H200 ×1640163485 ms6.1 ms—vllm · fp42026-03-27
4AMD MI325X ×1AMDgpt-oss-120b at 1K in, 8K out2,43138.564118 ms26.0 ms—vllm · fp4vllm/vllm-openai-rocm:v0.17.02026-03-09
5AMD MI300X ×1AMDgpt-oss-120b at 1K in, 8K out2,09233.364143 ms30.0 ms—vllm · fp4vllm/vllm-openai-rocm:v0.17.02026-03-09
1NVIDIA B200 ×2NVIDIAgpt-oss-120b at 1K in, 8K out11,67593.225654 ms10.7 ms—trt · fp4nvcr.io/nvidia/tensorrt-llm/release:1.2.0rc2.post22026-02-05
NVIDIA B200 ×27,95112712846 ms7.9 ms—trt · fp42026-02-05
NVIDIA B200 ×24,5961486442 ms6.8 ms—vllm · fp42026-02-25
NVIDIA B200 ×21,3801771650 ms5.6 ms—vllm · fp42026-02-25
NVIDIA B200 ×21,061274834 ms3.7 ms—vllm · fp42026-02-25
NVIDIA B200 ×2578294435 ms3.4 ms—vllm · fp42026-02-25
2AMD MI325X ×2AMDgpt-oss-120b at 1K in, 8K out2,38276.06470 ms13.2 ms—vllm · fp4vllm/vllm-openai-rocm:v0.17.02026-03-09
AMD MI325X ×21,5891023271 ms9.8 ms—vllm · fp42026-03-09
AMD MI325X ×21,0071261664 ms7.9 ms—vllm · fp42026-03-09
AMD MI325X ×2629162858 ms6.2 ms—vllm · fp42026-03-09
AMD MI325X ×2386196454 ms5.1 ms—vllm · fp42026-03-09
3NVIDIA H200 ×2NVIDIAgpt-oss-120b at 1K in, 8K out2,25271.36486 ms14.0 ms—vllm · fp4vllm/vllm-openai:v0.18.02026-03-27
NVIDIA H200 ×21,56399.63271 ms10.0 ms—vllm · fp42026-03-27
NVIDIA H200 ×21,0501341661 ms7.4 ms—vllm · fp42026-03-27
NVIDIA H200 ×2676174860 ms5.8 ms—vllm · fp42026-03-27
NVIDIA H200 ×2421215455 ms4.7 ms—vllm · fp42026-03-27
4NVIDIA H100 ×2NVIDIAgpt-oss-120b at 1K in, 8K out2,17269.06474 ms14.5 ms—vllm · fp4vllm/vllm-openai:v0.18.02026-03-27
NVIDIA H100 ×21,50695.53264 ms10.5 ms—vllm · fp42026-03-27
NVIDIA H100 ×21,0031281662 ms7.8 ms—vllm · fp42026-03-27
NVIDIA H100 ×2640163855 ms6.1 ms—vllm · fp42026-03-27
NVIDIA H100 ×2396202452 ms5.0 ms—vllm · fp42026-03-27
5AMD MI300X ×2AMDgpt-oss-120b at 1K in, 8K out2,04565.56496 ms15.3 ms—vllm · fp4vllm/vllm-openai-rocm:v0.17.02026-03-09
AMD MI300X ×21,37287.63284 ms11.4 ms—vllm · fp42026-03-09
AMD MI300X ×29041141682 ms8.8 ms—vllm · fp42026-03-09
AMD MI300X ×2564145874 ms6.9 ms—vllm · fp42026-03-09
AMD MI300X ×2359182473 ms5.5 ms—vllm · fp42026-03-09
1NVIDIA B200 ×4NVIDIAgpt-oss-120b at 1K in, 8K out7,94012725651 ms7.9 ms—trt · fp4nvcr.io/nvidia/tensorrt-llm/release:1.2.0rc2.post22026-02-05
NVIDIA B200 ×45,40717212843 ms5.8 ms—trt · fp42026-02-05
NVIDIA B200 ×43,4302206441 ms4.5 ms—trt · fp42026-02-05
NVIDIA B200 ×42,0982683239 ms3.7 ms—trt · fp42026-02-05
NVIDIA B200 ×41,2573211640 ms3.1 ms—trt · fp42026-02-05
NVIDIA B200 ×4720372839 ms2.7 ms—trt · fp42026-02-05
NVIDIA B200 ×4406411441 ms2.4 ms—trt · fp42026-02-05
2NVIDIA H200 ×4NVIDIAgpt-oss-120b at 1K in, 8K out2,48879.96470 ms12.5 ms—trt · fp4nvcr.io/nvidia/tensorrt-llm/release:gpt-oss-dev2025-12-15
NVIDIA H200 ×41,7041086462 ms9.2 ms—vllm · fp42026-03-27
NVIDIA H200 ×41,1511473248 ms6.8 ms—vllm · fp42026-03-27
NVIDIA H200 ×47371891640 ms5.3 ms—vllm · fp42026-03-27
NVIDIA H200 ×4441226842 ms4.4 ms—vllm · fp42026-03-27
NVIDIA H200 ×4251255439 ms3.9 ms—vllm · fp42026-03-27
3NVIDIA H100 ×4NVIDIAgpt-oss-120b at 1K in, 8K out1,6381056456 ms9.6 ms—vllm · fp4vllm/vllm-openai:v0.18.02026-03-27
NVIDIA H100 ×41,1001403247 ms7.1 ms—vllm · fp42026-03-27
NVIDIA H100 ×4424218840 ms4.6 ms—vllm · fp42026-03-27
NVIDIA H100 ×4246250438 ms4.0 ms—vllm · fp42026-03-27
4AMD MI325X ×4AMDgpt-oss-120b at 1K in, 8K out1,38789.16451 ms11.2 ms—vllm · fp4vllm/vllm-openai-rocm:v0.17.02026-03-09
5AMD MI300X ×4AMDgpt-oss-120b at 1K in, 8K out1,12972.16475 ms13.9 ms—vllm · fp4vllm/vllm-openai-rocm:v0.17.02026-03-09
AMD MI300X ×475196.03273 ms10.4 ms—vllm · fp42026-03-09
AMD MI300X ×44501161665 ms8.6 ms—vllm · fp42026-03-09
