NVIDIA RTX 5080 (16GB)
The NVIDIA RTX 5080 (16GB) features 16 GB of dedicated VRAM and 960 GB/s memory bandwidth, supporting CUDA and TensorRT-LLM runtimes for full-precision and quantized inference.
Memory
16 GB
Usable Memory Ceiling
16 GB
Bandwidth
960 GB/s
Max Inference Class
14B Models (Q4)
TDP
360W
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 5080 (16GB)
Inference throughput, memory compatibility, and generation speeds for open-weights LLMs on NVIDIA RTX 5080 (16GB).
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Context:
KV Cache:
GPUs:
| Rank | Model | Parameters | Precision | TPS (Approx.) | TTFT | Can Run |
|---|---|---|---|---|---|---|
#48 | Qwen 3.8 27B | 27B | INT4 | 42 tok/s | ~1.6s | |
#93 | Qwen3.5-27B | 27B | INT4 | 42 tok/s | ~1.6s | |
#111 | MiMo V2 Flash | 15B (309B active) | INT4 | 4 tok/s | ~15.7s | |
#112 | Phi-4 Reasoning Plus | 14B | INT4 | 60 tok/s | ~706 ms | |
#117 | Gemma 4 26B A4B | 25.2B (3.8B active) | INT4 | 157 tok/s | ~263 ms | |
#125 | Qwen3.5-9B | 9B | INT4 Q8 | 110 tok/s 71 tok/s | ~457 ms ~462 ms | |
#128 | K2 Horizon 7B | 7B | INT4 Q8 FP16 | 130 tok/s 86 tok/s 45 tok/s | ~359 ms ~363 ms ~434 ms | |
#135 | Gemma 4 12B | 11.95B | INT4 Q8 | 67 tok/s 42 tok/s | ~605 ms ~716 ms | |
#140 | Qwen3.5-4B | 4B | INT4 Q8 FP16 | 177 tok/s 127 tok/s 78 tok/s | ~213 ms ~216 ms ~220 ms | |
#143 | GPT-OSS 20B | 21B (3.6B active) | INT4 | 81 tok/s | ~272 ms | |
#144 | GLM-4V | 9B | INT4 Q8 | 83 tok/s 56 tok/s | ~460 ms ~504 ms | |
#150 | NVIDIA Nemotron 3 Nano 30B-A3B | 3.5B (30B active) | INT4 Q8 FP16 | 40 tok/s 24 tok/s 13 tok/s | ~1.4s ~1.4s ~1.5s | |
#158 | Granite 4.2 8B | 8B | INT4 Q8 | 119 tok/s 78 tok/s | ~408 ms ~412 ms | |
#159 | Gemma 4 E4B | 8B | INT4 Q8 | 119 tok/s 78 tok/s | ~408 ms ~412 ms | |
#166 | Phi-4 | 14B | INT4 Q8 | 79 tok/s 44 tok/s | ~702 ms ~831 ms | |
#167 | Gemma 3 27B | 27B | INT4 | 42 tok/s | ~1.6s | |
#178 | OLMo 3 7B Think | 7B | INT4 Q8 | 98 tok/s 72 tok/s | ~362 ms ~365 ms | |
#179 | DeepSeek-R1 14B | 14B | INT4 Q8 | 81 tok/s 45 tok/s | ~701 ms ~831 ms | |
#183 | Ministral 3 14B | 14B | INT4 | 60 tok/s | ~706 ms | |
