NVIDIA RTX 3080 (12GB)
The NVIDIA RTX 3080 (12GB) features 12 GB of dedicated VRAM and 912 GB/s memory bandwidth, supporting CUDA and TensorRT-LLM runtimes for full-precision and quantized inference.
Memory
12 GB
Usable Memory Ceiling
12 GB
Bandwidth
912 GB/s
Max Inference Class
14B Models (Q4)
TDP
350W
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 3080 (12GB)
Inference throughput, memory compatibility, and generation speeds for open-weights LLMs on NVIDIA RTX 3080 (12GB).
Sort by:
Context:
KV Cache:
GPUs:
| Rank | Model | Parameters | Precision | TPS (Approx.) | TTFT | Can Run |
|---|---|---|---|---|---|---|
#112 | Phi-4 Reasoning Plus | 14B | INT4 | 52 tok/s | ~1.5s | |
#125 | Qwen3.5-9B | 9B | INT4 Q8 | 106 tok/s 65 tok/s | ~824 ms ~900 ms | |
#128 | K2 Horizon 7B | 7B | INT4 Q8 | 125 tok/s 83 tok/s | ~646 ms ~650 ms | |
#135 | Gemma 4 12B | 11.95B | INT4 | 61 tok/s | ~1.2s | |
#140 | Qwen3.5-4B | 4B | INT4 Q8 FP16 | 173 tok/s 123 tok/s 75 tok/s | ~381 ms ~384 ms ~389 ms | |
#144 | GLM-4V | 9B | INT4 | 80 tok/s | ~827 ms | |
#150 | NVIDIA Nemotron 3 Nano 30B-A3B | 3.5B (30B active) | INT4 Q8 FP16 | 39 tok/s 23 tok/s 12 tok/s | ~2.6s ~2.6s ~2.9s | |
#158 | Granite 4.2 8B | 8B | INT4 Q8 | 115 tok/s 71 tok/s | ~734 ms ~802 ms | |
#159 | Gemma 4 E4B | 8B | INT4 Q8 | 115 tok/s 71 tok/s | ~734 ms ~802 ms | |
#166 | Phi-4 | 14B | INT4 | 76 tok/s | ~1.3s | |
#178 | OLMo 3 7B Think | 7B | INT4 Q8 | 94 tok/s 66 tok/s | ~649 ms ~708 ms | |
#179 | DeepSeek-R1 14B | 14B | INT4 | 78 tok/s | ~1.3s | |
#183 | Ministral 3 14B | 14B | INT4 | 52 tok/s | ~1.5s | |
#186 | Gemma 3 12B | 12B | INT4 | 86 tok/s | ~1.1s | |
#189 | Ministral 3 8B | 8B | INT4 Q8 | 87 tok/s 56 tok/s | ~737 ms ~870 ms | |
#191 | MiniCPM5-2B | 2B | INT4 Q8 FP16 | 231 tok/s 182 tok/s 124 tok/s | ~205 ms ~207 ms ~209 ms | |
#192 | Qwen3.5-2B | 2B | INT4 Q8 FP16 | 231 tok/s 182 tok/s 124 tok/s | ~205 ms ~207 ms ~209 ms | |
#194 | Qwen2.5-14B | 14B | INT4 | 76 tok/s | ~1.3s | |
#200 | Gemma 4 E2B | 5.1B | INT4 Q8 FP16 | 152 tok/s 104 tok/s 56 tok/s | ~478 ms ~481 ms ~572 ms | |
#202 | DeepSeek-R1 8B | 8B | INT4 Q8 | 117 tok/s 76 tok/s | ~734 ms ~739 ms | |
#204 | Qwen3-4B | 4B | INT4 Q8 FP16 | 173 tok/s 123 tok/s 75 tok/s | ~381 ms ~384 ms ~389 ms | |
#205 | Ministral 3 3B | 3B | INT4 Q8 FP16 | 145 tok/s 118 tok/s 81 tok/s | ~295 ms ~296 ms ~300 ms | |
#207 | Gemma 2 9B | 9B | INT4 Q8 | 106 tok/s 65 tok/s | ~824 ms ~900 ms | |
