NVIDIA RTX 4070 SUPER (12GB)
The NVIDIA RTX 4070 SUPER (12GB) features 12 GB of dedicated VRAM and 504 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
504.2 GB/s
Max Inference Class
14B Models (Q4)
TDP
220W
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 4070 SUPER (12GB)
Inference throughput, memory compatibility, and generation speeds for open-weights LLMs on NVIDIA RTX 4070 SUPER (12GB).
Sort by:
Context:
KV Cache:
GPUs:
| Rank | Model | Parameters | Precision | TPS (Approx.) | TTFT | Can Run |
|---|---|---|---|---|---|---|
#112 | Phi-4 Reasoning Plus | 14B | INT4 | 31 tok/s | ~1.3s | |
#125 | Qwen3.5-9B | 9B | INT4 Q8 | 67 tok/s 39 tok/s | ~720 ms ~791 ms | |
#128 | K2 Horizon 7B | 7B | INT4 Q8 | 82 tok/s 51 tok/s | ~565 ms ~572 ms | |
#135 | Gemma 4 12B | 11.95B | INT4 | 37 tok/s | ~1.0s | |
#140 | Qwen3.5-4B | 4B | INT4 Q8 FP16 | 121 tok/s 80 tok/s 46 tok/s | ~334 ms ~338 ms ~347 ms | |
#144 | GLM-4V | 9B | INT4 | 49 tok/s | ~725 ms | |
#150 | NVIDIA Nemotron 3 Nano 30B-A3B | 3.5B (30B active) | INT4 Q8 FP16 | 22 tok/s 13 tok/s 6 tok/s | ~2.3s ~2.3s ~2.6s | |
#158 | Granite 4.2 8B | 8B | INT4 Q8 | 74 tok/s 43 tok/s | ~642 ms ~705 ms | |
#159 | Gemma 4 E4B | 8B | INT4 Q8 | 74 tok/s 43 tok/s | ~642 ms ~705 ms | |
#166 | Phi-4 | 14B | INT4 | 46 tok/s | ~1.1s | |
#178 | OLMo 3 7B Think | 7B | INT4 Q8 | 59 tok/s 40 tok/s | ~569 ms ~625 ms | |
#179 | DeepSeek-R1 14B | 14B | INT4 | 48 tok/s | ~1.1s | |
#183 | Ministral 3 14B | 14B | INT4 | 31 tok/s | ~1.3s | |
#186 | Gemma 3 12B | 12B | INT4 | 53 tok/s | ~953 ms | |
#189 | Ministral 3 8B | 8B | INT4 Q8 | 53 tok/s 34 tok/s | ~647 ms ~767 ms | |
#191 | MiniCPM5-2B | 2B | INT4 Q8 FP16 | 177 tok/s 129 tok/s 80 tok/s | ~180 ms ~182 ms ~187 ms | |
#192 | Qwen3.5-2B | 2B | INT4 Q8 FP16 | 177 tok/s 129 tok/s 80 tok/s | ~180 ms ~182 ms ~187 ms | |
#194 | Qwen2.5-14B | 14B | INT4 | 46 tok/s | ~1.1s | |
#200 | Gemma 4 E2B | 5.1B | INT4 Q8 FP16 | 103 tok/s 66 tok/s 33 tok/s | ~418 ms ~424 ms ~509 ms | |
#202 | DeepSeek-R1 8B | 8B | INT4 Q8 | 76 tok/s 46 tok/s | ~641 ms ~650 ms | |
#204 | Qwen3-4B | 4B | INT4 Q8 FP16 | 121 tok/s 80 tok/s 46 tok/s | ~334 ms ~338 ms ~347 ms | |
#205 | Ministral 3 3B | 3B | INT4 Q8 FP16 | 98 tok/s 76 tok/s 50 tok/s | ~260 ms ~263 ms ~270 ms | |
#207 | Gemma 2 9B | 9B | INT4 Q8 | 67 tok/s 39 tok/s | ~720 ms ~791 ms | |
#208 | Qwen3.5-0.8B | 0.8B | INT4 Q8 FP16 | 257 tok/s 211 tok/s 152 tok/s | ~77 ms ~78 ms ~80 ms | |
