Advisor / Leaderboard

Local LLM benchmark leaderboard

Median measured generation speed (tokens/s) per hardware, model and quantization class. 252 entries from public llama.cpp results plus 64 that include our own runs. Download CSV.

Measured tokens/sec

Short-context generation (tg128) in tokens/s; the median of the runs listed. Click a header to sort. Entries aggregate public community benchmarks under their upstream terms (see sources); entries marked “own” include measurements by Local LLM Advisor, licensed CC BY 4.0: attribute as Data: Local LLM Advisor (localllmadvisor.com).

HardwareModelQuantParamsGen tok/sPrompt tok/sRunsOrigin
NVIDIA DGX Sparkdeepseek2 30B.A3BQ829.94B MoE48.723641public
NVIDIA DGX Sparkgemma3 4BQ43.88B81.159491public
NVIDIA DGX Sparkgpt-oss 120BQ4116.83B MoE56.819936public
NVIDIA DGX Sparkgpt-oss 20BQ420.91B MoE86.237987public
NVIDIA DGX SparkLlama 2 7BQ46.74B54.7321024public
NVIDIA DGX SparkLlama 3.2 1B InstructQ41.5B132.371272public
NVIDIA DGX SparkMeta Llama 3.1 8B InstructQ48.03B34.219982public
NVIDIA DGX Sparknemotron 120B.A12BQ4120.67B MoE19.97691public
NVIDIA DGX Sparknemotron 4BQ83.97B52.927621public
NVIDIA DGX Sparknemotron_h_moe 120B.A12BQ4120.67B MoE16.67301public
NVIDIA DGX Sparknemotron_h_moe 31B.A3.5BQ431.58B MoE63.118992public
NVIDIA DGX Sparkqwen2 7BQ87.62B29.422501public
NVIDIA DGX SparkQwen2.5 14B InstructQ414.77B18.310922public
NVIDIA DGX SparkQwen3-Coder 30B-A3BQ830.53B MoE61.129871public
NVIDIA DGX SparkQwen3.6 35B-A3BQ435.95B MoE6027891public
NVIDIA DGX SparkQwen3.6 35B-A3BQ835.95B MoE49.225721public
NVIDIA DGX Sparkqwen35moe 122B.A10BQ4122.11B MoE21.310751public
NVIDIA DGX Sparkqwen3next 80B.A3BQ479.67B MoE49.317431public
NVIDIA DGX Sparkqwen3vlmoe 235B.A22BQ4235.09B MoE135291public
Apple M3 Ultragpt-oss 20BQ420.91B MoE115.528171public
Apple M3 UltraLlama 2 7BQ46.74B114.611173public
Apple M3 UltraLlama 3.2 1B InstructQ41.5B177.950003public
Apple M3 UltraMeta Llama 3.1 8B InstructQ48.03B6310862public
Apple M3 UltraQwen2.5 14B InstructQ414.77B35.85683public
Apple M4llama 1BF161.1B46.213761public
Apple M4llama 1BQ41.1B121.213351public
Apple M4llama 1BQ81.1B75.313341public
Apple M4Llama 2 7BQ46.74B23.32121public
Apple M4Llama 3.2 1B InstructQ41.5B74.210285public
Apple M4llama 3BQ43.21B465301public
Apple M4Meta Llama 3.1 8B InstructQ48.03B16.11574public
Apple M4qwen2 7BQ47.62B22.62401public
Apple M4Qwen2.5 14B InstructQ414.77B8.8834public
Apple M4 Max (32-core GPU)gpt-oss 20BQ420.91B MoE92.412771public
Apple M4 Max (32-core GPU)Llama 2 7BF166.74B25.87692public
Apple M4 Max (32-core GPU)Llama 2 7BQ46.74B70.87392public
Apple M4 Max (32-core GPU)Llama 2 7BQ86.74B44.37112public
Apple M4 Max (32-core GPU)Llama 3.2 1B InstructQ41.5B166.432551public
