NVIDIA RTX 3090 Ti (24GB)
The NVIDIA RTX 3090 Ti (24GB) features 24 GB of dedicated VRAM and 1008 GB/s memory bandwidth, supporting CUDA and TensorRT-LLM runtimes for full-precision and quantized inference.
Memory
24 GB
Usable Memory Ceiling
24 GB
Bandwidth
1008 GB/s
Max Inference Class
32B Models (Q4)
TDP
450W
VRAM Scaling by Context Length
Estimated memory requirements as context length increases. Curves crossing above the reference line indicate Out of Memory (OOM).
Precision:
Best Models to Run on NVIDIA RTX 3090 Ti (24GB)
Inference throughput, memory compatibility, and generation speeds for open-weights LLMs on NVIDIA RTX 3090 Ti (24GB).
Sort by:
Context:
KV Cache:
GPUs:
| Rank | Model | Parameters | Precision | TPS (Approx.) | TTFT | Can Run |
|---|---|---|---|---|---|---|
#48 | Qwen 3.8 27B | 27B | INT4 | 48 tok/s | ~1.9s | |
#83 | K2 Horizon MoVA 36B A4B | 36B (4B active) | INT4 | 153 tok/s | ~398 ms | |
#93 | Qwen3.5-27B | 27B | INT4 | 48 tok/s | ~1.9s | |
#105 | Sarvam-30B | 32B (2.4B active) | INT4 | 194 tok/s | ~258 ms | |
#106 | Qwen3.6 35B A3B | 35B (3B active) | INT4 | 171 tok/s | ~325 ms | |
#110 | Muse Glimmer 30B | 30B | INT4 | 44 tok/s | ~2.1s | |
#111 | MiMo V2 Flash | 15B (309B active) | INT4 Q8 | 5 tok/s 3 tok/s | ~20.2s ~22.1s | |
#112 | Phi-4 Reasoning Plus | 14B | INT4 Q8 | 62 tok/s 43 tok/s | ~981 ms ~988 ms | |
#117 | Gemma 4 26B A4B | 25.2B (3.8B active) | INT4 | 169 tok/s | ~337 ms | |
#125 | Qwen3.5-9B | 9B | INT4 Q8 FP16 | 113 tok/s 74 tok/s 39 tok/s | ~635 ms ~640 ms ~705 ms | |
#126 | Qwen3.5-35B-A3B | 35B (3B active) | INT4 | 171 tok/s | ~325 ms | |
#128 | K2 Horizon 7B | 7B | INT4 Q8 FP16 | 134 tok/s 89 tok/s 52 tok/s | ~498 ms ~502 ms ~510 ms | |
#135 | Gemma 4 12B | 11.95B | INT4 Q8 | 70 tok/s 49 tok/s | ~841 ms ~847 ms | |
#140 | Qwen3.5-4B | 4B | INT4 Q8 FP16 | 182 tok/s 131 tok/s 81 tok/s | ~295 ms ~297 ms ~302 ms | |
#143 | GPT-OSS 20B | 21B (3.6B active) | INT4 | 93 tok/s | ~320 ms | |
#144 | GLM-4V | 9B | INT4 Q8 FP16 | 86 tok/s 62 tok/s 36 tok/s | ~638 ms ~642 ms ~708 ms | |
#150 | NVIDIA Nemotron 3 Nano 30B-A3B | 3.5B (30B active) | INT4 Q8 FP16 | 42 tok/s 25 tok/s 13 tok/s | ~2.0s ~2.0s ~2.0s | |
#153 | Qwen3-30B-A3B | 30B (3B active) | INT4 | 182 tok/s | ~294 ms | |
#158 | Granite 4.2 8B | 8B | INT4 Q8 FP16 | 123 tok/s 81 tok/s 46 tok/s | ~566 ms ~570 ms ~580 ms | |
#159 | Gemma 4 E4B | 8B | INT4 Q8 FP16 | 123 tok/s 81 tok/s 46 tok/s | ~566 ms ~570 ms ~580 ms | |
#165 | GLM-4 | 32B | INT4 | 30 tok/s | ~2.6s | |