#186 | Gemma 3 12B | 12B | INT4 Q8 | 89 tok/s 53 tok/s | ~604 ms ~662 ms | |
#188 | Mistral-Small-2501 | 24B | INT4 | 49 tok/s | ~1.3s | |
#189 | Ministral 3 8B | 8B | INT4 Q8 | 90 tok/s 65 tok/s | ~410 ms ~414 ms | |
#191 | MiniCPM5-2B | 2B | INT4 Q8 FP16 | 235 tok/s 187 tok/s 128 tok/s | ~117 ms ~118 ms ~120 ms | |
#192 | Qwen3.5-2B | 2B | INT4 Q8 FP16 | 235 tok/s 187 tok/s 128 tok/s | ~117 ms ~118 ms ~120 ms | |
#193 | Gemma 2 27B | 27B | INT4 | 42 tok/s | ~1.6s | |
#194 | Qwen2.5-14B | 14B | INT4 Q8 | 79 tok/s 44 tok/s | ~702 ms ~831 ms | |
#200 | Gemma 4 E2B | 5.1B | INT4 Q8 FP16 | 156 tok/s 108 tok/s 65 tok/s | ~267 ms ~270 ms ~276 ms | |
#202 | DeepSeek-R1 8B | 8B | INT4 Q8 | 121 tok/s 79 tok/s | ~407 ms ~412 ms | |
#204 | Qwen3-4B | 4B | INT4 Q8 FP16 | 177 tok/s 127 tok/s 78 tok/s | ~213 ms ~216 ms ~220 ms | |
#205 | Ministral 3 3B | 3B | INT4 Q8 FP16 | 150 tok/s 122 tok/s 84 tok/s | ~166 ms ~168 ms ~172 ms | |
#207 | Gemma 2 9B | 9B | INT4 Q8 | 110 tok/s 71 tok/s | ~457 ms ~462 ms | |
#208 | Qwen3.5-0.8B | 0.8B | INT4 Q8 FP16 | 300 tok/s 265 tok/s 211 tok/s | ~52 ms ~52 ms ~53 ms | |
#209 | Qwen3-14B | 14B | INT4 Q8 | 79 tok/s 44 tok/s | ~702 ms ~831 ms | |
#210 | Gemma 3 4B | 4B | INT4 Q8 FP16 | 177 tok/s 127 tok/s 78 tok/s | ~213 ms ~216 ms ~220 ms | |
#211 | Qwen3-8B | 8B | INT4 Q8 | 119 tok/s 78 tok/s | ~408 ms ~412 ms | |
#213 | DeepSeek-R1 7B | 7B | INT4 Q8 FP16 | 132 tok/s 87 tok/s 47 tok/s | ~359 ms ~363 ms ~402 ms | |
#214 | Qwen3-1.7B | 1.7B | INT4 Q8 FP16 | 248 tok/s 201 tok/s 142 tok/s | ~101 ms ~102 ms ~104 ms | |
#215 | Llama 3.1 8B | 8B | INT4 Q8 | 119 tok/s 78 tok/s | ~408 ms ~412 ms | |
#216 | Gemma 3 270M | 0.27B | INT4 Q8 FP16 | 327 tok/s 313 tok/s 283 tok/s | ~22 ms ~22 ms ~22 ms | |
#218 | Qwen3-0.6B | 0.6B | INT4 Q8 FP16 | 316 tok/s 286 tok/s 237 tok/s | ~40 ms ~40 ms ~41 ms | |
#219 | Llama 3 8B | 8B | INT4 Q8 | 119 tok/s 78 tok/s | ~408 ms ~412 ms | |
#221 | Phi-4-Mini | 3.8B | INT4 Q8 FP16 | 182 tok/s 132 tok/s 82 tok/s | ~204 ms ~206 ms ~210 ms | |
#223 | Qwen2.5-7B | 7B | INT4 Q8 FP16 | 130 tok/s 86 tok/s 45 tok/s | ~359 ms ~363 ms ~434 ms | |
#224 | Ministral-8B-2410 | 8B | INT4 Q8 | 119 tok/s 78 tok/s | ~408 ms ~412 ms | |
