NVIDIA RTX 3060 (12GB)
The NVIDIA RTX 3060 (12GB) features 12 GB of dedicated VRAM and 360 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
360 GB/s
Max Inference Class
14B Models (Q4)
TDP
170W
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 3060 (12GB)
Inference throughput, memory compatibility, and generation speeds for open-weights LLMs on NVIDIA RTX 3060 (12GB).
Sort by:
Context:
KV Cache:
GPUs:
| Rank | Model | Parameters | Precision | TPS (Approx.) | TTFT | Can Run |
|---|---|---|---|---|---|---|
#112 | Phi-4 Reasoning Plus | 14B | INT4 | 22 tok/s | ~3.6s | |
#125 | Qwen3.5-9B | 9B | INT4 Q8 | 50 tok/s 29 tok/s | ~2.0s ~2.1s | |
#128 | K2 Horizon 7B | 7B | INT4 Q8 | 62 tok/s 38 tok/s | ~1.5s ~1.5s | |
#135 | Gemma 4 12B | 11.95B | INT4 | 27 tok/s | ~2.8s | |
#140 | Qwen3.5-4B | 4B | INT4 Q8 FP16 | 95 tok/s 61 tok/s 34 tok/s | ~900 ms ~906 ms ~919 ms | |
#144 | GLM-4V | 9B | INT4 | 36 tok/s | ~2.0s | |
#150 | NVIDIA Nemotron 3 Nano 30B-A3B | 3.5B (30B active) | INT4 Q8 FP16 | 16 tok/s 9 tok/s 5 tok/s | ~6.2s ~6.2s ~6.8s | |
#158 | Granite 4.2 8B | 8B | INT4 Q8 | 56 tok/s 32 tok/s | ~1.7s ~1.9s | |
#159 | Gemma 4 E4B | 8B | INT4 Q8 | 56 tok/s 32 tok/s | ~1.7s ~1.9s | |
#166 | Phi-4 | 14B | INT4 | 34 tok/s | ~3.0s | |
#178 | OLMo 3 7B Think | 7B | INT4 Q8 | 44 tok/s 29 tok/s | ~1.5s ~1.7s | |
#179 | DeepSeek-R1 14B | 14B | INT4 | 35 tok/s | ~3.0s | |
#183 | Ministral 3 14B | 14B | INT4 | 22 tok/s | ~3.6s | |
#186 | Gemma 3 12B | 12B | INT4 | 39 tok/s | ~2.6s | |
#189 | Ministral 3 8B | 8B | INT4 Q8 | 40 tok/s 25 tok/s | ~1.7s ~2.1s | |
#191 | MiniCPM5-2B | 2B | INT4 Q8 FP16 | 146 tok/s 102 tok/s 61 tok/s | ~480 ms ~483 ms ~489 ms | |
#192 | Qwen3.5-2B | 2B | INT4 Q8 FP16 | 146 tok/s 102 tok/s 61 tok/s | ~480 ms ~483 ms ~489 ms | |
#194 | Qwen2.5-14B | 14B | INT4 | 34 tok/s | ~3.0s | |
#200 | Gemma 4 E2B | 5.1B | INT4 Q8 FP16 | 80 tok/s 50 tok/s 24 tok/s | ~1.1s ~1.1s ~1.4s | |
#202 | DeepSeek-R1 8B | 8B | INT4 Q8 | 57 tok/s 34 tok/s | ~1.7s ~1.8s | |
#204 | Qwen3-4B | 4B | INT4 Q8 FP16 | 95 tok/s 61 tok/s 34 tok/s | ~900 ms ~906 ms ~919 ms | |
#205 | Ministral 3 3B | 3B | INT4 Q8 FP16 | 75 tok/s 58 tok/s 37 tok/s | ~694 ms ~698 ms ~707 ms | |
#207 | Gemma 2 9B | 9B | INT4 Q8 | 50 tok/s 29 tok/s | ~2.0s ~2.1s | |
#208 | Qwen3.5-0.8B | 0.8B | INT4 Q8 FP16 | 229 tok/s 180 tok/s 123 tok/s | ~198 ms ~199 ms ~202 ms | |
#209 | Qwen3-14B | 14B | INT4 | 34 tok/s | ~3.0s | |
#210 | Gemma 3 4B | 4B | INT4 Q8 FP16 | 95 tok/s 61 tok/s 34 tok/s | ~900 ms ~906 ms ~919 ms | |
#211 | Qwen3-8B | 8B | INT4 Q8 | 56 tok/s 32 tok/s | ~1.7s ~1.9s | |
#213 | DeepSeek-R1 7B | 7B | INT4 Q8 | 64 tok/s 38 tok/s | ~1.5s ~1.5s | |
#214 | Qwen3-1.7B | 1.7B | INT4 Q8 FP16 | 160 tok/s 114 tok/s 70 tok/s | ~411 ms ~414 ms ~419 ms | |
#215 | Llama 3.1 8B | 8B | INT4 Q8 | 56 tok/s 32 tok/s | ~1.7s ~1.9s | |
#216 | Gemma 3 270M | 0.27B | INT4 Q8 FP16 | 273 tok/s 248 tok/s 204 tok/s | ~70 ms ~70 ms ~71 ms | |