AMD MI300X ×4132135458 ms7.4 ms—vllm · fp42026-03-09
6AMD MI355X ×4AMDgpt-oss-120b at 1K in, 8K out270139846 ms7.2 ms—vllm · fp4vllm/vllm-openai-rocm:v0.17.02026-03-09
AMD MI355X ×4157160443 ms6.2 ms—vllm · fp42026-03-09
—NVIDIA H200 ×16NVIDIAgpt-oss-120b at 1K in, 8K out1,6621076468 ms9.4 ms—trt · fp4nvcr.io/nvidia/tensorrt-llm/release:gpt-oss-dev2025-12-15
—NVIDIA H200 ×64NVIDIAgpt-oss-120b at 1K in, 8K out186191893 ms5.2 ms—trt · fp4nvcr.io/nvidia/tensorrt-llm/release:gpt-oss-dev2025-12-15
1AMD MI355X ×8AMDKimi-K2.5 (kimik2.5) at 1K in, 8K out30538.864137 ms25.7 ms—vllm · fp4vllm/vllm-openai-rocm:v0.18.02026-03-27
AMD MI355X ×820552.632139 ms19.0 ms—vllm · fp42026-03-27
AMD MI355X ×820125.764174 ms38.9 ms—vllm · int42026-03-27
AMD MI355X ×812832.632153 ms30.7 ms—vllm · int42026-03-27
AMD MI355X ×812765.016116 ms15.4 ms—vllm · fp42026-03-27
AMD MI355X ×885.043.616137 ms22.9 ms—vllm · int42026-03-27
AMD MI355X ×867.969.58129 ms14.4 ms—vllm · fp42026-03-27
AMD MI355X ×849.951.28130 ms19.5 ms—vllm · int42026-03-27
AMD MI355X ×842.385.74122 ms11.7 ms—vllm · fp42026-03-27
AMD MI355X ×828.958.84123 ms17.0 ms—vllm · int42026-03-27
2NVIDIA B200 ×8NVIDIAKimi-K2.5 (kimik2.5) at 1K in, 8K out28235.964149 ms27.9 ms—vllm · int4vllm/vllm-openai:v0.15.12026-03-24
NVIDIA B200 ×819549.732145 ms20.1 ms—vllm · int42026-03-24
NVIDIA B200 ×813066.516123 ms15.0 ms—vllm · int42026-03-24
NVIDIA B200 ×881.784.08137 ms11.9 ms—vllm · int42026-03-24
NVIDIA B200 ×847.496.14102 ms10.4 ms—vllm · int42026-03-24
3NVIDIA H200 ×8NVIDIAKimi-K2.5 (kimik2.5) at 1K in, 8K out24531.164165 ms32.2 ms—vllm · int4vllm/vllm-openai:v0.16.02026-03-27
NVIDIA H200 ×817544.432152 ms22.5 ms—vllm · int42026-03-27
NVIDIA H200 ×812262.316124 ms16.1 ms—vllm · int42026-03-27
NVIDIA H200 ×878.780.68116 ms12.4 ms—vllm · int42026-03-27
NVIDIA H200 ×846.894.84142 ms10.5 ms—vllm · int42026-03-27
AMD MI325X ×825.16.432684 ms156.8 ms—vllm · int42026-03-27
AMD MI325X ×821.210.816544 ms92.6 ms—vllm · int42026-03-27
AMD MI325X ×815.715.98479 ms62.9 ms—vllm · int42026-03-27
—AMD MI325X ×8AMDKimi-K2.5 (kimik2.5) at 1K in, 8K out12.224.74431 ms40.5 ms—vllm · int4vllm/vllm-openai-rocm:v0.18.02026-03-27
—AMD MI355X ×4AMDKimi-K2.5 (kimik2.5) at 1K in, 8K out50832.564143 ms30.8 ms—vllm · fp4vllm/vllm-openai-rocm:v0.18.02026-03-27
—NVIDIA B200 ×16NVIDIAKimi-K2.5 (kimik2.5) at 1K in, 8K out67342.564190 ms23.5 ms—vllm · fp4vllm/vllm-openai:v0.17.02026-03-27
—AMD MI355X ×16AMDKimi-K2.5 (kimik2.5) at 1K in, 8K out48931.164146 ms32.2 ms—vllm · fp4vllm/vllm-openai-rocm:v0.18.02026-03-27
1NVIDIA B200 ×8NVIDIALlama-3.3-70B-Instruct-FP8 at 1K in, 8K out1,19776.212864 ms13.1 ms—trt · fp82025-10-29
NVIDIA B200 ×81,15873.712869 ms13.6 ms—trt · fp42025-10-29
NVIDIA B200 ×88391086454 ms9.3 ms—trt · fp82025-10-29
NVIDIA B200 ×88111046459 ms9.6 ms—trt · fp42025-10-29
NVIDIA B200 ×87711006476 ms10.0 ms—vllm · fp42025-10-29
NVIDIA B200 ×873996.064141 ms10.4 ms—vllm · fp82025-10-29
NVIDIA B200 ×85431393260 ms7.2 ms—trt · fp82025-10-29
NVIDIA B200 ×85121313249 ms7.6 ms—trt · fp42025-10-29
NVIDIA B200 ×84911273276 ms7.9 ms—vllm · fp82025-10-29
NVIDIA B200 ×84581193286 ms8.4 ms—vllm · fp42025-10-29
NVIDIA B200 ×83021561659 ms6.4 ms—trt · fp82025-10-29
NVIDIA B200 ×82891491662 ms6.7 ms—trt · fp42025-10-29
NVIDIA B200 ×82751421676 ms7.0 ms—vllm · fp82025-10-29
NVIDIA B200 ×82671391669 ms7.2 ms—vllm · fp42025-10-29
NVIDIA B200 ×8163168859 ms6.0 ms—trt · fp82025-10-29
NVIDIA B200 ×8154158852 ms6.3 ms—trt · fp42025-10-29
NVIDIA B200 ×8149153874 ms6.5 ms—vllm · fp82025-10-29
NVIDIA B200 ×8143147867 ms6.8 ms—vllm · fp42025-10-29