#225 | DeepSeek-R1 1.5B | 1.5B | INT4 Q8 FP16 | 258 tok/s 213 tok/s 153 tok/s | ~90 ms ~91 ms ~93 ms | |
#226 | Llama 3.2 3B | 3B | INT4 Q8 FP16 | 202 tok/s 151 tok/s 97 tok/s | ~165 ms ~166 ms ~170 ms | |
#228 | Phi-3-mini | 3.8B | INT4 Q8 FP16 | 182 tok/s 132 tok/s 82 tok/s | ~204 ms ~206 ms ~210 ms | |
#229 | Gemma 3n E2B IT | 6B (2B active) | INT4 Q8 FP16 | 150 tok/s 132 tok/s 95 tok/s | ~126 ms ~127 ms ~140 ms | |
#230 | Mistral-7B-Instruct-v0.1 | 7.3B | INT4 Q8 FP16 | 126 tok/s 83 tok/s 43 tok/s | ~373 ms ~377 ms ~452 ms | |
#231 | Llama 3.2 1B | 1B | INT4 Q8 FP16 | 286 tok/s 247 tok/s 190 tok/s | ~64 ms ~64 ms ~65 ms | |
#232 | Gemma 2 2B | 2B | INT4 Q8 FP16 | 235 tok/s 187 tok/s 128 tok/s | ~117 ms ~118 ms ~120 ms | |
#233 | Phi-3-medium | 14B | INT4 Q8 | 79 tok/s 44 tok/s | ~702 ms ~831 ms | |
#234 | OLMo 3 7B Instruct | 7B | INT4 Q8 | 98 tok/s 72 tok/s | ~362 ms ~365 ms | |
#236 | Qwen2-7B | 7B | INT4 Q8 FP16 | 130 tok/s 86 tok/s 45 tok/s | ~359 ms ~363 ms ~434 ms | |
#237 | Phi-3-small | 7B | INT4 Q8 FP16 | 130 tok/s 86 tok/s 45 tok/s | ~359 ms ~363 ms ~434 ms | |
#238 | Gemma 3 1B | 1B | INT4 Q8 FP16 | 286 tok/s 247 tok/s 190 tok/s | ~64 ms ~64 ms ~65 ms | |
#239 | Mistral-7B-Instruct-v0.2 | 7.3B | INT4 Q8 FP16 | 126 tok/s 83 tok/s 43 tok/s | ~373 ms ~377 ms ~452 ms | |
#241 | Gemma 1 7B | 7B | INT4 Q8 | 98 tok/s 72 tok/s | ~362 ms ~365 ms | |
#242 | Gemma 1 2B | 2B | INT4 Q8 FP16 | 245 tok/s 192 tok/s 131 tok/s | ~116 ms ~117 ms ~120 ms | |
#243 | ChatGLM3-6B | 6B | INT4 Q8 FP16 | 107 tok/s 80 tok/s 48 tok/s | ~313 ms ~316 ms ~350 ms | |
#244 | ChatGLM2-6B | 6B | INT4 Q8 FP16 | 107 tok/s 80 tok/s 48 tok/s | ~313 ms ~316 ms ~350 ms | |
#245 | ChatGLM-6B | 6B | INT4 Q8 FP16 | 107 tok/s 80 tok/s 48 tok/s | ~313 ms ~316 ms ~350 ms | |
Unranked Models (Sorted by Speed) | ||||||
- | DINOv3 ViT-L/16 | 0.3B | INT4 Q8 FP16 | 342 tok/s 323 tok/s 289 tok/s | ~24 ms ~24 ms ~24 ms | |
- | Qwen2-0.5B | 0.5B | INT4 Q8 FP16 | 324 tok/s 298 tok/s 252 tok/s | ~34 ms ~35 ms ~35 ms | |
- | Qwen2.5-0.5B | 0.5B | INT4 Q8 FP16 | 324 tok/s 298 tok/s 252 tok/s | ~34 ms ~35 ms ~35 ms | |