#166 | Phi-4 | 14B | INT4 Q8 | 82 tok/s 51 tok/s | ~977 ms ~984 ms | |
#167 | Gemma 3 27B | 27B | INT4 | 48 tok/s | ~1.9s | |
#170 | DeepSeek-R1 32B | 32B | INT4 | 43 tok/s | ~2.2s | |
#171 | Qwen3-32B | 32B | INT4 | 42 tok/s | ~2.2s | |
#175 | Magistral Small | 24B | INT4 | 41 tok/s | ~1.7s | |
#176 | OLMo 3.1 32B Instruct | 32B | INT4 | 30 tok/s | ~2.6s | |
#177 | Qwen2.5-32B | 32B | INT4 | 42 tok/s | ~2.2s | |
#178 | OLMo 3 7B Think | 7B | INT4 Q8 FP16 | 101 tok/s 75 tok/s 46 tok/s | ~501 ms ~504 ms ~512 ms | |
#179 | DeepSeek-R1 14B | 14B | INT4 Q8 | 85 tok/s 52 tok/s | ~976 ms ~984 ms | |
#183 | Ministral 3 14B | 14B | INT4 Q8 | 62 tok/s 43 tok/s | ~981 ms ~988 ms | |
#186 | Gemma 3 12B | 12B | INT4 Q8 FP16 | 92 tok/s 58 tok/s 29 tok/s | ~840 ms ~847 ms ~1.0s | |
#188 | Mistral-Small-2501 | 24B | INT4 | 53 tok/s | ~1.7s | |
#189 | Ministral 3 8B | 8B | INT4 Q8 FP16 | 93 tok/s 68 tok/s 39 tok/s | ~569 ms ~573 ms ~631 ms | |
#190 | Gemma 4 31B | 30.7B | INT4 | 43 tok/s | ~2.1s | |
#191 | MiniCPM5-2B | 2B | INT4 Q8 FP16 | 239 tok/s 191 tok/s 132 tok/s | ~160 ms ~161 ms ~163 ms | |
#192 | Qwen3.5-2B | 2B | INT4 Q8 FP16 | 239 tok/s 191 tok/s 132 tok/s | ~160 ms ~161 ms ~163 ms | |
#193 | Gemma 2 27B | 27B | INT4 | 48 tok/s | ~1.9s | |
#194 | Qwen2.5-14B | 14B | INT4 Q8 | 82 tok/s 51 tok/s | ~977 ms ~984 ms | |
#195 | OLMo 3.1 32B Think | 32B | INT4 | 30 tok/s | ~2.6s | |
#196 | Nemotron 3.5 Lightning | 30B (3B active) | INT4 | 81 tok/s | ~326 ms | |
#200 | Gemma 4 E2B | 5.1B | INT4 Q8 FP16 | 161 tok/s 112 tok/s 67 tok/s | ~369 ms ~372 ms ~378 ms | |
#202 | DeepSeek-R1 8B | 8B | INT4 Q8 FP16 | 125 tok/s 82 tok/s 46 tok/s | ~566 ms ~570 ms ~580 ms | |
#204 | Qwen3-4B | 4B | INT4 Q8 FP16 | 182 tok/s 131 tok/s 81 tok/s | ~295 ms ~297 ms ~302 ms | |
#205 | Ministral 3 3B | 3B | INT4 Q8 FP16 | 154 tok/s 126 tok/s 88 tok/s | ~229 ms ~230 ms ~234 ms | |
#206 | OLMo 3 32B Base | 32B | INT4 | 30 tok/s | ~2.6s | |
#207 | Gemma 2 9B | 9B | INT4 Q8 FP16 | 113 tok/s 74 tok/s 39 tok/s | ~635 ms ~640 ms ~705 ms | |
#208 | Qwen3.5-0.8B | 0.8B | INT4 Q8 FP16 | 303 tok/s 269 tok/s 215 tok/s | ~69 ms ~69 ms ~70 ms | |
#209 | Qwen3-14B | 14B | INT4 Q8 | 82 tok/s 51 tok/s | ~977 ms ~984 ms | |
#210 | Gemma 3 4B | 4B | INT4 Q8 FP16 | 182 tok/s 131 tok/s 81 tok/s | ~295 ms ~297 ms ~302 ms | |
#211 | Qwen3-8B | 8B | INT4 Q8 FP16 | 123 tok/s 81 tok/s 46 tok/s | ~566 ms ~570 ms ~580 ms | |
#213 | DeepSeek-R1 7B | 7B | INT4 Q8 FP16 | 136 tok/s 91 tok/s 52 tok/s | ~498 ms ~502 ms ~510 ms | |