#209 | Qwen3-14B | 14B | INT4 | 46 tok/s | ~1.1s | |
#210 | Gemma 3 4B | 4B | INT4 Q8 FP16 | 121 tok/s 80 tok/s 46 tok/s | ~334 ms ~338 ms ~347 ms | |
#211 | Qwen3-8B | 8B | INT4 Q8 | 74 tok/s 43 tok/s | ~642 ms ~705 ms | |
#213 | DeepSeek-R1 7B | 7B | INT4 Q8 | 84 tok/s 52 tok/s | ~564 ms ~572 ms | |
#214 | Qwen3-1.7B | 1.7B | INT4 Q8 FP16 | 191 tok/s 143 tok/s 91 tok/s | ~155 ms ~157 ms ~161 ms | |
#215 | Llama 3.1 8B | 8B | INT4 Q8 | 74 tok/s 43 tok/s | ~642 ms ~705 ms | |
#216 | Gemma 3 270M | 0.27B | INT4 Q8 FP16 | 295 tok/s 274 tok/s 234 tok/s | ~30 ms ~31 ms ~31 ms | |
#218 | Qwen3-0.6B | 0.6B | INT4 Q8 FP16 | 279 tok/s 238 tok/s 178 tok/s | ~59 ms ~60 ms ~61 ms | |
#219 | Llama 3 8B | 8B | INT4 Q8 | 74 tok/s 43 tok/s | ~642 ms ~705 ms | |
#221 | Phi-4-Mini | 3.8B | INT4 Q8 FP16 | 125 tok/s 83 tok/s 48 tok/s | ~318 ms ~322 ms ~331 ms | |
#223 | Qwen2.5-7B | 7B | INT4 Q8 | 82 tok/s 51 tok/s | ~565 ms ~572 ms | |
#224 | Ministral-8B-2410 | 8B | INT4 Q8 | 74 tok/s 43 tok/s | ~642 ms ~705 ms | |
#225 | DeepSeek-R1 1.5B | 1.5B | INT4 Q8 FP16 | 203 tok/s 154 tok/s 100 tok/s | ~138 ms ~140 ms ~143 ms | |
#226 | Llama 3.2 3B | 3B | INT4 Q8 FP16 | 143 tok/s 99 tok/s 58 tok/s | ~257 ms ~260 ms ~267 ms | |
#228 | Phi-3-mini | 3.8B | INT4 Q8 FP16 | 125 tok/s 83 tok/s 48 tok/s | ~318 ms ~322 ms ~331 ms | |
#229 | Gemma 3n E2B IT | 6B (2B active) | INT4 Q8 | 97 tok/s 83 tok/s | ~196 ms ~198 ms | |
#230 | Mistral-7B-Instruct-v0.1 | 7.3B | INT4 Q8 | 79 tok/s 49 tok/s | ~587 ms ~595 ms | |
#231 | Llama 3.2 1B | 1B | INT4 Q8 FP16 | 237 tok/s 190 tok/s 132 tok/s | ~96 ms ~97 ms ~100 ms | |
#232 | Gemma 2 2B | 2B | INT4 Q8 FP16 | 177 tok/s 129 tok/s 80 tok/s | ~180 ms ~182 ms ~187 ms | |
#233 | Phi-3-medium | 14B | INT4 | 46 tok/s | ~1.1s | |
#234 | OLMo 3 7B Instruct | 7B | INT4 Q8 | 59 tok/s 40 tok/s | ~569 ms ~625 ms | |
#236 | Qwen2-7B | 7B | INT4 Q8 | 82 tok/s 51 tok/s | ~565 ms ~572 ms | |
#237 | Phi-3-small | 7B | INT4 Q8 | 82 tok/s 51 tok/s | ~565 ms ~572 ms | |
#238 | Gemma 3 1B | 1B | INT4 Q8 FP16 | 237 tok/s 190 tok/s 132 tok/s | ~96 ms ~97 ms ~100 ms | |
#239 | Mistral-7B-Instruct-v0.2 | 7.3B | INT4 Q8 | 79 tok/s 49 tok/s | ~587 ms ~595 ms | |
#241 | Gemma 1 7B | 7B | INT4 Q8 | 59 tok/s 40 tok/s | ~569 ms ~625 ms | |
#242 | Gemma 1 2B | 2B | INT4 Q8 FP16 | 187 tok/s 134 tok/s 82 tok/s | ~180 ms ~182 ms ~187 ms | |