NVIDIA B200 ×884.5172457 ms5.8 ms—trt · fp82025-10-29
NVIDIA B200 ×880.0163452 ms6.1 ms—trt · fp42025-10-29
NVIDIA B200 ×875.3153474 ms6.5 ms—vllm · fp82025-10-29
NVIDIA B200 ×874.6152469 ms6.6 ms—vllm · fp42025-10-29
2NVIDIA H200 ×8NVIDIALlama-3.3-70B-Instruct-FP8 at 1K in, 8K out75347.912890 ms20.9 ms—trt · fp82025-10-29
NVIDIA H200 ×858875.36471 ms13.3 ms—trt · fp82025-10-29
NVIDIA H200 ×857072.46475 ms13.8 ms—vllm · fp82025-10-29
NVIDIA H200 ×84111053261 ms9.5 ms—trt · fp82025-10-29
NVIDIA H200 ×835390.33277 ms11.1 ms—vllm · fp82025-10-29
NVIDIA H200 ×82511291665 ms7.7 ms—trt · fp82025-10-29
NVIDIA H200 ×81991021674 ms9.8 ms—vllm · fp82025-10-29
NVIDIA H200 ×8142146856 ms6.9 ms—trt · fp82025-10-29
NVIDIA H200 ×8116119870 ms8.4 ms—vllm · fp82025-10-29
NVIDIA H200 ×876.1155463 ms6.5 ms—trt · fp82025-10-29
NVIDIA H200 ×862.0126468 ms7.9 ms—vllm · fp82025-10-29
3AMD MI355X ×8AMDLlama-3.3-70B-Instruct-FP8 at 1K in, 8K out64383.06485 ms12.0 ms—vllm · fp82025-10-29
AMD MI355X ×856973.66480 ms13.6 ms—vllm · fp42025-10-29
AMD MI355X ×838598.93277 ms10.1 ms—vllm · fp82025-10-29
AMD MI355X ×831981.93275 ms12.2 ms—vllm · fp42025-10-29
AMD MI355X ×820910816102 ms9.3 ms—vllm · fp42025-10-29
AMD MI355X ×81981021672 ms9.9 ms—vllm · fp82025-10-29
AMD MI355X ×81191238104 ms8.1 ms—vllm · fp42025-10-29
AMD MI355X ×8110112875 ms8.9 ms—vllm · fp82025-10-29
AMD MI355X ×866.71364102 ms7.3 ms—vllm · fp42025-10-29
AMD MI355X ×857.5117474 ms8.5 ms—vllm · fp82025-10-29
4AMD MI325X ×8AMDLlama-3.3-70B-Instruct-FP8 at 1K in, 8K out57373.664113 ms13.6 ms—vllm · fp82025-10-29
AMD MI325X ×836393.13296 ms10.7 ms—vllm · fp82025-10-29
AMD MI325X ×82121091688 ms9.2 ms—vllm · fp82025-10-29
AMD MI325X ×8116119882 ms8.4 ms—vllm · fp82025-10-29
AMD MI325X ×861.7125485 ms8.0 ms—vllm · fp82025-10-29
5AMD MI300X ×8AMDLlama-3.3-70B-Instruct-FP8 at 1K in, 8K out51566.064132 ms15.1 ms—vllm · fp82025-10-29
AMD MI300X ×833485.632121 ms11.7 ms—vllm · fp82025-10-29
AMD MI300X ×819510016120 ms10.0 ms—vllm · fp82025-10-29
AMD MI300X ×81051088114 ms9.2 ms—vllm · fp82025-10-29
AMD MI300X ×858.91204114 ms8.3 ms—vllm · fp82025-10-29
6NVIDIA H100 ×8NVIDIALlama-3.3-70B-Instruct-FP8 at 1K in, 8K out47060.16470 ms16.6 ms—vllm · fp82025-10-29
NVIDIA H100 ×830377.43263 ms12.9 ms—vllm · fp82025-10-29
NVIDIA H100 ×816886.11661 ms11.6 ms—vllm · fp82025-10-29
NVIDIA H100 ×899.0102867 ms9.8 ms—vllm · fp82025-10-29
NVIDIA H100 ×853.4109467 ms9.2 ms—vllm · fp82025-10-29
1NVIDIA B200 ×1NVIDIALlama-3.3-70B-Instruct-FP8 at 1K in, 8K out3,54638.912853.70 s25.7 ms—trt · fp42025-10-29
NVIDIA B200 ×12,96047.56499 ms21.0 ms—vllm · fp42025-10-29
NVIDIA B200 ×11,81557.93284 ms17.3 ms—vllm · fp42025-10-29
NVIDIA B200 ×11,08069.41672 ms14.4 ms—trt · fp42025-10-29
NVIDIA B200 ×159576.4867 ms13.1 ms—trt · fp42025-10-29
NVIDIA B200 ×131880.8465 ms12.4 ms—trt · fp42025-10-29
2AMD MI355X ×1AMDLlama-3.3-70B-Instruct-FP8 at 1K in, 8K out2,06833.164241 ms30.2 ms—vllm · fp82025-10-29
AMD MI355X ×11,36043.332213 ms23.1 ms—vllm · fp82025-10-29
AMD MI355X ×185554.916361 ms18.2 ms—vllm · fp42025-10-29
AMD MI355X ×151966.88331 ms15.0 ms—vllm · fp42025-10-29
AMD MI355X ×128873.54317 ms13.6 ms—vllm · fp42025-10-29
3NVIDIA H200 ×1NVIDIALlama-3.3-70B-Instruct-FP8 at 1K in, 8K out1,51832.8128396.64 s30.5 ms—trt · fp82025-10-29
NVIDIA H200 ×11,13136.332182 ms27.6 ms—trt · fp82025-10-29
NVIDIA H200 ×166742.916160 ms23.3 ms—trt · fp82025-10-29
NVIDIA H200 ×136246.68155 ms21.5 ms—trt · fp82025-10-29
NVIDIA H200 ×118948.14151 ms20.8 ms—trt · fp82025-10-29
AMD MI325X ×11,62426.164295 ms38.3 ms—vllm · fp82025-10-29
4AMD MI325X ×1AMDLlama-3.3-70B-Instruct-FP8 at 1K in, 8K out1,09435.032256 ms28.6 ms—vllm · fp82025-10-29