#214 | Qwen3-1.7B | 1.7B | INT4 Q8 FP16 | 252 tok/s 206 tok/s 146 tok/s | ~138 ms ~138 ms ~140 ms | |
#215 | Llama 3.1 8B | 8B | INT4 Q8 FP16 | 123 tok/s 81 tok/s 46 tok/s | ~566 ms ~570 ms ~580 ms | |
#216 | Gemma 3 270M | 0.27B | INT4 Q8 FP16 | 328 tok/s 315 tok/s 287 tok/s | ~28 ms ~28 ms ~28 ms | |
#217 | Command R | 35B | INT4 | 28 tok/s | ~2.8s | |
#218 | Qwen3-0.6B | 0.6B | INT4 Q8 FP16 | 318 tok/s 289 tok/s 241 tok/s | ~53 ms ~53 ms ~54 ms | |
#219 | Llama 3 8B | 8B | INT4 Q8 FP16 | 123 tok/s 81 tok/s 46 tok/s | ~566 ms ~570 ms ~580 ms | |
#221 | Phi-4-Mini | 3.8B | INT4 Q8 FP16 | 186 tok/s 136 tok/s 85 tok/s | ~281 ms ~283 ms ~288 ms | |
#223 | Qwen2.5-7B | 7B | INT4 Q8 FP16 | 134 tok/s 89 tok/s 52 tok/s | ~498 ms ~502 ms ~510 ms | |
#224 | Ministral-8B-2410 | 8B | INT4 Q8 FP16 | 123 tok/s 81 tok/s 46 tok/s | ~566 ms ~570 ms ~580 ms | |
#225 | DeepSeek-R1 1.5B | 1.5B | INT4 Q8 FP16 | 262 tok/s 217 tok/s 157 tok/s | ~122 ms ~123 ms ~125 ms | |
#226 | Llama 3.2 3B | 3B | INT4 Q8 FP16 | 207 tok/s 156 tok/s 101 tok/s | ~227 ms ~229 ms ~232 ms | |
#227 | Nemotron 3.5 Lightning 30B A3B | 30B (3B active) | INT4 | 182 tok/s | ~294 ms | |
#228 | Phi-3-mini | 3.8B | INT4 Q8 FP16 | 186 tok/s 136 tok/s 85 tok/s | ~281 ms ~283 ms ~288 ms | |
#229 | Gemma 3n E2B IT | 6B (2B active) | INT4 Q8 FP16 | 154 tok/s 136 tok/s 103 tok/s | ~172 ms ~173 ms ~175 ms | |
#230 | Mistral-7B-Instruct-v0.1 | 7.3B | INT4 Q8 FP16 | 130 tok/s 87 tok/s 50 tok/s | ~518 ms ~522 ms ~531 ms | |
#231 | Llama 3.2 1B | 1B | INT4 Q8 FP16 | 289 tok/s 251 tok/s 194 tok/s | ~86 ms ~86 ms ~88 ms | |
#232 | Gemma 2 2B | 2B | INT4 Q8 FP16 | 239 tok/s 191 tok/s 132 tok/s | ~160 ms ~161 ms ~163 ms | |
#233 | Phi-3-medium | 14B | INT4 Q8 | 82 tok/s 51 tok/s | ~977 ms ~984 ms | |
#234 | OLMo 3 7B Instruct | 7B | INT4 Q8 FP16 | 101 tok/s 75 tok/s 46 tok/s | ~501 ms ~504 ms ~512 ms | |
#235 | Yi-34B | 34B | INT4 | 28 tok/s | ~2.7s | |
#236 | Qwen2-7B | 7B | INT4 Q8 FP16 | 134 tok/s 89 tok/s 52 tok/s | ~498 ms ~502 ms ~510 ms | |
#237 | Phi-3-small | 7B | INT4 Q8 FP16 | 134 tok/s 89 tok/s 52 tok/s | ~498 ms ~502 ms ~510 ms | |
#238 | Gemma 3 1B | 1B | INT4 Q8 FP16 | 289 tok/s 251 tok/s 194 tok/s | ~86 ms ~86 ms ~88 ms | |
#239 | Mistral-7B-Instruct-v0.2 | 7.3B | INT4 Q8 FP16 | 130 tok/s 87 tok/s 50 tok/s | ~518 ms ~522 ms ~531 ms | |
#241 | Gemma 1 7B | 7B | INT4 Q8 FP16 | 101 tok/s 75 tok/s 46 tok/s | ~501 ms ~504 ms ~512 ms | |
#242 | Gemma 1 2B | 2B | INT4 Q8 FP16 | 249 tok/s 197 tok/s 135 tok/s | ~159 ms ~161 ms ~163 ms | |