Apple M4 Max (32-core GPU)Meta Llama 3.1 8B InstructQ48.03B45.55401public
Apple M4 Max (32-core GPU)Qwen2.5 14B InstructQ414.77B25.62851public
Apple M4 Max (40-core GPU)Llama 3.2 1B InstructQ41.5B18038173public
Apple M4 Max (40-core GPU)Meta Llama 3.1 8B InstructQ48.03B52.96323public
Apple M4 Max (40-core GPU)minicpm-v47 35B-A3BQ435B MoE177.86931public
Apple M4 Max (40-core GPU)Qwen2.5 14B InstructQ414.77B293283public
Apple M4 ProLlama 3.2 1B InstructQ41.5B11219486public
Apple M4 ProMeta Llama 3.1 8B InstructQ48.03B32.53495public
Apple M4 ProQwen2.5 14B InstructQ414.77B17.11706public
Apple M5Llama 3.2 1B InstructQ41.5B99.112753public
Apple M5Meta Llama 3.1 8B InstructQ48.03B20.21893public
Apple M5Qwen2.5 14B InstructQ414.77B10.2962public
Apple M5 Max (32-core GPU)Llama 3.2 1B InstructQ41.5B229.336351public
Apple M5 Max (32-core GPU)Meta Llama 3.1 8B InstructQ48.03B62.26371public
Apple M5 Max (32-core GPU)Qwen2.5 14B InstructQ414.77B34.23431public
Apple M5 Max (40-core GPU)Llama 2 7BF166.74B35.431901public
Apple M5 Max (40-core GPU)Llama 2 7BQ46.74B119.133471public
Apple M5 Max (40-core GPU)Llama 2 7BQ86.74B72.532201public
Apple M5 Max (40-core GPU)Qwen2.5 14B InstructQ414.77B39.63932public
Apple M5 Max (40-core GPU)Qwen3.6 35B-A3BQ435.95B MoE82.61public
Apple M5 Max (40-core GPU)Qwen3.6 35B-A3BQ835.95B MoE71.41public
Apple M5 Max (40-core GPU)Tess-4-27B (Qwen3.6-27B fine-tune)Q427B28.31public
Apple M5 Max (40-core GPU)Tess-4-27B (Qwen3.6-27B fine-tune)Q827B17.31public
Apple M5 ProLlama 3.2 1B InstructQ41.5B17524092public
Apple M5 ProMeta Llama 3.1 8B InstructQ48.03B44.13764public
Apple M5 ProQwen2.5 14B InstructQ414.77B23.72165public
Apple M6Meta Llama 3.1 8B InstructQ48.03B25.22631public
GeForce RTX 3060 12GBGemma 4 12BQ411.96B39.712771own + public
GeForce RTX 3060 12GBLlama 2 7BQ46.74B75.622734public
GeForce RTX 3060 12GBLlama 3.2 1B InstructQ41.5B18560421public
GeForce RTX 3060 12GBMeta Llama 3.1 8B InstructQ48.03B51.314831public
GeForce RTX 3060 12GBQwen2.5 14B InstructQ414.77B26.67601public
GeForce RTX 3060 12GBQwen3-VL 8BQ48.77B61.519831own + public
GeForce RTX 3060 12GBQwen3-VL 8BQ88.77B39.320871own + public
GeForce RTX 3060 12GBQwen3.5 4BQ44.66B85.329971own + public
GeForce RTX 3060 12GBQwen3.5 4BQ84.66B62.631331own + public
GeForce RTX 3060 12GBQwen3.5 9BQ49.65B55.318491own + public
GeForce RTX 3060 12GBQwen3.5 9BQ89.65B36.619451own + public
GeForce RTX 3090Gemma 4 12BQ411.96B86.532721own + public
GeForce RTX 3090Gemma 4 12BQ811.96B57.234081own + public
GeForce RTX 3090Gemma 4 26B-A4BQ425.81B MoE140.346641own + public
GeForce RTX 3090Gemma 4 31BQ431.27B38.812921own + public
GeForce RTX 3090gpt-oss 20BQ420.91B MoE189.5609216own + public
GeForce RTX 3090gpt-oss 20BQ820.91B MoE204.259521own + public