AMD MI325X ×163540.916235 ms24.5 ms—vllm · fp82025-10-29
AMD MI325X ×134944.78190 ms22.4 ms—vllm · fp82025-10-29
AMD MI325X ×118647.24172 ms21.2 ms—vllm · fp82025-10-29
AMD MI300X ×11,31621.264361 ms47.3 ms—vllm · fp82025-10-29
AMD MI300X ×193430.032304 ms33.4 ms—vllm · fp82025-10-29
5AMD MI300X ×1AMDLlama-3.3-70B-Instruct-FP8 at 1K in, 8K out55535.716282 ms28.0 ms—vllm · fp82025-10-29
AMD MI300X ×128336.38264 ms27.5 ms—vllm · fp82025-10-29
AMD MI300X ×114837.64237 ms26.6 ms—vllm · fp82025-10-29
1NVIDIA B200 ×2NVIDIALlama-3.3-70B-Instruct-FP8 at 1K in, 8K out3,26952.312889 ms19.1 ms—trt · fp42025-10-29
NVIDIA B200 ×22,15369.16471 ms14.5 ms—trt · fp42025-10-29
NVIDIA B200 ×21,37187.83260 ms11.4 ms—trt · fp42025-10-29
NVIDIA B200 ×277399.51655 ms10.1 ms—trt · fp42025-10-29
NVIDIA B200 ×2417107852 ms9.3 ms—trt · fp42025-10-29
NVIDIA B200 ×2219111450 ms9.0 ms—trt · fp42025-10-29
2NVIDIA H200 ×2NVIDIALlama-3.3-70B-Instruct-FP8 at 1K in, 8K out2,10833.7128158 ms29.7 ms—trt · fp82025-10-29
NVIDIA H200 ×21,52949.264123 ms20.3 ms—trt · fp82025-10-29
NVIDIA H200 ×298663.332105 ms15.8 ms—trt · fp82025-10-29
NVIDIA H200 ×257073.41696 ms13.6 ms—trt · fp82025-10-29
NVIDIA H200 ×230177.6894 ms12.9 ms—trt · fp82025-10-29
NVIDIA H200 ×216181.8492 ms12.2 ms—trt · fp82025-10-29
3AMD MI355X ×2AMDLlama-3.3-70B-Instruct-FP8 at 1K in, 8K out1,37744.264161 ms22.6 ms—vllm · fp82025-10-29
AMD MI355X ×294160.232142 ms16.6 ms—vllm · fp82025-10-29
AMD MI355X ×258575.416223 ms13.3 ms—vllm · fp42025-10-29
AMD MI355X ×234187.88208 ms11.4 ms—vllm · fp42025-10-29
AMD MI355X ×218895.84203 ms10.4 ms—vllm · fp42025-10-29
4AMD MI325X ×2AMDLlama-3.3-70B-Instruct-FP8 at 1K in, 8K out1,13036.364232 ms27.6 ms—vllm · fp82025-10-29
AMD MI325X ×279951.132209 ms19.6 ms—vllm · fp82025-10-29
AMD MI325X ×248161.816206 ms16.2 ms—vllm · fp82025-10-29
AMD MI325X ×226668.28190 ms14.7 ms—vllm · fp82025-10-29
AMD MI325X ×214171.74173 ms13.9 ms—vllm · fp82025-10-29
5AMD MI300X ×2AMDLlama-3.3-70B-Instruct-FP8 at 1K in, 8K out94630.364233 ms33.0 ms—vllm · fp82025-10-29
AMD MI300X ×271545.832195 ms21.9 ms—vllm · fp82025-10-29
AMD MI300X ×239350.516200 ms19.8 ms—vllm · fp82025-10-29
AMD MI300X ×221755.78172 ms17.9 ms—vllm · fp82025-10-29
AMD MI300X ×212664.24143 ms15.6 ms—vllm · fp82025-10-29
NVIDIA H100 ×267526.8648.47 s37.4 ms—vllm · fp82025-10-29
6NVIDIA H100 ×2NVIDIALlama-3.3-70B-Instruct-FP8 at 1K in, 8K out56235.932129 ms27.8 ms—vllm · fp82025-10-29
NVIDIA H100 ×235145.016120 ms22.2 ms—vllm · fp82025-10-29
NVIDIA H100 ×220352.08116 ms19.2 ms—vllm · fp82025-10-29
NVIDIA H100 ×210955.64113 ms18.0 ms—vllm · fp82025-10-29
1NVIDIA B200 ×4NVIDIALlama-3.3-70B-Instruct-FP8 at 1K in, 8K out2,20270.312868 ms14.2 ms—trt · fp42025-10-29
NVIDIA B200 ×41,47694.96459 ms10.5 ms—trt · fp82025-10-29
NVIDIA B200 ×49341203252 ms8.4 ms—trt · fp82025-10-29
NVIDIA B200 ×45221351647 ms7.4 ms—trt · fp42025-10-29
NVIDIA B200 ×4274141857 ms7.1 ms—trt · fp82025-10-29
NVIDIA B200 ×4140143450 ms7.0 ms—trt · fp82025-10-29
2NVIDIA H200 ×4NVIDIALlama-3.3-70B-Instruct-FP8 at 1K in, 8K out1,60451.3128100 ms19.5 ms—trt · fp82025-10-29
NVIDIA H200 ×41,12972.76482 ms13.8 ms—trt · fp82025-10-29
NVIDIA H200 ×470790.73273 ms11.0 ms—trt · fp82025-10-29
NVIDIA H200 ×44131061669 ms9.4 ms—trt · fp82025-10-29
NVIDIA H200 ×4230118866 ms8.4 ms—trt · fp82025-10-29
NVIDIA H200 ×4121124466 ms8.1 ms—trt · fp82025-10-29
3AMD MI355X ×4AMDLlama-3.3-70B-Instruct-FP8 at 1K in, 8K out1,00964.66499 ms15.5 ms—vllm · fp82025-10-29
AMD MI355X ×466084.73289 ms11.8 ms—vllm · fp82025-10-29