#208 | Qwen3.5-0.8B | 0.8B | INT4 Q8 FP16 | 298 tok/s 262 tok/s 206 tok/s | ~88 ms ~88 ms ~89 ms | |
#209 | Qwen3-14B | 14B | INT4 | 76 tok/s | ~1.3s | |
#210 | Gemma 3 4B | 4B | INT4 Q8 FP16 | 173 tok/s 123 tok/s 75 tok/s | ~381 ms ~384 ms ~389 ms | |
#211 | Qwen3-8B | 8B | INT4 Q8 | 115 tok/s 71 tok/s | ~734 ms ~802 ms | |
#213 | DeepSeek-R1 7B | 7B | INT4 Q8 | 128 tok/s 84 tok/s | ~646 ms ~650 ms | |
#214 | Qwen3-1.7B | 1.7B | INT4 Q8 FP16 | 244 tok/s 197 tok/s 137 tok/s | ~177 ms ~178 ms ~180 ms | |
#215 | Llama 3.1 8B | 8B | INT4 Q8 | 115 tok/s 71 tok/s | ~734 ms ~802 ms | |
#216 | Gemma 3 270M | 0.27B | INT4 Q8 FP16 | 325 tok/s 310 tok/s 280 tok/s | ~34 ms ~34 ms ~34 ms | |
#218 | Qwen3-0.6B | 0.6B | INT4 Q8 FP16 | 314 tok/s 283 tok/s 232 tok/s | ~66 ms ~67 ms ~68 ms | |
#219 | Llama 3 8B | 8B | INT4 Q8 | 115 tok/s 71 tok/s | ~734 ms ~802 ms | |
#221 | Phi-4-Mini | 3.8B | INT4 Q8 FP16 | 177 tok/s 127 tok/s 78 tok/s | ~364 ms ~366 ms ~371 ms | |
#223 | Qwen2.5-7B | 7B | INT4 Q8 | 125 tok/s 83 tok/s | ~646 ms ~650 ms | |
#224 | Ministral-8B-2410 | 8B | INT4 Q8 | 115 tok/s 71 tok/s | ~734 ms ~802 ms | |
#225 | DeepSeek-R1 1.5B | 1.5B | INT4 Q8 FP16 | 254 tok/s 208 tok/s 148 tok/s | ~157 ms ~158 ms ~160 ms | |
#226 | Llama 3.2 3B | 3B | INT4 Q8 FP16 | 198 tok/s 147 tok/s 94 tok/s | ~293 ms ~295 ms ~299 ms | |
#228 | Phi-3-mini | 3.8B | INT4 Q8 FP16 | 177 tok/s 127 tok/s 78 tok/s | ~364 ms ~366 ms ~371 ms | |
#229 | Gemma 3n E2B IT | 6B (2B active) | INT4 Q8 | 145 tok/s 128 tok/s | ~221 ms ~222 ms | |
#230 | Mistral-7B-Instruct-v0.1 | 7.3B | INT4 Q8 | 122 tok/s 80 tok/s | ~672 ms ~676 ms | |
#231 | Llama 3.2 1B | 1B | INT4 Q8 FP16 | 282 tok/s 243 tok/s 185 tok/s | ~109 ms ~110 ms ~111 ms | |
#232 | Gemma 2 2B | 2B | INT4 Q8 FP16 | 231 tok/s 182 tok/s 124 tok/s | ~205 ms ~207 ms ~209 ms | |
#233 | Phi-3-medium | 14B | INT4 | 76 tok/s | ~1.3s | |
#234 | OLMo 3 7B Instruct | 7B | INT4 Q8 | 94 tok/s 66 tok/s | ~649 ms ~708 ms | |
#236 | Qwen2-7B | 7B | INT4 Q8 | 125 tok/s 83 tok/s | ~646 ms ~650 ms | |
#237 | Phi-3-small | 7B | INT4 Q8 | 125 tok/s 83 tok/s | ~646 ms ~650 ms | |
#238 | Gemma 3 1B | 1B | INT4 Q8 FP16 | 282 tok/s 243 tok/s 185 tok/s | ~109 ms ~110 ms ~111 ms | |
#239 | Mistral-7B-Instruct-v0.2 | 7.3B | INT4 Q8 | 122 tok/s 80 tok/s | ~672 ms ~676 ms | |
#241 | Gemma 1 7B | 7B | INT4 Q8 | 94 tok/s 66 tok/s | ~649 ms ~708 ms | |
#242 | Gemma 1 2B | 2B | INT4 Q8 FP16 | 240 tok/s 188 tok/s 126 tok/s | ~205 ms ~206 ms ~209 ms | |