- | ERNIE-4.5-0.3B | 0.3B | INT4 Q8 FP16 | 321 tok/s 306 tok/s 275 tok/s | ~24 ms ~24 ms ~24 ms | |
- | ERNIE-4.5-0.3B-Base | 0.3B | INT4 Q8 FP16 | 321 tok/s 306 tok/s 275 tok/s | ~24 ms ~24 ms ~24 ms | |
- | Liquid D1-Omni 600M | 0.6B | INT4 Q8 FP16 | 316 tok/s 286 tok/s 237 tok/s | ~40 ms ~40 ms ~41 ms | |
- | PixArt-α XL 2 1024-MS | 0.61B | INT4 Q8 FP16 | 316 tok/s 285 tok/s 235 tok/s | ~41 ms ~41 ms ~42 ms | |
- | PixArt-Σ XL 2 1024-MS | 0.61B | INT4 Q8 FP16 | 316 tok/s 285 tok/s 235 tok/s | ~41 ms ~41 ms ~42 ms | |
- | Nemotron 3.5 Parse | 0.63B | INT4 Q8 FP16 | 314 tok/s 283 tok/s 232 tok/s | ~42 ms ~42 ms ~43 ms | |
- | SD 2.1 Turbo | 0.86B | INT4 Q8 FP16 | 296 tok/s 260 tok/s 204 tok/s | ~55 ms ~56 ms ~57 ms | |
- | Stable Diffusion 1.4 | 0.86B | INT4 Q8 FP16 | 296 tok/s 260 tok/s 204 tok/s | ~55 ms ~56 ms ~57 ms | |
- | Stable Diffusion 2.1 | 0.86B | INT4 Q8 FP16 | 296 tok/s 260 tok/s 204 tok/s | ~55 ms ~56 ms ~57 ms | |
- | Falcon-1B | 1B | INT4 Q8 FP16 | 294 tok/s 253 tok/s 193 tok/s | ~64 ms ~64 ms ~65 ms | |
- | Falcon3-1B | 1B | INT4 Q8 FP16 | 286 tok/s 247 tok/s 190 tok/s | ~64 ms ~64 ms ~65 ms | |
- | MiniCPM-V 4.7 1B | 1B | INT4 Q8 FP16 | 286 tok/s 247 tok/s 190 tok/s | ~64 ms ~64 ms ~65 ms | |
- | Kandinsky 2.2 Decoder | 1.22B | INT4 Q8 FP16 | 273 tok/s 231 tok/s 171 tok/s | ~75 ms ~76 ms ~77 ms | |
- | Wan 2.1 T2V 1.3B | 1.3B | INT4 Q8 FP16 | 269 tok/s 225 tok/s 166 tok/s | ~79 ms ~80 ms ~81 ms | |
- | Qwen2-1.5B | 1.5B | INT4 Q8 FP16 | 258 tok/s 213 tok/s 153 tok/s | ~90 ms ~91 ms ~93 ms | |
- | Qwen2.5-1.5B | 1.5B | INT4 Q8 FP16 | 258 tok/s 213 tok/s 153 tok/s | ~90 ms ~91 ms ~93 ms | |
- | SVD Image-to-Video XT | 1.5B | INT4 Q8 FP16 | 258 tok/s 213 tok/s 153 tok/s | ~90 ms ~91 ms ~93 ms | |
- | SVD Image-to-Video XT 1.1 | 1.5B | INT4 Q8 FP16 | 258 tok/s 213 tok/s 153 tok/s | ~90 ms ~91 ms ~93 ms | |
- | LFM3 1.7B | 1.7B | INT4 Q8 FP16 | 248 tok/s 201 tok/s 142 tok/s | ~101 ms ~102 ms ~104 ms | |
- | LFM3 1.7B Base | 1.7B | INT4 Q8 FP16 | 248 tok/s 201 tok/s 142 tok/s | ~101 ms ~102 ms ~104 ms | |
- | Spark X2.5 1.7B | 1.7B | INT4 Q8 FP16 | 248 tok/s 201 tok/s 142 tok/s | ~101 ms ~102 ms ~104 ms | |