#243 | ChatGLM3-6B | 6B | INT4 Q8 FP16 | 111 tok/s 83 tok/s 53 tok/s | ~433 ms ~436 ms ~443 ms | |
#244 | ChatGLM2-6B | 6B | INT4 Q8 FP16 | 111 tok/s 83 tok/s 53 tok/s | ~433 ms ~436 ms ~443 ms | |
#245 | ChatGLM-6B | 6B | INT4 Q8 FP16 | 111 tok/s 83 tok/s 53 tok/s | ~433 ms ~436 ms ~443 ms | |
Unranked Models (Sorted by Speed) | ||||||
- | DINOv3 ViT-L/16 | 0.3B | INT4 Q8 FP16 | 343 tok/s 325 tok/s 292 tok/s | ~30 ms ~30 ms ~30 ms | |
- | Qwen2-0.5B | 0.5B | INT4 Q8 FP16 | 326 tok/s 301 tok/s 256 tok/s | ~45 ms ~45 ms ~46 ms | |
- | Qwen2.5-0.5B | 0.5B | INT4 Q8 FP16 | 326 tok/s 301 tok/s 256 tok/s | ~45 ms ~45 ms ~46 ms | |
- | ERNIE-4.5-0.3B | 0.3B | INT4 Q8 FP16 | 323 tok/s 309 tok/s 279 tok/s | ~30 ms ~30 ms ~31 ms | |
- | ERNIE-4.5-0.3B-Base | 0.3B | INT4 Q8 FP16 | 323 tok/s 309 tok/s 279 tok/s | ~30 ms ~30 ms ~31 ms | |
- | Liquid D1-Omni 600M | 0.6B | INT4 Q8 FP16 | 318 tok/s 289 tok/s 241 tok/s | ~53 ms ~53 ms ~54 ms | |
- | PixArt-α XL 2 1024-MS | 0.61B | INT4 Q8 FP16 | 318 tok/s 288 tok/s 239 tok/s | ~54 ms ~54 ms ~55 ms | |
- | PixArt-Σ XL 2 1024-MS | 0.61B | INT4 Q8 FP16 | 318 tok/s 288 tok/s 239 tok/s | ~54 ms ~54 ms ~55 ms | |
- | Nemotron 3.5 Parse | 0.63B | INT4 Q8 FP16 | 316 tok/s 286 tok/s 236 tok/s | ~55 ms ~56 ms ~56 ms | |
- | SD 2.1 Turbo | 0.86B | INT4 Q8 FP16 | 299 tok/s 263 tok/s 208 tok/s | ~74 ms ~74 ms ~75 ms | |
- | Stable Diffusion 1.4 | 0.86B | INT4 Q8 FP16 | 299 tok/s 263 tok/s 208 tok/s | ~74 ms ~74 ms ~75 ms | |
- | Stable Diffusion 2.1 | 0.86B | INT4 Q8 FP16 | 299 tok/s 263 tok/s 208 tok/s | ~74 ms ~74 ms ~75 ms | |
- | Falcon-1B | 1B | INT4 Q8 FP16 | 297 tok/s 257 tok/s 198 tok/s | ~86 ms ~86 ms ~87 ms | |
- | Falcon3-1B | 1B | INT4 Q8 FP16 | 289 tok/s 251 tok/s 194 tok/s | ~86 ms ~86 ms ~88 ms | |
- | MiniCPM-V 4.7 1B | 1B | INT4 Q8 FP16 | 289 tok/s 251 tok/s 194 tok/s | ~86 ms ~86 ms ~88 ms | |
- | Kandinsky 2.2 Decoder | 1.22B | INT4 Q8 FP16 | 276 tok/s 235 tok/s 176 tok/s | ~102 ms ~103 ms ~104 ms | |
- | Wan 2.1 T2V 1.3B | 1.3B | INT4 Q8 FP16 | 272 tok/s 230 tok/s 170 tok/s | ~108 ms ~108 ms ~110 ms | |
- | Qwen2-1.5B | 1.5B | INT4 Q8 FP16 | 262 tok/s 217 tok/s 157 tok/s | ~122 ms ~123 ms ~125 ms | |
- | Qwen2.5-1.5B | 1.5B | INT4 Q8 FP16 | 262 tok/s 217 tok/s 157 tok/s | ~122 ms ~123 ms ~125 ms | |
- | SVD Image-to-Video XT | 1.5B | INT4 Q8 FP16 | 262 tok/s 217 tok/s 157 tok/s | ~122 ms ~123 ms ~125 ms | |
- | SVD Image-to-Video XT 1.1 | 1.5B | INT4 Q8 FP16 | 262 tok/s 217 tok/s 157 tok/s | ~122 ms ~123 ms ~125 ms | |