GeForce RTX 3090Llama 2 7BQ46.74B151451735public
GeForce RTX 3090Llama 3.2 1B InstructQ41.5B269.9134821public
GeForce RTX 3090Meta Llama 3.1 8B InstructQ48.03B96.335501public
GeForce RTX 3090Mistral Small 3.2 24BQ424.01B53.218971own + public
GeForce RTX 3090Qwen2.5 14B InstructQ414.77B56.219501public
GeForce RTX 3090Qwen3-Coder 30B-A3BQ430.53B MoE206.343051own + public
GeForce RTX 3090Qwen3-VL 8BQ48.77B134.648981own + public
GeForce RTX 3090Qwen3-VL 8BQ88.77B91.451091own + public
GeForce RTX 3090Qwen3.5 4BQ44.66B179.173661own + public
GeForce RTX 3090Qwen3.5 4BQ84.66B13876311own + public
GeForce RTX 3090Qwen3.5 9BQ49.65B122.146321own + public
GeForce RTX 3090Qwen3.5 9BQ89.65B85.747881own + public
GeForce RTX 3090Qwen3.6 27BQ427.78B42.215161own + public
GeForce RTX 3090Qwen3.6 35B-A3BQ435.95B MoE15940531own + public
GeForce RTX 4060Llama 3.2 1B InstructQ41.5B133.753531public
GeForce RTX 4060Meta Llama 3.1 8B InstructQ48.03B38.315441public
GeForce RTX 4060 Ti 16GBGemma 4 12BQ411.96B35.421861own + public
GeForce RTX 4060 Ti 16GBGemma 4 12BQ811.96B20.622161own + public
GeForce RTX 4060 Ti 16GBgpt-oss 20BQ420.91B MoE103.740491own + public
GeForce RTX 4060 Ti 16GBgpt-oss 20BQ820.91B MoE94.441101own + public
GeForce RTX 4060 Ti 16GBLlama 3.2 1B InstructQ41.5B210.692251public
GeForce RTX 4060 Ti 16GBMeta Llama 3.1 8B InstructQ48.03B48.322331public
GeForce RTX 4060 Ti 16GBMistral Small 3.2 24BQ424.01B19.112061own + public
GeForce RTX 4060 Ti 16GBQwen2.5 14B InstructQ414.77B25.612391public
GeForce RTX 4060 Ti 16GBQwen3-VL 8BQ48.77B54.234061own + public
GeForce RTX 4060 Ti 16GBQwen3-VL 8BQ88.77B32.535591own + public
GeForce RTX 4060 Ti 16GBQwen3.5 4BQ44.66B82.452881own + public
GeForce RTX 4060 Ti 16GBQwen3.5 4BQ84.66B54.353301own + public
GeForce RTX 4060 Ti 16GBQwen3.5 9BQ49.65B48.331911own + public
GeForce RTX 4060 Ti 16GBQwen3.5 9BQ89.65B30.433601own + public
GeForce RTX 4070 12GBGemma 4 12BQ411.96B58.529281own + public
GeForce RTX 4070 12GBLlama 2 7BQ46.74B91.937372public
GeForce RTX 4070 12GBLlama 3.2 1B InstructQ41.5B283127181public
GeForce RTX 4070 12GBMeta Llama 3.1 8B InstructQ48.03B76.431921public
GeForce RTX 4070 12GBQwen2.5 14B InstructQ414.77B37.916921public
GeForce RTX 4070 12GBQwen3-VL 8BQ48.77B89.744891own + public
GeForce RTX 4070 12GBQwen3-VL 8BQ88.77B5547141own + public
GeForce RTX 4070 12GBQwen3.5 4BQ44.66B129.566231own + public
GeForce RTX 4070 12GBQwen3.5 4BQ84.66B8970821own + public
GeForce RTX 4070 12GBQwen3.5 9BQ49.65B79.842371own + public
GeForce RTX 4070 12GBQwen3.5 9BQ89.65B51.344181own + public
GeForce RTX 4090Gemma 4 12BQ411.96B10264651own + public
GeForce RTX 4090Gemma 4 12BQ811.96B64.264201own + public
GeForce RTX 4090Gemma 4 26B-A4BQ425.81B MoE169.391651own + public
GeForce RTX 4090Gemma 4 31BQ431.27B44.424031own + public