- | Hy-MT2 1.8B | 1.8B | INT4 Q8 FP16 | 244 tok/s 196 tok/s 137 tok/s | ~106 ms ~107 ms ~109 ms | |
- | CogVideoX 2B | 2B | INT4 Q8 FP16 | 235 tok/s 187 tok/s 128 tok/s | ~117 ms ~118 ms ~120 ms | |
- | LFM3 Audio 2B | 2B | INT4 Q8 FP16 | 235 tok/s 187 tok/s 128 tok/s | ~117 ms ~118 ms ~120 ms | |
- | LFM3 Omni 2B | 2B | INT4 Q8 FP16 | 235 tok/s 187 tok/s 128 tok/s | ~117 ms ~118 ms ~120 ms | |
- | LFM3 VL 2B | 2B | INT4 Q8 FP16 | 235 tok/s 187 tok/s 128 tok/s | ~117 ms ~118 ms ~120 ms | |
- | Liquid D1 2B | 2B | INT4 Q8 FP16 | 235 tok/s 187 tok/s 128 tok/s | ~117 ms ~118 ms ~120 ms | |
- | LTX-Video 0.9.1 | 2B | INT4 Q8 FP16 | 235 tok/s 187 tok/s 128 tok/s | ~117 ms ~118 ms ~120 ms | |
- | Moondream 3.1 | 9B (2B active) | INT4 Q8 | 235 tok/s 187 tok/s | ~130 ms ~131 ms | |
- | Stable Diffusion 3 Medium | 2B | INT4 Q8 FP16 | 235 tok/s 187 tok/s 128 tok/s | ~117 ms ~118 ms ~120 ms | |
- | Kandinsky 3.0 | 2.1B | INT4 Q8 FP16 | 231 tok/s 182 tok/s 124 tok/s | ~121 ms ~123 ms ~125 ms | |
- | LTX-2 | 2.2B | INT4 Q8 FP16 | 228 tok/s 178 tok/s 120 tok/s | ~126 ms ~127 ms ~130 ms | |
- | SDXL 1.0 Refiner | 2.31B | INT4 Q8 FP16 | 224 tok/s 174 tok/s 117 tok/s | ~131 ms ~133 ms ~136 ms | |
- | Stable Diffusion 3.5 Medium | 2.5B | INT4 Q8 FP16 | 217 tok/s 167 tok/s 111 tok/s | ~141 ms ~142 ms ~145 ms | |
- | SDXL 1.0 Base | 2.56B | INT4 Q8 FP16 | 215 tok/s 165 tok/s 109 tok/s | ~143 ms ~145 ms ~148 ms | |
- | SDXL Turbo | 2.56B | INT4 Q8 FP16 | 215 tok/s 165 tok/s 109 tok/s | ~143 ms ~145 ms ~148 ms | |
- | Falcon-3B | 3B | INT4 Q8 FP16 | 210 tok/s 156 tok/s 99 tok/s | ~165 ms ~166 ms ~170 ms | |
- | CroissantLLM Base | 1.3B | INT4 Q8 FP16 | 208 tok/s 184 tok/s 142 tok/s | ~80 ms ~81 ms ~82 ms | |
- | Phi-1 | 1.3B | INT4 Q8 FP16 | 208 tok/s 184 tok/s 142 tok/s | ~80 ms ~81 ms ~82 ms | |
- | Phi-1.5 | 1.3B | INT4 Q8 FP16 | 208 tok/s 184 tok/s 142 tok/s | ~80 ms ~81 ms ~82 ms | |
- | DeepSeek-R1 3B | 3B | INT4 Q8 FP16 | 204 tok/s 152 tok/s 98 tok/s | ~165 ms ~166 ms ~170 ms | |
- | Mellum 2.1 12B A2.5B Thinking | 12B (2.5B active) | INT4 Q8 | 204 tok/s 152 tok/s | ~161 ms ~176 ms | |
- | Falcon3-3B | 3B | INT4 Q8 FP16 | 202 tok/s 151 tok/s 97 tok/s | ~165 ms ~166 ms ~170 ms | |