#243 | ChatGLM3-6B | 6B | INT4 Q8 | 65 tok/s 47 tok/s | ~492 ms ~498 ms | |
#244 | ChatGLM2-6B | 6B | INT4 Q8 | 65 tok/s 47 tok/s | ~492 ms ~498 ms | |
#245 | ChatGLM-6B | 6B | INT4 Q8 | 65 tok/s 47 tok/s | ~492 ms ~498 ms | |
Unranked Models (Sorted by Speed) | ||||||
- | DINOv3 ViT-L/16 | 0.3B | INT4 Q8 FP16 | 319 tok/s 290 tok/s 241 tok/s | ~33 ms ~33 ms ~34 ms | |
- | Qwen2-0.5B | 0.5B | INT4 Q8 FP16 | 292 tok/s 253 tok/s 195 tok/s | ~50 ms ~51 ms ~52 ms | |
- | Qwen2.5-0.5B | 0.5B | INT4 Q8 FP16 | 292 tok/s 253 tok/s 195 tok/s | ~50 ms ~51 ms ~52 ms | |
- | ERNIE-4.5-0.3B | 0.3B | INT4 Q8 FP16 | 287 tok/s 265 tok/s 224 tok/s | ~33 ms ~33 ms ~34 ms | |
- | ERNIE-4.5-0.3B-Base | 0.3B | INT4 Q8 FP16 | 287 tok/s 265 tok/s 224 tok/s | ~33 ms ~33 ms ~34 ms | |
- | Liquid D1-Omni 600M | 0.6B | INT4 Q8 FP16 | 279 tok/s 238 tok/s 178 tok/s | ~59 ms ~60 ms ~61 ms | |
- | PixArt-α XL 2 1024-MS | 0.61B | INT4 Q8 FP16 | 278 tok/s 236 tok/s 177 tok/s | ~60 ms ~60 ms ~62 ms | |
- | PixArt-Σ XL 2 1024-MS | 0.61B | INT4 Q8 FP16 | 278 tok/s 236 tok/s 177 tok/s | ~60 ms ~60 ms ~62 ms | |
- | Nemotron 3.5 Parse | 0.63B | INT4 Q8 FP16 | 276 tok/s 233 tok/s 174 tok/s | ~62 ms ~63 ms ~64 ms | |
- | SD 2.1 Turbo | 0.86B | INT4 Q8 FP16 | 251 tok/s 204 tok/s 145 tok/s | ~83 ms ~84 ms ~86 ms | |
- | Stable Diffusion 1.4 | 0.86B | INT4 Q8 FP16 | 251 tok/s 204 tok/s 145 tok/s | ~83 ms ~84 ms ~86 ms | |
- | Stable Diffusion 2.1 | 0.86B | INT4 Q8 FP16 | 251 tok/s 204 tok/s 145 tok/s | ~83 ms ~84 ms ~86 ms | |
- | Falcon-1B | 1B | INT4 Q8 FP16 | 248 tok/s 196 tok/s 135 tok/s | ~96 ms ~97 ms ~100 ms | |
- | Falcon3-1B | 1B | INT4 Q8 FP16 | 237 tok/s 190 tok/s 132 tok/s | ~96 ms ~97 ms ~100 ms | |
- | MiniCPM-V 4.7 1B | 1B | INT4 Q8 FP16 | 237 tok/s 190 tok/s 132 tok/s | ~96 ms ~97 ms ~100 ms | |
- | Kandinsky 2.2 Decoder | 1.22B | INT4 Q8 FP16 | 220 tok/s 172 tok/s 115 tok/s | ~115 ms ~116 ms ~119 ms | |
- | Wan 2.1 T2V 1.3B | 1.3B | INT4 Q8 FP16 | 215 tok/s 166 tok/s 111 tok/s | ~121 ms ~122 ms ~125 ms | |
- | Qwen2-1.5B | 1.5B | INT4 Q8 FP16 | 203 tok/s 154 tok/s 100 tok/s | ~138 ms ~140 ms ~143 ms | |
- | Qwen2.5-1.5B | 1.5B | INT4 Q8 FP16 | 203 tok/s 154 tok/s 100 tok/s | ~138 ms ~140 ms ~143 ms | |
- | SVD Image-to-Video XT | 1.5B | INT4 Q8 FP16 | 203 tok/s 154 tok/s 100 tok/s | ~138 ms ~140 ms ~143 ms | |
- | SVD Image-to-Video XT 1.1 | 1.5B | INT4 Q8 FP16 | 203 tok/s 154 tok/s 100 tok/s | ~138 ms ~140 ms ~143 ms | |