- | LFM3 1.7B | 1.7B | INT4 Q8 FP16 | 252 tok/s 206 tok/s 146 tok/s | ~138 ms ~138 ms ~140 ms | |
- | LFM3 1.7B Base | 1.7B | INT4 Q8 FP16 | 252 tok/s 206 tok/s 146 tok/s | ~138 ms ~138 ms ~140 ms | |
- | Spark X2.5 1.7B | 1.7B | INT4 Q8 FP16 | 252 tok/s 206 tok/s 146 tok/s | ~138 ms ~138 ms ~140 ms | |
- | Hy-MT2 1.8B | 1.8B | INT4 Q8 FP16 | 248 tok/s 201 tok/s 141 tok/s | ~144 ms ~145 ms ~148 ms | |
- | CogVideoX 2B | 2B | INT4 Q8 FP16 | 239 tok/s 191 tok/s 132 tok/s | ~160 ms ~161 ms ~163 ms | |
- | LFM3 Audio 2B | 2B | INT4 Q8 FP16 | 239 tok/s 191 tok/s 132 tok/s | ~160 ms ~161 ms ~163 ms | |
- | LFM3 Omni 2B | 2B | INT4 Q8 FP16 | 239 tok/s 191 tok/s 132 tok/s | ~160 ms ~161 ms ~163 ms | |
- | LFM3 VL 2B | 2B | INT4 Q8 FP16 | 239 tok/s 191 tok/s 132 tok/s | ~160 ms ~161 ms ~163 ms | |
- | Liquid D1 2B | 2B | INT4 Q8 FP16 | 239 tok/s 191 tok/s 132 tok/s | ~160 ms ~161 ms ~163 ms | |
- | LTX-Video 0.9.1 | 2B | INT4 Q8 FP16 | 239 tok/s 191 tok/s 132 tok/s | ~160 ms ~161 ms ~163 ms | |
- | Moondream 3.1 | 9B (2B active) | INT4 Q8 FP16 | 239 tok/s 191 tok/s 126 tok/s | ~179 ms ~180 ms ~197 ms | |
- | Stable Diffusion 3 Medium | 2B | INT4 Q8 FP16 | 239 tok/s 191 tok/s 132 tok/s | ~160 ms ~161 ms ~163 ms | |
- | Kandinsky 3.0 | 2.1B | INT4 Q8 FP16 | 235 tok/s 187 tok/s 128 tok/s | ~166 ms ~167 ms ~170 ms | |
- | LTX-2 | 2.2B | INT4 Q8 FP16 | 232 tok/s 183 tok/s 124 tok/s | ~173 ms ~174 ms ~177 ms | |
- | SDXL 1.0 Refiner | 2.31B | INT4 Q8 FP16 | 228 tok/s 179 tok/s 121 tok/s | ~181 ms ~182 ms ~184 ms | |
- | Stable Diffusion 3.5 Medium | 2.5B | INT4 Q8 FP16 | 222 tok/s 172 tok/s 114 tok/s | ~193 ms ~195 ms ~197 ms | |
- | SDXL 1.0 Base | 2.56B | INT4 Q8 FP16 | 220 tok/s 170 tok/s 113 tok/s | ~197 ms ~199 ms ~202 ms | |
- | SDXL Turbo | 2.56B | INT4 Q8 FP16 | 220 tok/s 170 tok/s 113 tok/s | ~197 ms ~199 ms ~202 ms | |
- | Falcon-3B | 3B | INT4 Q8 FP16 | 215 tok/s 160 tok/s 103 tok/s | ~227 ms ~228 ms ~232 ms | |
- | CroissantLLM Base | 1.3B | INT4 Q8 FP16 | 212 tok/s 188 tok/s 146 tok/s | ~109 ms ~109 ms ~111 ms | |
- | Phi-1 | 1.3B | INT4 Q8 FP16 | 212 tok/s 188 tok/s 146 tok/s | ~109 ms ~109 ms ~111 ms | |
- | Phi-1.5 | 1.3B | INT4 Q8 FP16 | 212 tok/s 188 tok/s 146 tok/s | ~109 ms ~109 ms ~111 ms | |
- | DeepSeek-R1 3B | 3B | INT4 Q8 FP16 | 209 tok/s 157 tok/s 101 tok/s | ~227 ms ~229 ms ~232 ms | |
- | Mellum 2.1 12B A2.5B Thinking | 12B (2.5B active) | INT4 Q8 FP16 | 209 tok/s 164 tok/s 100 tok/s | ~222 ms ~223 ms ~264 ms | |