GeForce RTX 4090gpt-oss 20BQ420.91B MoE254.11034611own + public
GeForce RTX 4090gpt-oss 20BQ820.91B MoE258.4122571own + public
GeForce RTX 4090Llama 2 7BQ46.74B166.91083041public
GeForce RTX 4090Llama 3.1 8BQ48.03B150.91public
GeForce RTX 4090Llama 3.2 1B InstructQ41.5B292224302public
GeForce RTX 4090Meta Llama 3.1 8B InstructQ48.03B105.371462public
GeForce RTX 4090Mistral Small 3.2 24BQ424.01B61.633031own + public
GeForce RTX 4090Qwen2.5 14B InstructQ414.77B49.135063public
GeForce RTX 4090Qwen3-14BQ414.77B83.91public
GeForce RTX 4090Qwen3-8BQ48.19B133.32public
GeForce RTX 4090Qwen3-8BQ88.19B90.11public
GeForce RTX 4090Qwen3-Coder 30B-A3BQ430.53B MoE26685901own + public
GeForce RTX 4090Qwen3-VL 8BQ48.77B158.5107661own + public
GeForce RTX 4090Qwen3-VL 8BQ88.77B102.3102421own + public
GeForce RTX 4090Qwen3.5 4BQ44.66B220.2148821own + public
GeForce RTX 4090Qwen3.5 4BQ84.66B158.3154551own + public
GeForce RTX 4090Qwen3.5 9BQ49.65B141.697621own + public
GeForce RTX 4090Qwen3.5 9BQ89.65B95.198501own + public
GeForce RTX 4090Qwen3.6 27BQ427.78B48.427951own + public
GeForce RTX 4090Qwen3.6 35B-A3BQ435.95B MoE190.579621own + public
GeForce RTX 5070Gemma 4 12BQ411.96B70.131681own + public
GeForce RTX 5070Llama 2 7BQ46.74B127.954842public
GeForce RTX 5070Llama 3.2 1B InstructQ41.5B100.783281public
GeForce RTX 5070Meta Llama 3.1 8B InstructQ48.03B55.929271public
GeForce RTX 5070Qwen2.5 14B InstructQ414.77B33.315112public
GeForce RTX 5070Qwen3-VL 8BQ48.77B111.949121own + public
GeForce RTX 5070Qwen3-VL 8BQ88.77B72.450411own + public
GeForce RTX 5070Qwen3.5 4BQ44.66B154.574491own + public
GeForce RTX 5070Qwen3.5 4BQ84.66B115.777241own + public
GeForce RTX 5070Qwen3.5 9BQ49.65B101.346521own + public
GeForce RTX 5070Qwen3.5 9BQ89.65B67.647571own + public
GeForce RTX 5070 Tigpt-oss 20BQ420.91B MoE189.563332public
GeForce RTX 5070 TiLlama 2 7BQ46.74B166691118public
GeForce RTX 5070 TiLlama 3.2 1B InstructQ41.5B145.3123392public
GeForce RTX 5070 TiMeta Llama 3.1 8B InstructQ48.03B50.131162public
GeForce RTX 5070 TiQwen2.5 14B InstructQ414.77B31.319942public
GeForce RTX 5080devstral-24bQ423.6B35.673562public
GeForce RTX 5080gpt-oss 20BQ420.91B MoE187.5944710public
GeForce RTX 5080Llama 2 7BQ46.74B182.5742518public
GeForce RTX 5080Llama 3.2 1B InstructQ41.5B196.8155393public
GeForce RTX 5080llama3.2-3bQ43.2B305.3180414public
GeForce RTX 5080Meta Llama 3.1 8B InstructQ48.03B35.540452public
GeForce RTX 5080Qwen2.5 14B InstructQ414.77B33.124163public
GeForce RTX 5080qwen2.5-14bQ414.8B95.650394public
GeForce RTX 5080qwen2.5-7bQ47.6B178.2100594public
GeForce RTX 5080qwen2.5-coder-14bQ414.8B94.149264public
GeForce RTX 5080qwen2.5-coder-7bQ47.6B172.795794public
GeForce RTX 5090Gemma 4 12BQ611.96B122.371601public