#243 | ChatGLM3-6B | 6B | INT4 Q8 | 103 tok/s 77 tok/s | ~560 ms ~563 ms | |
#244 | ChatGLM2-6B | 6B | INT4 Q8 | 103 tok/s 77 tok/s | ~560 ms ~563 ms | |
#245 | ChatGLM-6B | 6B | INT4 Q8 | 103 tok/s 77 tok/s | ~560 ms ~563 ms | |
Unranked Models (Sorted by Speed) | ||||||
- | DINOv3 ViT-L/16 | 0.3B | INT4 Q8 FP16 | 340 tok/s 321 tok/s 286 tok/s | ~36 ms ~37 ms ~37 ms | |
- | Qwen2-0.5B | 0.5B | INT4 Q8 FP16 | 322 tok/s 295 tok/s 248 tok/s | ~56 ms ~57 ms ~57 ms | |
- | Qwen2.5-0.5B | 0.5B | INT4 Q8 FP16 | 322 tok/s 295 tok/s 248 tok/s | ~56 ms ~57 ms ~57 ms | |
- | ERNIE-4.5-0.3B | 0.3B | INT4 Q8 FP16 | 319 tok/s 304 tok/s 272 tok/s | ~37 ms ~37 ms ~37 ms | |
- | ERNIE-4.5-0.3B-Base | 0.3B | INT4 Q8 FP16 | 319 tok/s 304 tok/s 272 tok/s | ~37 ms ~37 ms ~37 ms | |
- | Liquid D1-Omni 600M | 0.6B | INT4 Q8 FP16 | 314 tok/s 283 tok/s 232 tok/s | ~66 ms ~67 ms ~68 ms | |
- | PixArt-α XL 2 1024-MS | 0.61B | INT4 Q8 FP16 | 313 tok/s 282 tok/s 231 tok/s | ~67 ms ~68 ms ~68 ms | |
- | PixArt-Σ XL 2 1024-MS | 0.61B | INT4 Q8 FP16 | 313 tok/s 282 tok/s 231 tok/s | ~67 ms ~68 ms ~68 ms | |
- | Nemotron 3.5 Parse | 0.63B | INT4 Q8 FP16 | 311 tok/s 279 tok/s 228 tok/s | ~70 ms ~70 ms ~71 ms | |
- | SD 2.1 Turbo | 0.86B | INT4 Q8 FP16 | 293 tok/s 256 tok/s 199 tok/s | ~94 ms ~94 ms ~95 ms | |
- | Stable Diffusion 1.4 | 0.86B | INT4 Q8 FP16 | 293 tok/s 256 tok/s 199 tok/s | ~94 ms ~94 ms ~95 ms | |
- | Stable Diffusion 2.1 | 0.86B | INT4 Q8 FP16 | 293 tok/s 256 tok/s 199 tok/s | ~94 ms ~94 ms ~95 ms | |
- | Falcon-1B | 1B | INT4 Q8 FP16 | 291 tok/s 249 tok/s 188 tok/s | ~109 ms ~110 ms ~111 ms | |
- | Falcon3-1B | 1B | INT4 Q8 FP16 | 282 tok/s 243 tok/s 185 tok/s | ~109 ms ~110 ms ~111 ms | |
- | MiniCPM-V 4.7 1B | 1B | INT4 Q8 FP16 | 282 tok/s 243 tok/s 185 tok/s | ~109 ms ~110 ms ~111 ms | |
- | Kandinsky 2.2 Decoder | 1.22B | INT4 Q8 FP16 | 269 tok/s 226 tok/s 167 tok/s | ~130 ms ~131 ms ~133 ms | |
- | Wan 2.1 T2V 1.3B | 1.3B | INT4 Q8 FP16 | 265 tok/s 221 tok/s 161 tok/s | ~138 ms ~138 ms ~140 ms | |
- | Qwen2-1.5B | 1.5B | INT4 Q8 FP16 | 254 tok/s 208 tok/s 148 tok/s | ~157 ms ~158 ms ~160 ms | |
- | Qwen2.5-1.5B | 1.5B | INT4 Q8 FP16 | 254 tok/s 208 tok/s 148 tok/s | ~157 ms ~158 ms ~160 ms | |
- | SVD Image-to-Video XT | 1.5B | INT4 Q8 FP16 | 254 tok/s 208 tok/s 148 tok/s | ~157 ms ~158 ms ~160 ms | |