- | Falcon3-3B | 3B | INT4 Q8 FP16 | 207 tok/s 156 tok/s 101 tok/s | ~227 ms ~229 ms ~232 ms | |
- | LFM2-VL 3B | 3B | INT4 Q8 FP16 | 207 tok/s 156 tok/s 101 tok/s | ~227 ms ~229 ms ~232 ms | |
- | Liquid D1 3B | 3B | INT4 Q8 FP16 | 207 tok/s 156 tok/s 101 tok/s | ~227 ms ~229 ms ~232 ms | |
- | Liquid D1-VL 3B | 3B | INT4 Q8 FP16 | 207 tok/s 156 tok/s 101 tok/s | ~227 ms ~229 ms ~232 ms | |
- | Liquid LFM2-VL 3B D1 | 3B | INT4 Q8 FP16 | 207 tok/s 156 tok/s 101 tok/s | ~227 ms ~229 ms ~232 ms | |
- | Qwen2.5-3B | 3B | INT4 Q8 FP16 | 207 tok/s 156 tok/s 101 tok/s | ~227 ms ~229 ms ~232 ms | |
- | LFM2.5 24B A2B | 24B (2.5B active) | INT4 | 197 tok/s | ~250 ms | |
- | ERNIE-4.5-21B-A3B | 21B (3B active) | INT4 Q8 | 188 tok/s 131 tok/s | ~276 ms ~325 ms | |
- | ERNIE-4.5-21B-A3B-Base | 21B (3B active) | INT4 Q8 | 188 tok/s 131 tok/s | ~276 ms ~325 ms | |
- | ERNIE-4.5-VL-28B-A3B | 28B (3B active) | INT4 | 183 tok/s | ~290 ms | |
- | ERNIE-4.5-VL-28B-A3B-Base | 28B (3B active) | INT4 | 183 tok/s | ~290 ms | |
- | FLUX.2 Klein 4B | 4B | INT4 Q8 FP16 | 182 tok/s 131 tok/s 81 tok/s | ~295 ms ~297 ms ~302 ms | |
- | FrogNano 4B | 4B | INT4 Q8 FP16 | 182 tok/s 131 tok/s 81 tok/s | ~295 ms ~297 ms ~302 ms | |
- | Hy-Memory 30B A3B | 30B (3B active) | INT4 | 182 tok/s | ~294 ms | |
- | Hy-MT2 30B A3B | 30B (3B active) | INT4 | 182 tok/s | ~294 ms | |
- | Mage-VL Cowork | 4B | INT4 Q8 FP16 | 182 tok/s 131 tok/s 81 tok/s | ~295 ms ~297 ms ~302 ms | |
- | Spark X2.5 4B | 4B | INT4 Q8 FP16 | 182 tok/s 131 tok/s 81 tok/s | ~295 ms ~297 ms ~302 ms | |
- | EmbeddingGemma 2 | 2B | INT4 Q8 FP16 | 176 tok/s 151 tok/s 112 tok/s | ~161 ms ~162 ms ~164 ms | |
- | MiniCPM-V 4.7 35B A3B | 35B (3B active) | INT4 | 171 tok/s | ~325 ms | |
- | CogVideoX 1.5 5B | 5B | INT4 Q8 FP16 | 162 tok/s 114 tok/s 68 tok/s | ~363 ms ~365 ms ~371 ms | |
- | CogVideoX 5B | 5B | INT4 Q8 FP16 | 162 tok/s 114 tok/s 68 tok/s | ~363 ms ~365 ms ~371 ms | |
- | Wan 2.2 TI2V 5B | 5B | INT4 Q8 FP16 | 162 tok/s 114 tok/s 68 tok/s | ~363 ms ~365 ms ~371 ms | |
- | Phi-2 | 2.7B | INT4 Q8 FP16 | 160 tok/s 133 tok/s 94 tok/s | ~208 ms ~210 ms ~213 ms | |
- | MaLLaM-3B | 3B | INT4 Q8 FP16 | 154 tok/s 126 tok/s 88 tok/s | ~229 ms ~230 ms ~234 ms | |
- | SmolLM3 3B | 3B | INT4 Q8 FP16 | 154 tok/s 126 tok/s 88 tok/s | ~229 ms ~230 ms ~234 ms | |
- | Falcon-7B | 7B | INT4 Q8 FP16 | 138 tok/s 91 tok/s 52 tok/s | ~498 ms ~502 ms ~510 ms | |
- | AuraFlow v0.2 | 6.8B | INT4 Q8 FP16 | 136 tok/s 91 tok/s 53 tok/s | ~485 ms ~488 ms ~496 ms | |