GeForce RTX 5090Gemma 4 31BQ431.27B76.442551public
GeForce RTX 5090Gemma 4 31BQ631.27B55.431651public
GeForce RTX 5090gpt-oss 120BQ4116.83B MoE46.54841public
GeForce RTX 5090gpt-oss 20BQ420.91B MoE298.3129305public
GeForce RTX 5090LFM2.5-8B-A1BQ88B MoE563.1306811public
GeForce RTX 5090Llama 2 7BQ46.74B2891447430public
GeForce RTX 5090Llama 3.2 1B InstructQ41.5B119.8167602public
GeForce RTX 5090Meta Llama 3.1 8B InstructQ48.03B66.362971public
GeForce RTX 5090Mistral Small 4 119BQ4119B35.92431public
GeForce RTX 5090Muse-Glimmer-30BQ430B85.747401public
GeForce RTX 5090Nemotron-3-Nano-30B-A3BQ431.58B MoE363.7106742public
GeForce RTX 5090NVIDIA-Nemotron-3.5-Lightning-30B-A3BQ232.91B MoE401.1124312public
GeForce RTX 5090NVIDIA-Nemotron-3.5-Lightning-30B-A3BQ332.91B MoE390.4118772public
GeForce RTX 5090NVIDIA-Nemotron-3.5-Lightning-30B-A3BQ431.58B MoE386118642public
GeForce RTX 5090NVIDIA-Nemotron-3.5-Lightning-30B-A3BQ532.91B MoE348.7110671public
GeForce RTX 5090Ornith 1.5 35B-A3BQ435.51B MoE303.289531public
GeForce RTX 5090Ornith 1.5 9BQ48.95B225.2119381public
GeForce RTX 5090Ornith 1.5 9BQ68.95B187.7101641public
GeForce RTX 5090Qwable-3.6-27BQ427B77.638091public
GeForce RTX 5090Qwable-5-27B-CoderQ627B62.932111public
GeForce RTX 5090Qwen2.5 14B InstructQ414.77B41.837342public
GeForce RTX 5090Qwen3-Coder-NextQ279.67B224.944471public
GeForce RTX 5090Qwen3.6 27BQ427.78B80.746202public
GeForce RTX 5090Qwen3.6 27BQ627.78B61.932221public
GeForce RTX 5090Qwen3.6 35B-A3BQ435.95B MoE27192401public
GeForce RTX 5090Qwen3.6 35B-A3BQ635.95B MoE259.783221public
GeForce RTX 5090Qwen3.6-27B-MTPQ427.32B7738361public
GeForce RTX 5090Qwen3.6-27B-MTP-pi-tuneQ627B62.931981public
GeForce RTX 5090Qwen3.6-28B-REAP-A3BQ628B246.682271public
GeForce RTX 5090Qwen3.8-27BQ227.32B10936212public
GeForce RTX 5090Qwen3.8-27BQ327.32B96.239441public
GeForce RTX 5090Qwen3.8-27BQ427.32B77.638602public
GeForce RTX 5090Qwen3.8-27BQ627.32B63.132231public
GeForce RTX 5090Qwen3.8-27BQ827.32B53.138341public
GeForce RTX 5090Qwopus3.6-27B-CoderQ527B70.537611public
GeForce RTX 5090Qwopus3.6-27B-Coder-CompatQ627B62.932111public
GeForce RTX 5090Qwopus3.8-27B-FlashQ627.32B6331481public
RTX PRO 6000 Blackwell Workstationgpt-oss 120BQ4116.83B MoE196.355181public
RTX PRO 6000 Blackwell Workstationgpt-oss 20BQ420.91B MoE286.9115221public
RTX PRO 6000 Blackwell WorkstationLlama 2 7BQ46.74B270.91573712public
RTX PRO 6000 Blackwell WorkstationLlama 3.2 1B InstructQ41.5B191.4204401public
RTX PRO 6000 Blackwell WorkstationMeta Llama 3.1 8B InstructQ48.03B85.863461public
RTX PRO 6000 Blackwell WorkstationQwen2.5 14B InstructQ414.77B64.144161public
Radeon RX 7900 XTXGemma 4 31BQ831.27B22.78522public
Radeon RX 7900 XTXgemma3 27BQ427.01B347552public