- | SVD Image-to-Video XT 1.1 | 1.5B | INT4 Q8 FP16 | 254 tok/s 208 tok/s 148 tok/s | ~157 ms ~158 ms ~160 ms | |
- | LFM3 1.7B | 1.7B | INT4 Q8 FP16 | 244 tok/s 197 tok/s 137 tok/s | ~177 ms ~178 ms ~180 ms | |
- | LFM3 1.7B Base | 1.7B | INT4 Q8 FP16 | 244 tok/s 197 tok/s 137 tok/s | ~177 ms ~178 ms ~180 ms | |
- | Spark X2.5 1.7B | 1.7B | INT4 Q8 FP16 | 244 tok/s 197 tok/s 137 tok/s | ~177 ms ~178 ms ~180 ms | |
- | Hy-MT2 1.8B | 1.8B | INT4 Q8 FP16 | 240 tok/s 192 tok/s 133 tok/s | ~186 ms ~187 ms ~189 ms | |
- | CogVideoX 2B | 2B | INT4 Q8 FP16 | 231 tok/s 182 tok/s 124 tok/s | ~205 ms ~207 ms ~209 ms | |
- | LFM3 Audio 2B | 2B | INT4 Q8 FP16 | 231 tok/s 182 tok/s 124 tok/s | ~205 ms ~207 ms ~209 ms | |
- | LFM3 Omni 2B | 2B | INT4 Q8 FP16 | 231 tok/s 182 tok/s 124 tok/s | ~205 ms ~207 ms ~209 ms | |
- | LFM3 VL 2B | 2B | INT4 Q8 FP16 | 231 tok/s 182 tok/s 124 tok/s | ~205 ms ~207 ms ~209 ms | |
- | Liquid D1 2B | 2B | INT4 Q8 FP16 | 231 tok/s 182 tok/s 124 tok/s | ~205 ms ~207 ms ~209 ms | |
- | LTX-Video 0.9.1 | 2B | INT4 Q8 FP16 | 231 tok/s 182 tok/s 124 tok/s | ~205 ms ~207 ms ~209 ms | |
- | Moondream 3.1 | 9B (2B active) | INT4 Q8 | 231 tok/s 173 tok/s | ~230 ms ~251 ms | |
- | Stable Diffusion 3 Medium | 2B | INT4 Q8 FP16 | 231 tok/s 182 tok/s 124 tok/s | ~205 ms ~207 ms ~209 ms | |
- | Kandinsky 3.0 | 2.1B | INT4 Q8 FP16 | 227 tok/s 178 tok/s 120 tok/s | ~214 ms ~215 ms ~218 ms | |
- | LTX-2 | 2.2B | INT4 Q8 FP16 | 223 tok/s 174 tok/s 116 tok/s | ~223 ms ~224 ms ~227 ms | |
- | SDXL 1.0 Refiner | 2.31B | INT4 Q8 FP16 | 219 tok/s 169 tok/s 113 tok/s | ~233 ms ~234 ms ~237 ms | |
- | Stable Diffusion 3.5 Medium | 2.5B | INT4 Q8 FP16 | 213 tok/s 163 tok/s 107 tok/s | ~249 ms ~251 ms ~254 ms | |
- | SDXL 1.0 Base | 2.56B | INT4 Q8 FP16 | 211 tok/s 160 tok/s 105 tok/s | ~254 ms ~256 ms ~259 ms | |
- | SDXL Turbo | 2.56B | INT4 Q8 FP16 | 211 tok/s 160 tok/s 105 tok/s | ~254 ms ~256 ms ~259 ms | |
- | Falcon-3B | 3B | INT4 Q8 FP16 | 206 tok/s 151 tok/s 95 tok/s | ~293 ms ~294 ms ~298 ms | |
- | CroissantLLM Base | 1.3B | INT4 Q8 FP16 | 203 tok/s 179 tok/s 138 tok/s | ~139 ms ~139 ms ~141 ms | |
- | Phi-1 | 1.3B | INT4 Q8 FP16 | 203 tok/s 179 tok/s 138 tok/s | ~139 ms ~139 ms ~141 ms | |
- | Phi-1.5 | 1.3B | INT4 Q8 FP16 | 203 tok/s 179 tok/s 138 tok/s | ~139 ms ~139 ms ~141 ms | |
- | Mellum 2.1 12B A2.5B Thinking | 12B (2.5B active) | INT4 | 200 tok/s | ~286 ms | |
- | DeepSeek-R1 3B | 3B | INT4 Q8 FP16 | 199 tok/s 148 tok/s 94 tok/s | ~293 ms ~295 ms ~298 ms | |