- | LFM2-VL 3B | 3B | INT4 Q8 FP16 | 202 tok/s 151 tok/s 97 tok/s | ~165 ms ~166 ms ~170 ms | |
- | Liquid D1 3B | 3B | INT4 Q8 FP16 | 202 tok/s 151 tok/s 97 tok/s | ~165 ms ~166 ms ~170 ms | |
- | Liquid D1-VL 3B | 3B | INT4 Q8 FP16 | 202 tok/s 151 tok/s 97 tok/s | ~165 ms ~166 ms ~170 ms | |
- | Liquid LFM2-VL 3B D1 | 3B | INT4 Q8 FP16 | 202 tok/s 151 tok/s 97 tok/s | ~165 ms ~166 ms ~170 ms | |
- | Qwen2.5-3B | 3B | INT4 Q8 FP16 | 202 tok/s 151 tok/s 97 tok/s | ~165 ms ~166 ms ~170 ms | |
- | LFM2.5 24B A2B | 24B (2.5B active) | INT4 | 183 tok/s | ~196 ms | |
- | FLUX.2 Klein 4B | 4B | INT4 Q8 FP16 | 177 tok/s 127 tok/s 78 tok/s | ~213 ms ~216 ms ~220 ms | |
- | FrogNano 4B | 4B | INT4 Q8 FP16 | 177 tok/s 127 tok/s 78 tok/s | ~213 ms ~216 ms ~220 ms | |
- | Mage-VL Cowork | 4B | INT4 Q8 FP16 | 177 tok/s 127 tok/s 78 tok/s | ~213 ms ~216 ms ~220 ms | |
- | Spark X2.5 4B | 4B | INT4 Q8 FP16 | 177 tok/s 127 tok/s 78 tok/s | ~213 ms ~216 ms ~220 ms | |
- | ERNIE-4.5-21B-A3B | 21B (3B active) | INT4 | 174 tok/s | ~216 ms | |
- | ERNIE-4.5-21B-A3B-Base | 21B (3B active) | INT4 | 174 tok/s | ~216 ms | |
- | EmbeddingGemma 2 | 2B | INT4 Q8 FP16 | 172 tok/s 147 tok/s 108 tok/s | ~118 ms ~119 ms ~121 ms | |
- | ERNIE-4.5-VL-28B-A3B | 28B (3B active) | INT4 | 161 tok/s | ~245 ms | |
- | ERNIE-4.5-VL-28B-A3B-Base | 28B (3B active) | INT4 | 161 tok/s | ~245 ms | |
- | CogVideoX 1.5 5B | 5B | INT4 Q8 FP16 | 158 tok/s 110 tok/s 66 tok/s | ~262 ms ~265 ms ~271 ms | |
- | CogVideoX 5B | 5B | INT4 Q8 FP16 | 158 tok/s 110 tok/s 66 tok/s | ~262 ms ~265 ms ~271 ms | |
- | Wan 2.2 TI2V 5B | 5B | INT4 Q8 FP16 | 158 tok/s 110 tok/s 66 tok/s | ~262 ms ~265 ms ~271 ms | |
- | Phi-2 | 2.7B | INT4 Q8 FP16 | 156 tok/s 129 tok/s 90 tok/s | ~152 ms ~153 ms ~157 ms | |
- | MaLLaM-3B | 3B | INT4 Q8 FP16 | 150 tok/s 122 tok/s 84 tok/s | ~166 ms ~168 ms ~172 ms | |
- | SmolLM3 3B | 3B | INT4 Q8 FP16 | 150 tok/s 122 tok/s 84 tok/s | ~166 ms ~168 ms ~172 ms | |
- | Falcon-7B | 7B | INT4 Q8 FP16 | 134 tok/s 88 tok/s 48 tok/s | ~359 ms ~363 ms ~402 ms | |
- | AuraFlow v0.2 | 6.8B | INT4 Q8 FP16 | 132 tok/s 88 tok/s 48 tok/s | ~349 ms ~353 ms ~391 ms | |