- | AuraFlow v0.3 | 6.8B | INT4 Q8 FP16 | 136 tok/s 91 tok/s 53 tok/s | ~485 ms ~488 ms ~496 ms | |
- | Falcon3-7B | 7B | INT4 Q8 FP16 | 134 tok/s 89 tok/s 52 tok/s | ~498 ms ~502 ms ~510 ms | |
- | Hy-MT2 7B | 7B | INT4 Q8 FP16 | 134 tok/s 89 tok/s 52 tok/s | ~498 ms ~502 ms ~510 ms | |
- | Mistral-7B-v0.1 | 7.3B | INT4 Q8 FP16 | 130 tok/s 87 tok/s 50 tok/s | ~518 ms ~522 ms ~531 ms | |
- | Youtu Parsing Omni | 8B | INT4 Q8 FP16 | 125 tok/s 82 tok/s 46 tok/s | ~566 ms ~570 ms ~580 ms | |
- | Stable Diffusion 3.5 Large | 8.1B | INT4 Q8 FP16 | 122 tok/s 80 tok/s 46 tok/s | ~573 ms ~577 ms ~586 ms | |
- | Stable Diffusion 3.5 Large Turbo | 8.1B | INT4 Q8 FP16 | 122 tok/s 80 tok/s 46 tok/s | ~573 ms ~577 ms ~586 ms | |
- | FLUX.2 Klein 9B | 9B | INT4 Q8 FP16 | 113 tok/s 74 tok/s 39 tok/s | ~635 ms ~640 ms ~705 ms | |
- | LensVLM 9B | 9B | INT4 Q8 FP16 | 113 tok/s 74 tok/s 39 tok/s | ~635 ms ~640 ms ~705 ms | |
- | MiMo V2.6 Distill Qwen 9B | 9B | INT4 Q8 FP16 | 113 tok/s 74 tok/s 39 tok/s | ~635 ms ~640 ms ~705 ms | |
- | ChatGLM3-6B-32K | 6B | INT4 Q8 FP16 | 111 tok/s 83 tok/s 53 tok/s | ~433 ms ~436 ms ~443 ms | |
- | Yi-6B | 6B | INT4 Q8 FP16 | 111 tok/s 83 tok/s 53 tok/s | ~433 ms ~436 ms ~443 ms | |
- | Falcon3-10B | 10B | INT4 Q8 FP16 | 106 tok/s 68 tok/s 36 tok/s | ~703 ms ~708 ms ~781 ms | |
- | Kimi-VL-A3B-Instruct | 16B (3B active) | INT4 Q8 | 106 tok/s 89 tok/s | ~269 ms ~293 ms | |
- | Mochi 1 Preview | 10B | INT4 Q8 FP16 | 106 tok/s 68 tok/s 36 tok/s | ~703 ms ~708 ms ~781 ms | |
- | Falcon2-11B | 11B | INT4 Q8 FP16 | 102 tok/s 64 tok/s 32 tok/s | ~771 ms ~776 ms ~925 ms | |
- | Hunyuan Lite | 7B | INT4 Q8 FP16 | 101 tok/s 75 tok/s 46 tok/s | ~501 ms ~504 ms ~512 ms | |
- | OLMo 3 7B Base | 7B | INT4 Q8 FP16 | 101 tok/s 75 tok/s 46 tok/s | ~501 ms ~504 ms ~512 ms | |
- | SEA-LION-7B | 7.1B | INT4 Q8 FP16 | 101 tok/s 74 tok/s 46 tok/s | ~507 ms ~511 ms ~519 ms | |
- | SEA-LION-7B-Instruct | 7.1B | INT4 Q8 FP16 | 101 tok/s 74 tok/s 46 tok/s | ~507 ms ~511 ms ~519 ms | |
- | FLUX.1 Canny Dev | 11.9B | INT4 Q8 FP16 | 93 tok/s 59 tok/s 29 tok/s | ~834 ms ~840 ms ~1.0s | |
- | FLUX.1 Depth Dev | 11.9B | INT4 Q8 FP16 | 93 tok/s 59 tok/s 29 tok/s | ~834 ms ~840 ms ~1.0s | |
- | FLUX.1 Dev | 11.9B | INT4 Q8 FP16 | 93 tok/s 59 tok/s 29 tok/s | ~834 ms ~840 ms ~1.0s | |
- | FLUX.1 Fill Dev | 11.9B | INT4 Q8 FP16 | 93 tok/s 59 tok/s 29 tok/s | ~834 ms ~840 ms ~1.0s | |