AMD MI355X ×438399.016145 ms10.1 ms—vllm · fp42025-10-29
AMD MI355X ×42201138137 ms8.8 ms—vllm · fp42025-10-29
AMD MI355X ×41181204140 ms8.3 ms—vllm · fp42025-10-29
4AMD MI325X ×4AMDLlama-3.3-70B-Instruct-FP8 at 1K in, 8K out87756.264131 ms17.8 ms—vllm · fp82025-10-29
AMD MI325X ×448562.332143 ms16.1 ms—vllm · fp82025-10-29
AMD MI325X ×433686.316116 ms11.6 ms—vllm · fp82025-10-29
AMD MI325X ×487.789.24109 ms11.2 ms—vllm · fp82025-10-29
5AMD MI300X ×4AMDLlama-3.3-70B-Instruct-FP8 at 1K in, 8K out80551.664151 ms19.4 ms—vllm · fp82025-10-29
AMD MI300X ×450164.332132 ms15.6 ms—vllm · fp82025-10-29
AMD MI300X ×429876.616123 ms13.1 ms—vllm · fp82025-10-29
AMD MI300X ×416785.78114 ms11.7 ms—vllm · fp82025-10-29
AMD MI300X ×490.391.84117 ms10.9 ms—vllm · fp82025-10-29
6NVIDIA H100 ×4NVIDIALlama-3.3-70B-Instruct-FP8 at 1K in, 8K out66342.36497 ms23.6 ms—vllm · fp82025-10-29
NVIDIA H100 ×442454.03287 ms18.5 ms—vllm · fp82025-10-29
NVIDIA H100 ×427671.01681 ms14.1 ms—vllm · fp82025-10-29
NVIDIA H100 ×415478.9880 ms12.7 ms—vllm · fp82025-10-29
NVIDIA H100 ×481.983.3478 ms12.0 ms—vllm · fp82025-10-29
—NVIDIA H200 ×8NVIDIAMiniMax-M2.5 at 1K in, 8K out68943.8128106 ms22.8 ms—vllm · fp8vllm/vllm-openai:v0.18.02026-03-28
1NVIDIA B200 ×2NVIDIAMiniMax-M2.5 at 1K in, 8K out1,10335.164130 ms28.5 ms—vllm · fp8vllm/vllm-openai:v0.17.0-cu1302026-03-28
NVIDIA B200 ×273646.932111 ms21.3 ms—vllm · fp82026-03-28
NVIDIA B200 ×251465.71697 ms15.2 ms—vllm · fp82026-03-28
NVIDIA B200 ×231780.98108 ms12.4 ms—vllm · fp82026-03-28
NVIDIA B200 ×219298.04111 ms10.2 ms—vllm · fp82026-03-28
2AMD MI355X ×2AMDMiniMax-M2.5 at 1K in, 8K out96430.764133 ms32.6 ms—vllm · fp8vllm/vllm-openai-rocm:v0.18.02026-03-28
AMD MI355X ×270545.032106 ms22.2 ms—vllm · fp82026-03-28
AMD MI355X ×244657.31693 ms17.5 ms—vllm · fp82026-03-28
AMD MI355X ×227169.58100 ms14.4 ms—vllm · fp82026-03-28
AMD MI355X ×215779.8494 ms12.5 ms—vllm · fp82026-03-28
AMD MI325X ×278625.164175 ms39.8 ms—vllm · fp82026-03-28
3AMD MI325X ×2AMDMiniMax-M2.5 at 1K in, 8K out52033.132147 ms30.2 ms—vllm · fp8vllm/vllm-openai-rocm:v0.16.02026-03-28
AMD MI325X ×234944.916127 ms22.3 ms—vllm · fp82026-03-28
AMD MI325X ×221755.78114 ms17.9 ms—vllm · fp82026-03-28
AMD MI325X ×213468.24108 ms14.7 ms—vllm · fp82026-03-28
AMD MI300X ×271222.764189 ms44.1 ms—vllm · fp82026-03-28
4AMD MI300X ×2AMDMiniMax-M2.5 at 1K in, 8K out48731.132155 ms32.2 ms—vllm · fp8vllm/vllm-openai-rocm:v0.16.02026-03-28
AMD MI300X ×233843.216132 ms23.2 ms—vllm · fp82026-03-28
AMD MI300X ×221354.68138 ms18.3 ms—vllm · fp82026-03-28
AMD MI300X ×213166.44129 ms15.1 ms—vllm · fp82026-03-28
1NVIDIA B200 ×4NVIDIAMiniMax-M2.5 at 1K in, 8K out79150.664112 ms19.8 ms—vllm · fp8vllm/vllm-openai:v0.17.0-cu1302026-03-28
NVIDIA B200 ×449062.43293 ms16.0 ms—vllm · fp82026-03-28
NVIDIA B200 ×433085.116115 ms11.7 ms—vllm · fp82026-03-28
NVIDIA B200 ×419399.88115 ms10.0 ms—vllm · fp82026-03-28
NVIDIA B200 ×41031044112 ms9.6 ms—vllm · fp82026-03-28
2AMD MI355X ×4AMDMiniMax-M2.5 at 1K in, 8K out65542.064110 ms23.8 ms—vllm · fp8vllm/vllm-openai-rocm:v0.18.02026-03-28
AMD MI355X ×446359.13294 ms16.9 ms—vllm · fp82026-03-28
AMD MI355X ×427670.816104 ms14.1 ms—vllm · fp82026-03-28
AMD MI355X ×415580.1899 ms12.5 ms—vllm · fp82026-03-28
AMD MI355X ×487.188.5486 ms11.3 ms—vllm · fp82026-03-28
AMD MI325X ×446229.764139 ms33.7 ms—vllm · fp82026-03-28
3AMD MI325X ×4AMDMiniMax-M2.5 at 1K in, 8K out28336.332122 ms27.5 ms—vllm · fp8vllm/vllm-openai-rocm:v0.16.02026-03-28
AMD MI325X ×416542.516113 ms23.6 ms—vllm · fp82026-03-28
AMD MI325X ×490.446.48108 ms21.5 ms—vllm · fp82026-03-28
AMD MI325X ×449.850.74103 ms19.7 ms—vllm · fp82026-03-28