- | LFM3 1.7B | 1.7B | INT4 Q8 FP16 | 191 tok/s 143 tok/s 91 tok/s | ~155 ms ~157 ms ~161 ms | |
- | LFM3 1.7B Base | 1.7B | INT4 Q8 FP16 | 191 tok/s 143 tok/s 91 tok/s | ~155 ms ~157 ms ~161 ms | |
- | Spark X2.5 1.7B | 1.7B | INT4 Q8 FP16 | 191 tok/s 143 tok/s 91 tok/s | ~155 ms ~157 ms ~161 ms | |
- | Hy-MT2 1.8B | 1.8B | INT4 Q8 FP16 | 186 tok/s 138 tok/s 87 tok/s | ~163 ms ~165 ms ~169 ms | |
- | CogVideoX 2B | 2B | INT4 Q8 FP16 | 177 tok/s 129 tok/s 80 tok/s | ~180 ms ~182 ms ~187 ms | |
- | LFM3 Audio 2B | 2B | INT4 Q8 FP16 | 177 tok/s 129 tok/s 80 tok/s | ~180 ms ~182 ms ~187 ms | |
- | LFM3 Omni 2B | 2B | INT4 Q8 FP16 | 177 tok/s 129 tok/s 80 tok/s | ~180 ms ~182 ms ~187 ms | |
- | LFM3 VL 2B | 2B | INT4 Q8 FP16 | 177 tok/s 129 tok/s 80 tok/s | ~180 ms ~182 ms ~187 ms | |
- | Liquid D1 2B | 2B | INT4 Q8 FP16 | 177 tok/s 129 tok/s 80 tok/s | ~180 ms ~182 ms ~187 ms | |
- | LTX-Video 0.9.1 | 2B | INT4 Q8 FP16 | 177 tok/s 129 tok/s 80 tok/s | ~180 ms ~182 ms ~187 ms | |
- | Moondream 3.1 | 9B (2B active) | INT4 Q8 | 177 tok/s 123 tok/s | ~202 ms ~221 ms | |
- | Stable Diffusion 3 Medium | 2B | INT4 Q8 FP16 | 177 tok/s 129 tok/s 80 tok/s | ~180 ms ~182 ms ~187 ms | |
- | Kandinsky 3.0 | 2.1B | INT4 Q8 FP16 | 173 tok/s 125 tok/s 78 tok/s | ~188 ms ~190 ms ~195 ms | |
- | LTX-2 | 2.2B | INT4 Q8 FP16 | 169 tok/s 121 tok/s 75 tok/s | ~195 ms ~198 ms ~203 ms | |
- | SDXL 1.0 Refiner | 2.31B | INT4 Q8 FP16 | 165 tok/s 118 tok/s 72 tok/s | ~204 ms ~206 ms ~212 ms | |
- | Stable Diffusion 3.5 Medium | 2.5B | INT4 Q8 FP16 | 158 tok/s 112 tok/s 68 tok/s | ~218 ms ~221 ms ~227 ms | |
- | SDXL 1.0 Base | 2.56B | INT4 Q8 FP16 | 156 tok/s 110 tok/s 66 tok/s | ~223 ms ~226 ms ~232 ms | |
- | SDXL Turbo | 2.56B | INT4 Q8 FP16 | 156 tok/s 110 tok/s 66 tok/s | ~223 ms ~226 ms ~232 ms | |
- | Falcon-3B | 3B | INT4 Q8 FP16 | 151 tok/s 102 tok/s 60 tok/s | ~256 ms ~259 ms ~266 ms | |
- | CroissantLLM Base | 1.3B | INT4 Q8 FP16 | 149 tok/s 126 tok/s 91 tok/s | ~123 ms ~124 ms ~127 ms | |
- | Phi-1 | 1.3B | INT4 Q8 FP16 | 149 tok/s 126 tok/s 91 tok/s | ~123 ms ~124 ms ~127 ms | |
- | Phi-1.5 | 1.3B | INT4 Q8 FP16 | 149 tok/s 126 tok/s 91 tok/s | ~123 ms ~124 ms ~127 ms | |
- | Mellum 2.1 12B A2.5B Thinking | 12B (2.5B active) | INT4 | 146 tok/s | ~251 ms | |
- | DeepSeek-R1 3B | 3B | INT4 Q8 FP16 | 145 tok/s 99 tok/s 59 tok/s | ~257 ms ~260 ms ~267 ms | |