- | Falcon3-3B | 3B | INT4 Q8 FP16 | 198 tok/s 147 tok/s 94 tok/s | ~293 ms ~295 ms ~299 ms | |
- | LFM2-VL 3B | 3B | INT4 Q8 FP16 | 198 tok/s 147 tok/s 94 tok/s | ~293 ms ~295 ms ~299 ms | |
- | Liquid D1 3B | 3B | INT4 Q8 FP16 | 198 tok/s 147 tok/s 94 tok/s | ~293 ms ~295 ms ~299 ms | |
- | Liquid D1-VL 3B | 3B | INT4 Q8 FP16 | 198 tok/s 147 tok/s 94 tok/s | ~293 ms ~295 ms ~299 ms | |
- | Liquid LFM2-VL 3B D1 | 3B | INT4 Q8 FP16 | 198 tok/s 147 tok/s 94 tok/s | ~293 ms ~295 ms ~299 ms | |
- | Qwen2.5-3B | 3B | INT4 Q8 FP16 | 198 tok/s 147 tok/s 94 tok/s | ~293 ms ~295 ms ~299 ms | |
- | FLUX.2 Klein 4B | 4B | INT4 Q8 FP16 | 173 tok/s 123 tok/s 75 tok/s | ~381 ms ~384 ms ~389 ms | |
- | FrogNano 4B | 4B | INT4 Q8 FP16 | 173 tok/s 123 tok/s 75 tok/s | ~381 ms ~384 ms ~389 ms | |
- | Mage-VL Cowork | 4B | INT4 Q8 FP16 | 173 tok/s 123 tok/s 75 tok/s | ~381 ms ~384 ms ~389 ms | |
- | Spark X2.5 4B | 4B | INT4 Q8 FP16 | 173 tok/s 123 tok/s 75 tok/s | ~381 ms ~384 ms ~389 ms | |
- | EmbeddingGemma 2 | 2B | INT4 Q8 FP16 | 167 tok/s 143 tok/s 104 tok/s | ~207 ms ~208 ms ~211 ms | |
- | CogVideoX 1.5 5B | 5B | INT4 Q8 FP16 | 153 tok/s 106 tok/s 60 tok/s | ~469 ms ~472 ms ~519 ms | |
- | CogVideoX 5B | 5B | INT4 Q8 FP16 | 153 tok/s 106 tok/s 60 tok/s | ~469 ms ~472 ms ~519 ms | |
- | Wan 2.2 TI2V 5B | 5B | INT4 Q8 FP16 | 153 tok/s 106 tok/s 60 tok/s | ~469 ms ~472 ms ~519 ms | |
- | Phi-2 | 2.7B | INT4 Q8 FP16 | 151 tok/s 124 tok/s 87 tok/s | ~268 ms ~270 ms ~273 ms | |
- | MaLLaM-3B | 3B | INT4 Q8 FP16 | 145 tok/s 118 tok/s 81 tok/s | ~295 ms ~296 ms ~300 ms | |
- | SmolLM3 3B | 3B | INT4 Q8 FP16 | 145 tok/s 118 tok/s 81 tok/s | ~295 ms ~296 ms ~300 ms | |
- | Falcon-7B | 7B | INT4 Q8 | 130 tok/s 85 tok/s | ~646 ms ~650 ms | |
- | AuraFlow v0.2 | 6.8B | INT4 Q8 | 128 tok/s 85 tok/s | ~628 ms ~632 ms | |
- | AuraFlow v0.3 | 6.8B | INT4 Q8 | 128 tok/s 85 tok/s | ~628 ms ~632 ms | |
- | Falcon3-7B | 7B | INT4 Q8 | 125 tok/s 83 tok/s | ~646 ms ~650 ms | |
- | Hy-MT2 7B | 7B | INT4 Q8 | 125 tok/s 83 tok/s | ~646 ms ~650 ms | |
- | Mistral-7B-v0.1 | 7.3B | INT4 Q8 | 122 tok/s 80 tok/s | ~672 ms ~676 ms | |
- | Youtu Parsing Omni | 8B | INT4 Q8 | 117 tok/s 76 tok/s | ~734 ms ~739 ms | |
- | Stable Diffusion 3.5 Large | 8.1B | INT4 Q8 | 114 tok/s 70 tok/s | ~743 ms ~811 ms | |
- | Stable Diffusion 3.5 Large Turbo | 8.1B | INT4 Q8 | 114 tok/s 70 tok/s | ~743 ms ~811 ms | |