- | FLUX.1 Schnell | 11.9B | INT4 Q8 FP16 | 93 tok/s 59 tok/s 29 tok/s | ~834 ms ~840 ms ~1.0s | |
- | Sahabat-AI-Llama3-8B-Instruct | 8B | INT4 Q8 FP16 | 93 tok/s 68 tok/s 39 tok/s | ~569 ms ~573 ms ~631 ms | |
- | Typhoon-2-8B | 8B | INT4 Q8 FP16 | 93 tok/s 68 tok/s 39 tok/s | ~569 ms ~573 ms ~631 ms | |
- | HunyuanVideo 1.5 720P T2V | 13B | INT4 Q8 | 87 tok/s 54 tok/s | ~909 ms ~916 ms | |
- | GLM-4-9B | 9B | INT4 Q8 FP16 | 86 tok/s 62 tok/s 36 tok/s | ~638 ms ~642 ms ~708 ms | |
- | GLM-4-9B-Chat | 9B | INT4 Q8 FP16 | 86 tok/s 62 tok/s 36 tok/s | ~638 ms ~642 ms ~708 ms | |
- | GLM-4-9B-Chat-1M | 9B | INT4 Q8 FP16 | 86 tok/s 62 tok/s 36 tok/s | ~638 ms ~642 ms ~708 ms | |
- | Yi-9B | 9B | INT4 Q8 FP16 | 86 tok/s 62 tok/s 36 tok/s | ~638 ms ~642 ms ~708 ms | |
- | Sahabat-AI-Gemma2-9B | 9.2B | INT4 Q8 FP16 | 85 tok/s 61 tok/s 35 tok/s | ~651 ms ~656 ms ~723 ms | |
- | Sahabat-AI-Gemma2-9B-Instruct | 9.2B | INT4 Q8 FP16 | 85 tok/s 61 tok/s 35 tok/s | ~651 ms ~656 ms ~723 ms | |
- | Wan 2.1 I2V 14B 720P | 14B | INT4 Q8 | 82 tok/s 51 tok/s | ~977 ms ~984 ms | |
- | Wan 2.1 T2V 14B | 14B | INT4 Q8 | 82 tok/s 51 tok/s | ~977 ms ~984 ms | |
- | Wan 2.2 T2V A14B | 14B | INT4 Q8 | 82 tok/s 51 tok/s | ~977 ms ~984 ms | |
- | FLUX.2 Dev | 15B | INT4 Q8 | 78 tok/s 48 tok/s | ~1.0s ~1.1s | |
- | GreenMind-14B-R1 | 14B | INT4 Q8 | 62 tok/s 43 tok/s | ~981 ms ~988 ms | |
- | Arete 27B | 27B | INT4 | 48 tok/s | ~1.9s | |
- | AREX-2 | 27B | INT4 | 48 tok/s | ~1.9s | |
- | PPLX Decider v1 27B | 27B | INT4 | 48 tok/s | ~1.9s | |
- | PPLX Decider v1.1 27B | 27B | INT4 | 48 tok/s | ~1.9s | |
- | Agnes 3.0 Flash | 33B | INT4 | 41 tok/s | ~2.3s | |
- | Falcon-40B | 40B | INT4 | 34 tok/s | ~3.0s | |
Inference Capacity
Maximum model parameter class runnable by weight precision.
Context:
4-bit
32B Models
8-bit
14B Models
16-bit
8B Models
Fine-Tuning Capacity
Hardware capacity for local training and adapter fine-tuning.
Context Length:
QLoRA
32B Models
LoRA
14B Models
Full Parameter Training
3B Models
Workload Recommendations
Guidance for optimal precision and operational ceilings on NVIDIA RTX 3090 Ti (24GB).
Inference Sweet Spot
Optimized for 14B models at uncompressed or Q8 precision, and 32B models at Q4 with up to 32k context.
Bandwidth & Speed Profile
With 1008 GB/s aggregate bandwidth, batch size 1 inference operates in a memory-bandwidth bound regime. Generates approximately 224 tok/s on an 8B Q4 model and 27 tok/s on a 70B Q4 model.
Frequently Asked Questions
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