AMD MI300X ×443127.764161 ms36.1 ms—vllm · fp82026-03-28
4AMD MI300X ×4AMDMiniMax-M2.5 at 1K in, 8K out27134.732146 ms28.8 ms—vllm · fp8vllm/vllm-openai-rocm:v0.16.02026-03-28
AMD MI300X ×416141.216137 ms24.3 ms—vllm · fp82026-03-28
AMD MI300X ×490.246.38133 ms21.6 ms—vllm · fp82026-03-28
AMD MI300X ×450.551.44128 ms19.5 ms—vllm · fp82026-03-28
—NVIDIA H100 ×16NVIDIAMiniMax-M2.5 at 1K in, 8K out44536.4642.98 s27.4 ms—vllm · fp8vllm/vllm-openai:v0.18.02026-03-28
—AMD MI355X ×64AMDMiniMax-M2.5 at 1K in, 8K out1,19838.5256132 ms26.0 ms—vllm · fp8vllm/vllm-openai-rocm:v0.18.02026-03-28
1NVIDIA B200 ×8NVIDIAQwen-3.5-397B-A17B at 1K in, 8K out39049.864481 ms20.1 ms—sglang · bf16lmsysorg/sglang:nightly-dev-20260216-d3bae71e2026-02-20
NVIDIA B200 ×824261.732427 ms16.2 ms—sglang · bf162026-02-20
NVIDIA B200 ×818494.416420 ms10.6 ms—sglang · fp82026-03-24
NVIDIA B200 ×817790.816342 ms11.0 ms—sglang · bf162026-02-20
NVIDIA B200 ×81091138278 ms8.9 ms—sglang · fp82026-03-24
NVIDIA B200 ×81091128208 ms8.9 ms—sglang · bf162026-02-20
NVIDIA B200 ×863.31294229 ms7.8 ms—sglang · bf162026-02-20
NVIDIA B200 ×862.61284287 ms7.8 ms—sglang · fp82026-03-24
2AMD MI355X ×8AMDQwen-3.5-397B-A17B at 1K in, 8K out27435.16495 ms28.5 ms—sglang · bf16rocm/sgl-dev:v0.5.8.post1-rocm720-mi35x-202602152026-02-17
AMD MI355X ×822629.164131 ms34.3 ms—sglang · fp82026-02-20
AMD MI355X ×817143.632123 ms23.0 ms—sglang · bf162026-02-17
AMD MI355X ×814537.232151 ms26.9 ms—sglang · fp82026-02-20
AMD MI355X ×810152.116124 ms19.2 ms—sglang · bf162026-02-17
AMD MI355X ×879.140.716151 ms24.6 ms—sglang · fp82026-02-20
AMD MI355X ×853.454.98123 ms18.2 ms—sglang · bf162026-02-17
AMD MI355X ×840.141.28157 ms24.3 ms—sglang · fp82026-02-20
AMD MI355X ×828.457.74124 ms17.3 ms—sglang · bf162026-02-17
AMD MI355X ×821.844.44151 ms22.5 ms—sglang · fp82026-02-20
3AMD MI325X ×8AMDQwen-3.5-397B-A17B at 1K in, 8K out24531.464102 ms31.9 ms—sglang · bf16lmsysorg/sglang:v0.5.9-rocm720-mi30x2026-03-02
AMD MI325X ×818223.464136 ms42.7 ms—sglang · fp82026-03-02
AMD MI325X ×815238.732131 ms25.9 ms—sglang · bf162026-03-02
AMD MI325X ×811028.332161 ms35.3 ms—sglang · fp82026-03-02
AMD MI325X ×893.047.716128 ms21.0 ms—sglang · bf162026-03-02
AMD MI325X ×860.731.216160 ms32.0 ms—sglang · fp82026-03-02
AMD MI325X ×856.658.28125 ms17.2 ms—sglang · bf162026-03-02
AMD MI325X ×833.634.58157 ms29.0 ms—sglang · fp82026-03-02
AMD MI325X ×829.860.64124 ms16.5 ms—sglang · bf162026-03-02
AMD MI325X ×817.936.44156 ms27.5 ms—sglang · fp82026-03-02
AMD MI300X ×819124.564158 ms40.7 ms—sglang · bf162026-03-02
4AMD MI300X ×8AMDQwen-3.5-397B-A17B at 1K in, 8K out13835.132184 ms28.5 ms—sglang · bf16lmsysorg/sglang:v0.5.9-rocm720-mi30x2026-03-02
AMD MI300X ×813419.164572 ms52.4 ms—sglang · fp82026-03-02
AMD MI300X ×891.523.432239 ms42.7 ms—sglang · fp82026-03-02
AMD MI300X ×882.742.316195 ms23.6 ms—sglang · bf162026-03-02
AMD MI300X ×857.329.516234 ms33.9 ms—sglang · fp82026-03-02
AMD MI300X ×848.449.78181 ms20.1 ms—sglang · bf162026-03-02
AMD MI300X ×831.832.78232 ms30.5 ms—sglang · fp82026-03-02
AMD MI300X ×826.654.14184 ms18.5 ms—sglang · bf162026-03-02
AMD MI300X ×816.734.04251 ms29.4 ms—sglang · fp82026-03-02
—NVIDIA B200 ×4NVIDIAQwen-3.5-397B-A17B at 1K in, 8K out1,65926.72562.12 s37.4 ms—sglang · fp8 · mtplmsysorg/sglang:v0.5.9-cu1302026-03-20
—NVIDIA B200 ×16NVIDIAQwen-3.5-397B-A17B at 1K in, 8K out1,20138.3128622 ms26.1 ms—sglang · fp8lmsysorg/sglang:v0.5.9-cu130-amd642026-03-24
—NVIDIA H200 ×64NVIDIAQwen-3.5-397B-A17B at 1K in, 8K out38749.564171 ms20.2 ms—sglang · fp8lmsysorg/sglang:v0.5.9-cu129-amd642026-03-04