Radeon RX 7900 XTXgemma3 27BQ627.01B6.94212public
Radeon RX 7900 XTXGLM-4.5-AirQ3110.47B MoE122582public
Radeon RX 7900 XTXLlama 2 7BQ46.74B144.23098166public
Radeon RX 7900 XTXLlama 3.2 1B InstructQ41.5B78.440892public
Radeon RX 7900 XTXMeta Llama 3.1 8B InstructQ48.03B42.38752public
Radeon RX 7900 XTXQwen2.5 14B InstructQ414.77B26.84912public
AMD Ryzen AI Max+ 395 (Strix Halo)cognitivecomputations_Dolphin-Mistral-24B-Venice-Edition-Q6_KQ623.57B11.51public
AMD Ryzen AI Max+ 395 (Strix Halo)Gemma 4 26B-A4BQ425.81B MoE61.612872public
AMD Ryzen AI Max+ 395 (Strix Halo)Gemma 4 31BQ431.27B10.54public
AMD Ryzen AI Max+ 395 (Strix Halo)gpt-oss 120BQ4116.83B MoE56.47272public
AMD Ryzen AI Max+ 395 (Strix Halo)LFM2.5 8B-A1BQ48B MoE171.233983public
AMD Ryzen AI Max+ 395 (Strix Halo)Llama 2 7BQ46.74B50.6111254public
AMD Ryzen AI Max+ 395 (Strix Halo)Llama 3.1 70BQ470B4.7221public
AMD Ryzen AI Max+ 395 (Strix Halo)Llama 3.2 1B InstructQ41.5B107.411508public
AMD Ryzen AI Max+ 395 (Strix Halo)Llama 4 Scout 109BQ4109B18.33311public
AMD Ryzen AI Max+ 395 (Strix Halo)Meta Llama 3.1 8B InstructQ48.03B21.42403public
AMD Ryzen AI Max+ 395 (Strix Halo)Nemotron 3 Nano 30B-A3BQ430B MoE7613121public
AMD Ryzen AI Max+ 395 (Strix Halo)Nemotron 3 Super 120B-A12BQ4120B MoE18.42963public
AMD Ryzen AI Max+ 395 (Strix Halo)ornith-1.0-35b-Q4_K_MQ434.66B74.11public
AMD Ryzen AI Max+ 395 (Strix Halo)Qwen2.5 14B InstructQ414.77B11.71119public
AMD Ryzen AI Max+ 395 (Strix Halo)Qwen3 0.6BQ80.6B266131121public
AMD Ryzen AI Max+ 395 (Strix Halo)Qwen3-Coder 30B-A3BQ430.53B MoE96.9139918public
AMD Ryzen AI Max+ 395 (Strix Halo)Qwen3-Next 80B-A3BQ480B MoE59.16763public
AMD Ryzen AI Max+ 395 (Strix Halo)Qwen3.5 35B-A3BQ435B MoE64.910801public
AMD Ryzen AI Max+ 395 (Strix Halo)Qwen3.6 27BQ327.78B14.41public
AMD Ryzen AI Max+ 395 (Strix Halo)Qwen3.6 27BQ427.78B13.41public
AMD Ryzen AI Max+ 395 (Strix Halo)Qwen3.6 27BQ527.78B111public
AMD Ryzen AI Max+ 395 (Strix Halo)Qwen3.6 27BQ627.78B9.51public
AMD Ryzen AI Max+ 395 (Strix Halo)Qwen3.6 35B-A3BQ435.95B MoE63.411066public
AMD Ryzen AI Max+ 395 (Strix Halo)Qwen3.6 35B-A3BQ835.95B MoE53.51public
AMD Ryzen AI Max+ 395 (Strix Halo)Qwen3.8-27B-UD-Q4_K_XLQ427.32B11.91public
AMD Ryzen AI Max+ 395 (Strix Halo)qwen35moe 122B.A10BQ6124.64B MoE191469public

FAQ

Where do these numbers come from?

Public llama.cpp benchmark results (llama.cpp discussions, LocalScore, open datasets) plus our own llama-bench sweeps on rented GPUs. Each row is a median across runs; the CSV lists source ids per row.

Can I reuse the data?

Our own measurements and curated data are CC BY 4.0 with attribution to Local LLM Advisor (localllmadvisor.com). Third-party rows keep their upstream licenses.

Submit your benchmark to add your hardware.