- | Falcon3-3B | 3B | INT4 Q8 FP16 | 143 tok/s 99 tok/s 58 tok/s | ~257 ms ~260 ms ~267 ms | |
- | LFM2-VL 3B | 3B | INT4 Q8 FP16 | 143 tok/s 99 tok/s 58 tok/s | ~257 ms ~260 ms ~267 ms | |
- | Liquid D1 3B | 3B | INT4 Q8 FP16 | 143 tok/s 99 tok/s 58 tok/s | ~257 ms ~260 ms ~267 ms | |
- | Liquid D1-VL 3B | 3B | INT4 Q8 FP16 | 143 tok/s 99 tok/s 58 tok/s | ~257 ms ~260 ms ~267 ms | |
- | Liquid LFM2-VL 3B D1 | 3B | INT4 Q8 FP16 | 143 tok/s 99 tok/s 58 tok/s | ~257 ms ~260 ms ~267 ms | |
- | Qwen2.5-3B | 3B | INT4 Q8 FP16 | 143 tok/s 99 tok/s 58 tok/s | ~257 ms ~260 ms ~267 ms | |
- | FLUX.2 Klein 4B | 4B | INT4 Q8 FP16 | 121 tok/s 80 tok/s 46 tok/s | ~334 ms ~338 ms ~347 ms | |
- | FrogNano 4B | 4B | INT4 Q8 FP16 | 121 tok/s 80 tok/s 46 tok/s | ~334 ms ~338 ms ~347 ms | |
- | Mage-VL Cowork | 4B | INT4 Q8 FP16 | 121 tok/s 80 tok/s 46 tok/s | ~334 ms ~338 ms ~347 ms | |
- | Spark X2.5 4B | 4B | INT4 Q8 FP16 | 121 tok/s 80 tok/s 46 tok/s | ~334 ms ~338 ms ~347 ms | |
- | EmbeddingGemma 2 | 2B | INT4 Q8 FP16 | 116 tok/s 95 tok/s 66 tok/s | ~183 ms ~185 ms ~190 ms | |
- | CogVideoX 1.5 5B | 5B | INT4 Q8 FP16 | 104 tok/s 67 tok/s 36 tok/s | ~411 ms ~416 ms ~463 ms | |
- | CogVideoX 5B | 5B | INT4 Q8 FP16 | 104 tok/s 67 tok/s 36 tok/s | ~411 ms ~416 ms ~463 ms | |
- | Wan 2.2 TI2V 5B | 5B | INT4 Q8 FP16 | 104 tok/s 67 tok/s 36 tok/s | ~411 ms ~416 ms ~463 ms | |
- | Phi-2 | 2.7B | INT4 Q8 FP16 | 102 tok/s 81 tok/s 54 tok/s | ~237 ms ~239 ms ~246 ms | |
- | MaLLaM-3B | 3B | INT4 Q8 FP16 | 98 tok/s 76 tok/s 50 tok/s | ~260 ms ~263 ms ~270 ms | |
- | SmolLM3 3B | 3B | INT4 Q8 FP16 | 98 tok/s 76 tok/s 50 tok/s | ~260 ms ~263 ms ~270 ms | |
- | Falcon-7B | 7B | INT4 Q8 | 85 tok/s 52 tok/s | ~564 ms ~572 ms | |
- | AuraFlow v0.2 | 6.8B | INT4 Q8 | 83 tok/s 52 tok/s | ~549 ms ~556 ms | |
- | AuraFlow v0.3 | 6.8B | INT4 Q8 | 83 tok/s 52 tok/s | ~549 ms ~556 ms | |
- | Falcon3-7B | 7B | INT4 Q8 | 82 tok/s 51 tok/s | ~565 ms ~572 ms | |
- | Hy-MT2 7B | 7B | INT4 Q8 | 82 tok/s 51 tok/s | ~565 ms ~572 ms | |
- | Mistral-7B-v0.1 | 7.3B | INT4 Q8 | 79 tok/s 49 tok/s | ~587 ms ~595 ms | |
- | Youtu Parsing Omni | 8B | INT4 Q8 | 76 tok/s 46 tok/s | ~641 ms ~650 ms | |
- | Stable Diffusion 3.5 Large | 8.1B | INT4 Q8 | 73 tok/s 43 tok/s | ~649 ms ~713 ms | |
- | Stable Diffusion 3.5 Large Turbo | 8.1B | INT4 Q8 | 73 tok/s 43 tok/s | ~649 ms ~713 ms | |
- | FLUX.2 Klein 9B | 9B | INT4 Q8 | 67 tok/s 39 tok/s | ~720 ms ~791 ms | |