How the rank is computed

The rule, in full
Left out5
  • A second set of suites, which sat on this page until 15 September 2026. It benchmarks a tier of hardware below the frontier on models from 0.5B to 70B, and its rows were never ranked against these and never could be.
  • Power and tokens a watt. A power figure passes the source's own validation on 4.9% of its rows, which is not enough to fill a column, and nothing is estimated to fill it.
  • Deployment sizes that draw fewer than three rankings. The figure is divided by the chip count, so a ranking holds the size fixed; nine sizes carry enough rankings to be a comparison and the rest are left out. None of them is the only home of a model or a chip.
  • Every configuration of a chip away from eight chips that could never lead at any rate. At eight chips every published run is on the page; elsewhere a run beaten on both throughput and per request rate by another run of the same chip is left out, because no setting of the rate control could ever show it.
  • Cost per token. A cost feed is published alongside these runs, built on assumed hourly rates, and republishing it would present someone else's cost model as a finding here.

Changes

15 September 2026 · One table, every model, and a board you drive18
  • The published-runs section was 23 tables, one per model revision at one prompt and answer length, each with its own heading, its own caption and its own filter box. It is one table now. Four selects above it choose what you are reading: a model, the shape of the traffic, the deployment size, and a chip.
  • The model list holds models and nothing else, alphabetically, because a model and a workload shape are two different questions. The shape is its own select: agentic traces, 1K in and 1K out, 8K in and 1K out, or 1K in and 8K out.
  • Three models and one chip were missing, and the deployment size was why. The board only ever took runs on eight chips, so Qwen3.8-Flash-Next, GLM-5.1 and Kimi-K2.6, which the source never runs at that size, were absent, and so was the RTX 6000 Pro, which only runs at four. The size is a select now, opening at eight. The board carries 14 model revisions, 10 chips and 9 deployment sizes, in 185 rankings.
  • A fourth workload shape arrives with them: 1K in and 8K out, the long answer, 719 published runs the pull had never asked for.
  • The page opens on the newest agentic workload at eight chips with every chip ranked, which is what it always showed first. A rank is still computed inside one workload at one deployment size, on the runs serving at or above a stated rate per request, and the figure is still the source's own.
  • That rate is a slider now, from 10 to 600 output tokens a second per request. It reranks as you move it, because a rank means nothing until that point is chosen and the right point is yours rather than ours. On DeepSeek-V4-Pro's agentic ranking the B200 sits third at 30 and first at 100.
  • A chip that cannot reach the rate you asked for stays on the page, muted, beneath the ranking, with the run that came closest. Nothing disappears when you move a control.
  • The columns are yours too. Eight show by default, two more are there to add, and the set you pick travels in the link alongside the model, the shape, the size, the chip, the rate and the sort, so a view can be sent to someone.
  • Every run is a row of its own rather than a figure hidden behind a fold, with its concurrency in a column, so a chip's whole published sweep reads as a table instead of a footnote. On DeepSeek-V4-Pro at 8K in and 1K out, the H200 has 28 of them.
  • Leaving the model or the shape at every widens the table rather than emptying it. At eight chips, every model across all four shapes is 30 rankings and 160 ranked chips. Each stays ranked on its own, with the workload named under every chip, and sorting a column reorders inside a ranking and never across them. The size select has no every, because a figure divided by seventy two chips is not the same observation as one divided by eight.
  • The source publishes no run at eight chips for ten of the model and shape pairings, GLM-5.2 at a fixed length among them. Asking for one of those says so in the table, rather than showing an empty ranking, and the size select is where you go next.
  • Every run the board carries is in the HTML the build emits. The controls hide rows, they never fetch and never drop, and with no script every ranking and every run is on the page. The counts above the table are rewritten as you narrow, so none of them can say something the table is not showing.
  • Not every run of every size ships. At eight chips, where the board opens, every published run is here. Away from it, a run beaten on both throughput and per request rate by another run of the same chip is left out, because no setting of the rate could ever show it. Sizes carrying fewer than three rankings are left out too, and the page says so under Left out.
  • The table reads the way the coding harness board does. The column headings stay on screen as you scroll a long ranking, the rank and the accelerator stay put while the rest scroll sideways when the chosen columns do not fit, and a line above the table defines every column, including the ones that are easy to misread.
  • There is no expand-all button on this table. At eight chips it would open 1,961 rows. Choosing a chip opens the runs you asked for, and every chip has its own toggle naming how many are behind it.
  • The text above the table is two sentences and a disclosure, where it was five paragraphs. What the board does not say is a click away rather than in the way: the rule, what is left out, the changes and the questions all open on demand. The board is the thing to read.
  • The second set of suites is off this board. It sat beneath the table, covering a tier of hardware below the frontier on models from 0.5B to 70B, and its rows were never ranked against these and never could be. One page carrying two boards under one heading was one too many. Those figures are still published at their own source.
  • Fixed: the last column of every table in that section was taking all the width the panel had spare, 410 pixels to hold a 104 pixel link, which left a dead band down the right of all six tables. Every column now carries its own width and the spare is shared out. Fixed too: the link that opens a chip's runs was printing against the line above it, reading "at concurrency 32show runs". It has a line of its own. Fixed too: the accelerator's name disappeared from the table whenever the rate control moved a chip onto another of its runs, the rows stopped short of the table's right edge so the hover highlight looked half painted, and the tab strip above the board carried a scrollbar it had no use for. Fixed too: below 30 tokens a second per request the rate control led a chip on the wrong run, so the rank and the bar sat on a slower run than the one that qualified; moving the rate left old rank numbers, bars and container images behind on rows that no longer led; and a hovered row lit up everywhere except its first two columns.
10 September 2026 · Frontier hardware added, from a second source11
  • The board gains a second source above the suites it already carried. The new one benchmarks frontier parts from H100 upward on trillion parameter class models, and the old one covers the tier below on models from 0.5B to 70B. The two are never one ranking: different chips, different models, different methodology.
  • The source publishes a curve rather than a score, so a point on it had to be declared before anything could be ranked. The point is eight chips serving at or above 30 output tokens a second per user. Each chip's fastest published run at that point ranks, and every row prints the rate it was actually measured at.
  • There are 136 chip rows ranked over 23 tables, from 1,728 published runs across nine accelerators. Five of the tables rank chips on recorded coding conversation traces replayed against the server, and they come first, because that is where the source's recent runs are. Kimi K3 and GLM-5.2 appear on the board only there. The other eighteen fix a prompt and answer length instead.
  • A trace measures how fast a server replays a recorded conversation. It says nothing about whether the model does the work well, and the page says so next to the tables.
  • The ranked figure is generated tokens a second per chip. The source also publishes a figure that counts prompt tokens alongside generated ones, and on an agentic trace that is over 99% prompt, because a replayed conversation averages about 120,000 prompt tokens against 1,000 generated. The two differ by roughly 130 times on those tables. Every table ranks the generated figure.
  • Each table carries a per request column, the rate one caller sees, next to the per chip throughput. The two trade against each other: a chip serving more requests at once makes more tokens in total and fewer for each one. There is a time to first token column beside them, and every column sorts.
  • An all eight chips column shows what the whole node generates, rather than one chip share of it. The source publishes that figure for its agentic runs only, so it is blank on the single turn tables and the caption says so. It is not multiplied out from the per chip figure to fill the gap.
  • Three models are absent, and the eight chip rule is the reason in each case rather than the benchmark type. Qwen3.8-Flash-Next runs at 1, 16 and 64 chips, GLM-5.1 at 2, 4, 12 and up, and Kimi-K2.6 at 16 and up. GLM-5.3 is named on the source's front page but is not in its data at all.
  • The hardware those runs used was supplied by the vendors being ranked. AMD provided MI355X and CDNA3 parts, NVIDIA a GB200 NVL72 rack and B200 parts, and six cloud providers the rest. The official source discloses it and so does the page.
  • No tokens per watt column, and not for want of trying. Power is measured, and under the source's own strict validation rule 361 of 7,345 rows carry a usable figure, which is 4.9%. A column empty in nineteen rows out of twenty is not a column.
  • The source keeps no result files in its repository, so the snapshot is pinned to a date rather than a commit, and every figure links the workflow run that produced it.
9 September 2026 · First publication5
  • The Inference Hardware Leaderboard is published. It ranks AI accelerators on the offline throughput published for three suites, one table each: Llama-3-8B on one chip, Llama-3.1-8B at 28,000-token inputs, and Qwen2.5-0.5B on edge hardware. Every figure is the official source's own, read from its verified directory at commit 8a8c606a.
  • There are 17, 13 and 21 chips ranked on the three tables, from 54 verified runs. Every run passed its accuracy check and none ran out of memory, so no gate binds today.
  • One row per chip. Where a chip has two verified runs of a suite, the faster ranks and names its framework, and the other is shown beneath it. Today that is one chip, the A100 80GB, on two versions of vLLM.
  • Software is named on every row and never adjusted for. On the Qwen2.5-0.5B table a chip run on a newer vLLM sits above chips run on an older one, and each caption says how many runners its rows come from.
  • Community rows, 31 across the three suites, are listed beneath the tables with their runners and no rank. Suites B, C, E, G and H are left out, each with its reason on the page. Every verified row is the project maintainer's own run, and the project's 5% reproduction rule is its stated policy, not something this site checked.