- | FLUX.2 Klein 9B | 9B | INT4 Q8 | 106 tok/s 65 tok/s | ~824 ms ~900 ms | |
- | LensVLM 9B | 9B | INT4 Q8 | 106 tok/s 65 tok/s | ~824 ms ~900 ms | |
- | MiMo V2.6 Distill Qwen 9B | 9B | INT4 Q8 | 106 tok/s 65 tok/s | ~824 ms ~900 ms | |
- | ChatGLM3-6B-32K | 6B | INT4 Q8 | 103 tok/s 77 tok/s | ~560 ms ~563 ms | |
- | Yi-6B | 6B | INT4 Q8 | 103 tok/s 77 tok/s | ~560 ms ~563 ms | |
- | Falcon3-10B | 10B | INT4 Q8 | 98 tok/s 56 tok/s | ~912 ms ~1.1s | |
- | Mochi 1 Preview | 10B | INT4 Q8 | 98 tok/s 56 tok/s | ~912 ms ~1.1s | |
- | Falcon2-11B | 11B | INT4 Q8 | 95 tok/s 53 tok/s | ~1.0s ~1.2s | |
- | Hunyuan Lite | 7B | INT4 Q8 | 94 tok/s 66 tok/s | ~649 ms ~708 ms | |
- | OLMo 3 7B Base | 7B | INT4 Q8 | 94 tok/s 66 tok/s | ~649 ms ~708 ms | |
- | SEA-LION-7B | 7.1B | INT4 Q8 | 93 tok/s 65 tok/s | ~657 ms ~717 ms | |
- | SEA-LION-7B-Instruct | 7.1B | INT4 Q8 | 93 tok/s 65 tok/s | ~657 ms ~717 ms | |
- | Sahabat-AI-Llama3-8B-Instruct | 8B | INT4 Q8 | 87 tok/s 56 tok/s | ~737 ms ~870 ms | |
- | Typhoon-2-8B | 8B | INT4 Q8 | 87 tok/s 56 tok/s | ~737 ms ~870 ms | |
- | FLUX.1 Canny Dev | 11.9B | INT4 | 86 tok/s | ~1.1s | |
- | FLUX.1 Depth Dev | 11.9B | INT4 | 86 tok/s | ~1.1s | |
- | FLUX.1 Dev | 11.9B | INT4 | 86 tok/s | ~1.1s | |
- | FLUX.1 Fill Dev | 11.9B | INT4 | 86 tok/s | ~1.1s | |
- | FLUX.1 Schnell | 11.9B | INT4 | 86 tok/s | ~1.1s | |
- | HunyuanVideo 1.5 720P T2V | 13B | INT4 | 81 tok/s | ~1.2s | |
- | GLM-4-9B | 9B | INT4 | 80 tok/s | ~827 ms | |
- | GLM-4-9B-Chat | 9B | INT4 | 80 tok/s | ~827 ms | |
- | GLM-4-9B-Chat-1M | 9B | INT4 | 80 tok/s | ~827 ms | |
- | Yi-9B | 9B | INT4 | 80 tok/s | ~827 ms | |
- | Sahabat-AI-Gemma2-9B | 9.2B | INT4 | 78 tok/s | ~844 ms | |
- | Sahabat-AI-Gemma2-9B-Instruct | 9.2B | INT4 | 78 tok/s | ~844 ms | |
- | Wan 2.1 I2V 14B 720P | 14B | INT4 | 76 tok/s | ~1.3s | |
- | Wan 2.1 T2V 14B | 14B | INT4 | 76 tok/s | ~1.3s | |
- | Wan 2.2 T2V A14B | 14B | INT4 | 76 tok/s | ~1.3s | |
- | FLUX.2 Dev | 15B | INT4 | 72 tok/s | ~1.4s | |
- | GreenMind-14B-R1 | 14B | INT4 | 52 tok/s | ~1.5s | |
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 3080 (12GB).
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 912 GB/s aggregate bandwidth, batch size 1 inference operates in a memory-bandwidth bound regime. Generates approximately 203 tok/s on an 8B Q4 model and 24 tok/s on a 70B Q4 model.
Frequently Asked Questions
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