- | LensVLM 9B | 9B | INT4 Q8 | 67 tok/s 39 tok/s | ~720 ms ~791 ms | |
- | MiMo V2.6 Distill Qwen 9B | 9B | INT4 Q8 | 67 tok/s 39 tok/s | ~720 ms ~791 ms | |
- | ChatGLM3-6B-32K | 6B | INT4 Q8 | 65 tok/s 47 tok/s | ~492 ms ~498 ms | |
- | Yi-6B | 6B | INT4 Q8 | 65 tok/s 47 tok/s | ~492 ms ~498 ms | |
- | Falcon3-10B | 10B | INT4 Q8 | 62 tok/s 34 tok/s | ~797 ms ~946 ms | |
- | Mochi 1 Preview | 10B | INT4 Q8 | 62 tok/s 34 tok/s | ~797 ms ~946 ms | |
- | Falcon2-11B | 11B | INT4 Q8 | 59 tok/s 32 tok/s | ~873 ms ~1.0s | |
- | Hunyuan Lite | 7B | INT4 Q8 | 59 tok/s 40 tok/s | ~569 ms ~625 ms | |
- | OLMo 3 7B Base | 7B | INT4 Q8 | 59 tok/s 40 tok/s | ~569 ms ~625 ms | |
- | SEA-LION-7B | 7.1B | INT4 Q8 | 58 tok/s 39 tok/s | ~577 ms ~633 ms | |
- | SEA-LION-7B-Instruct | 7.1B | INT4 Q8 | 58 tok/s 39 tok/s | ~577 ms ~633 ms | |
- | FLUX.1 Canny Dev | 11.9B | INT4 | 53 tok/s | ~945 ms | |
- | FLUX.1 Depth Dev | 11.9B | INT4 | 53 tok/s | ~945 ms | |
- | FLUX.1 Dev | 11.9B | INT4 | 53 tok/s | ~945 ms | |
- | FLUX.1 Fill Dev | 11.9B | INT4 | 53 tok/s | ~945 ms | |
- | FLUX.1 Schnell | 11.9B | INT4 | 53 tok/s | ~945 ms | |
- | Sahabat-AI-Llama3-8B-Instruct | 8B | INT4 Q8 | 53 tok/s 34 tok/s | ~647 ms ~767 ms | |
- | Typhoon-2-8B | 8B | INT4 Q8 | 53 tok/s 34 tok/s | ~647 ms ~767 ms | |
- | GLM-4-9B | 9B | INT4 | 49 tok/s | ~725 ms | |
- | GLM-4-9B-Chat | 9B | INT4 | 49 tok/s | ~725 ms | |
- | GLM-4-9B-Chat-1M | 9B | INT4 | 49 tok/s | ~725 ms | |
- | HunyuanVideo 1.5 720P T2V | 13B | INT4 | 49 tok/s | ~1.0s | |
- | Yi-9B | 9B | INT4 | 49 tok/s | ~725 ms | |
- | Sahabat-AI-Gemma2-9B | 9.2B | INT4 | 48 tok/s | ~741 ms | |
- | Sahabat-AI-Gemma2-9B-Instruct | 9.2B | INT4 | 48 tok/s | ~741 ms | |
- | Wan 2.1 I2V 14B 720P | 14B | INT4 | 46 tok/s | ~1.1s | |
- | Wan 2.1 T2V 14B | 14B | INT4 | 46 tok/s | ~1.1s | |
- | Wan 2.2 T2V A14B | 14B | INT4 | 46 tok/s | ~1.1s | |
- | FLUX.2 Dev | 15B | INT4 | 44 tok/s | ~1.2s | |
- | GreenMind-14B-R1 | 14B | INT4 | 31 tok/s | ~1.3s | |
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 4070 SUPER (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 504.2 GB/s aggregate bandwidth, batch size 1 inference operates in a memory-bandwidth bound regime. Generates approximately 112 tok/s on an 8B Q4 model and 13 tok/s on a 70B Q4 model.
Frequently Asked Questions
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