- | AuraFlow v0.3 | 6.8B | INT4 Q8 FP16 | 132 tok/s 88 tok/s 48 tok/s | ~349 ms ~353 ms ~391 ms | |
- | Falcon3-7B | 7B | INT4 Q8 FP16 | 130 tok/s 86 tok/s 45 tok/s | ~359 ms ~363 ms ~434 ms | |
- | Hy-MT2 7B | 7B | INT4 Q8 FP16 | 130 tok/s 86 tok/s 45 tok/s | ~359 ms ~363 ms ~434 ms | |
- | Mistral-7B-v0.1 | 7.3B | INT4 Q8 FP16 | 126 tok/s 83 tok/s 43 tok/s | ~373 ms ~377 ms ~452 ms | |
- | Youtu Parsing Omni | 8B | INT4 Q8 | 121 tok/s 79 tok/s | ~407 ms ~412 ms | |
- | Stable Diffusion 3.5 Large | 8.1B | INT4 Q8 | 118 tok/s 77 tok/s | ~412 ms ~417 ms | |
- | Stable Diffusion 3.5 Large Turbo | 8.1B | INT4 Q8 | 118 tok/s 77 tok/s | ~412 ms ~417 ms | |
- | FLUX.2 Klein 9B | 9B | INT4 Q8 | 110 tok/s 71 tok/s | ~457 ms ~462 ms | |
- | LensVLM 9B | 9B | INT4 Q8 | 110 tok/s 71 tok/s | ~457 ms ~462 ms | |
- | MiMo V2.6 Distill Qwen 9B | 9B | INT4 Q8 | 110 tok/s 71 tok/s | ~457 ms ~462 ms | |
- | ChatGLM3-6B-32K | 6B | INT4 Q8 FP16 | 107 tok/s 80 tok/s 48 tok/s | ~313 ms ~316 ms ~350 ms | |
- | Yi-6B | 6B | INT4 Q8 FP16 | 107 tok/s 80 tok/s 48 tok/s | ~313 ms ~316 ms ~350 ms | |
- | Falcon3-10B | 10B | INT4 Q8 | 102 tok/s 65 tok/s | ~506 ms ~511 ms | |
- | Mochi 1 Preview | 10B | INT4 Q8 | 102 tok/s 65 tok/s | ~506 ms ~511 ms | |
- | Falcon2-11B | 11B | INT4 Q8 | 99 tok/s 61 tok/s | ~554 ms ~560 ms | |
- | Hunyuan Lite | 7B | INT4 Q8 | 98 tok/s 72 tok/s | ~362 ms ~365 ms | |
- | OLMo 3 7B Base | 7B | INT4 Q8 | 98 tok/s 72 tok/s | ~362 ms ~365 ms | |
- | Kimi-VL-A3B-Instruct | 16B (3B active) | INT4 | 97 tok/s | ~212 ms | |
- | SEA-LION-7B | 7.1B | INT4 Q8 | 97 tok/s 71 tok/s | ~366 ms ~370 ms | |
- | SEA-LION-7B-Instruct | 7.1B | INT4 Q8 | 97 tok/s 71 tok/s | ~366 ms ~370 ms | |
- | FLUX.1 Canny Dev | 11.9B | INT4 Q8 | 90 tok/s 53 tok/s | ~599 ms ~657 ms | |
- | FLUX.1 Depth Dev | 11.9B | INT4 Q8 | 90 tok/s 53 tok/s | ~599 ms ~657 ms | |
- | FLUX.1 Dev | 11.9B | INT4 Q8 | 90 tok/s 53 tok/s | ~599 ms ~657 ms | |
- | FLUX.1 Fill Dev | 11.9B | INT4 Q8 | 90 tok/s 53 tok/s | ~599 ms ~657 ms | |
- | FLUX.1 Schnell | 11.9B | INT4 Q8 | 90 tok/s 53 tok/s | ~599 ms ~657 ms | |