Questions

What is an agentic trace, and does it measure how good the agent is?

It is a recorded multi-turn coding conversation, replayed against the server. There are 393 of them, captured and published under Apache-2.0. Because a trace is a whole session, it fixes no prompt or answer length, which is why those workloads carry none. And no, it does not measure agent quality. It measures how fast a server serves a workload shaped like real agent traffic. How well the model does the work is a different question.

Why does this board cover only frontier parts?

A second set of suites sat on this page until September 2026, covering a tier of hardware below the frontier on models from 0.5B to 70B. Those rows were never ranked against these and never could be, so the page carried two boards under one heading. This is the board now, and those figures are still published at their own source.

What is ranked in this table?

Output tokens a second per chip, at the point you choose. The board opens at 8 chips, at or above 30 output tokens a second per request, where the best figure is 170 on DeepSeek-V4-Pro. A ranking covers one model revision at one prompt and answer length at one deployment size, never a blend, and the three selects choose which one you are reading.

Why is the deployment size a single choice?

Because the figure is divided by the chip count, and dividing does not make a seventy two chip deployment comparable to a one chip deployment. Leaving the size free produced a table where a rack scale part on sixteen chips sat above the same generation on eight, which measures the deployment rather than the chip. So the size is a choice rather than a filter, and there is no option to see every size at once. The board opens at eight, which is one standard node.

Why can a newer chip sit below an older one?

Usually because of where its published sweep stopped. Every ranked row clears the rate you asked for, but one chip's nearest published point may sit far above it while another's sits just on it. Both figures are real and they are not at the same place on the curve. That is why the rate is on every row, why the control is there, and why the order is worth less than the two numbers beside it.

Why is there no tokens per watt column, when power is measured?

Power is measured, and not enough of it. Under the source's own strict validation rule, 361 of 7,345 published rows carry usable power, which is 4.9%. A column that is empty in nineteen rows out of twenty is not a column, so none is drawn and nothing is estimated to fill it.

Why is there no cost column?

A cost feed is published alongside these runs, and it rests on assumed hourly rates. Ranking on it would present someone else's cost model as our finding. No price source is joined to these rows. The calculator prices hardware instead, from rates collected by hand and dated on the page.

Every ranked number links to the official row it came from.