- | Sahabat-AI-Llama3-8B-Instruct | 8B | INT4 Q8 | 90 tok/s 65 tok/s | ~410 ms ~414 ms | |
- | Typhoon-2-8B | 8B | INT4 Q8 | 90 tok/s 65 tok/s | ~410 ms ~414 ms | |
- | HunyuanVideo 1.5 720P T2V | 13B | INT4 Q8 | 84 tok/s 50 tok/s | ~653 ms ~716 ms | |
- | GLM-4-9B | 9B | INT4 Q8 | 83 tok/s 56 tok/s | ~460 ms ~504 ms | |
- | GLM-4-9B-Chat | 9B | INT4 Q8 | 83 tok/s 56 tok/s | ~460 ms ~504 ms | |
- | GLM-4-9B-Chat-1M | 9B | INT4 Q8 | 83 tok/s 56 tok/s | ~460 ms ~504 ms | |
- | Yi-9B | 9B | INT4 Q8 | 83 tok/s 56 tok/s | ~460 ms ~504 ms | |
- | Sahabat-AI-Gemma2-9B | 9.2B | INT4 Q8 | 82 tok/s 56 tok/s | ~469 ms ~514 ms | |
- | Sahabat-AI-Gemma2-9B-Instruct | 9.2B | INT4 Q8 | 82 tok/s 56 tok/s | ~469 ms ~514 ms | |
- | Wan 2.1 I2V 14B 720P | 14B | INT4 Q8 | 79 tok/s 44 tok/s | ~702 ms ~831 ms | |
- | Wan 2.1 T2V 14B | 14B | INT4 Q8 | 79 tok/s 44 tok/s | ~702 ms ~831 ms | |
- | Wan 2.2 T2V A14B | 14B | INT4 Q8 | 79 tok/s 44 tok/s | ~702 ms ~831 ms | |
- | FLUX.2 Dev | 15B | INT4 Q8 | 75 tok/s 42 tok/s | ~750 ms ~888 ms | |
- | GreenMind-14B-R1 | 14B | INT4 | 60 tok/s | ~706 ms | |
- | Arete 27B | 27B | INT4 | 42 tok/s | ~1.6s | |
- | AREX-2 | 27B | INT4 | 42 tok/s | ~1.6s | |
- | PPLX Decider v1 27B | 27B | INT4 | 42 tok/s | ~1.6s | |
- | PPLX Decider v1.1 27B | 27B | INT4 | 42 tok/s | ~1.6s | |
Inference Capacity
Maximum model parameter class runnable by weight precision.
Context:
4-bit
14B Models
8-bit
8B Models
16-bit
3B Models
Fine-Tuning Capacity
Hardware capacity for local training and adapter fine-tuning.
Context Length:
QLoRA
14B Models
LoRA
8B Models
Full Parameter Training
1B Models
Workload Recommendations
Guidance for optimal precision and operational ceilings on NVIDIA RTX 5080 (16GB).
Inference Sweet Spot
Optimal for 8B models across extended context (32k+). 14B models fit comfortably at Q4 precision with standard context.
Bandwidth & Speed Profile
With 960 GB/s aggregate bandwidth, batch size 1 inference operates in a memory-bandwidth bound regime. Generates approximately 213 tok/s on an 8B Q4 model and 25 tok/s on a 70B Q4 model.
Frequently Asked Questions
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