#218 | Qwen3-0.6B | 0.6B | INT4 Q8 FP16 | 254 tok/s 208 tok/s 148 tok/s | ~148 ms ~149 ms ~151 ms | |
#219 | Llama 3 8B | 8B | INT4 Q8 | 56 tok/s 32 tok/s | ~1.7s ~1.9s | |
#221 | Phi-4-Mini | 3.8B | INT4 Q8 FP16 | 98 tok/s 63 tok/s 35 tok/s | ~858 ms ~863 ms ~876 ms | |
#223 | Qwen2.5-7B | 7B | INT4 Q8 | 62 tok/s 38 tok/s | ~1.5s ~1.5s | |
#224 | Ministral-8B-2410 | 8B | INT4 Q8 | 56 tok/s 32 tok/s | ~1.7s ~1.9s | |
#225 | DeepSeek-R1 1.5B | 1.5B | INT4 Q8 FP16 | 171 tok/s 124 tok/s 77 tok/s | ~364 ms ~367 ms ~371 ms | |
#226 | Llama 3.2 3B | 3B | INT4 Q8 FP16 | 115 tok/s 76 tok/s 44 tok/s | ~689 ms ~693 ms ~703 ms | |
#228 | Phi-3-mini | 3.8B | INT4 Q8 FP16 | 98 tok/s 63 tok/s 35 tok/s | ~858 ms ~863 ms ~876 ms | |
#229 | Gemma 3n E2B IT | 6B (2B active) | INT4 Q8 | 75 tok/s 64 tok/s | ~518 ms ~521 ms | |
#230 | Mistral-7B-Instruct-v0.1 | 7.3B | INT4 Q8 | 60 tok/s 36 tok/s | ~1.6s ~1.6s | |
#231 | Llama 3.2 1B | 1B | INT4 Q8 FP16 | 207 tok/s 159 tok/s 105 tok/s | ~251 ms ~252 ms ~255 ms | |
#232 | Gemma 2 2B | 2B | INT4 Q8 FP16 | 146 tok/s 102 tok/s 61 tok/s | ~480 ms ~483 ms ~489 ms | |
#233 | Phi-3-medium | 14B | INT4 | 34 tok/s | ~3.0s | |
#234 | OLMo 3 7B Instruct | 7B | INT4 Q8 | 44 tok/s 29 tok/s | ~1.5s ~1.7s | |
#236 | Qwen2-7B | 7B | INT4 Q8 | 62 tok/s 38 tok/s | ~1.5s ~1.5s | |
#237 | Phi-3-small | 7B | INT4 Q8 | 62 tok/s 38 tok/s | ~1.5s ~1.5s | |
#238 | Gemma 3 1B | 1B | INT4 Q8 FP16 | 207 tok/s 159 tok/s 105 tok/s | ~251 ms ~252 ms ~255 ms | |
#239 | Mistral-7B-Instruct-v0.2 | 7.3B | INT4 Q8 | 60 tok/s 36 tok/s | ~1.6s ~1.6s | |
#241 | Gemma 1 7B | 7B | INT4 Q8 | 44 tok/s 29 tok/s | ~1.5s ~1.7s | |
#242 | Gemma 1 2B | 2B | INT4 Q8 FP16 | 156 tok/s 107 tok/s 63 tok/s | ~480 ms ~483 ms ~489 ms | |
#243 | ChatGLM3-6B | 6B | INT4 Q8 | 49 tok/s 35 tok/s | ~1.3s ~1.3s | |
#244 | ChatGLM2-6B | 6B | INT4 Q8 | 49 tok/s 35 tok/s | ~1.3s ~1.3s | |
#245 | ChatGLM-6B | 6B | INT4 Q8 | 49 tok/s 35 tok/s | ~1.3s ~1.3s | |
Unranked Models (Sorted by Speed) | ||||||
- | DINOv3 ViT-L/16 | 0.3B | INT4 Q8 FP16 | 303 tok/s 267 tok/s 212 tok/s | ~76 ms ~77 ms ~78 ms | |
- | Qwen2-0.5B | 0.5B | INT4 Q8 FP16 | 269 tok/s 225 tok/s 164 tok/s | ~124 ms ~124 ms ~126 ms | |
- | Qwen2.5-0.5B | 0.5B | INT4 Q8 FP16 | 269 tok/s 225 tok/s 164 tok/s | ~124 ms ~124 ms ~126 ms | |
- | ERNIE-4.5-0.3B | 0.3B | INT4 Q8 FP16 | 263 tok/s 238 tok/s 193 tok/s | ~77 ms ~77 ms ~78 ms | |
- | ERNIE-4.5-0.3B-Base | 0.3B | INT4 Q8 FP16 | 263 tok/s 238 tok/s 193 tok/s | ~77 ms ~77 ms ~78 ms | |
- | Liquid D1-Omni 600M | 0.6B | INT4 Q8 FP16 | 254 tok/s 208 tok/s 148 tok/s | ~148 ms ~149 ms ~151 ms | |
- | PixArt-α XL 2 1024-MS | 0.61B | INT4 Q8 FP16 | 253 tok/s 206 tok/s 146 tok/s | ~150 ms ~151 ms ~153 ms | |
- | PixArt-Σ XL 2 1024-MS | 0.61B | INT4 Q8 FP16 | 253 tok/s 206 tok/s 146 tok/s | ~150 ms ~151 ms ~153 ms | |
- | Nemotron 3.5 Parse | 0.63B | INT4 Q8 FP16 | 250 tok/s 203 tok/s 143 tok/s | ~156 ms ~157 ms ~159 ms | |
- | SD 2.1 Turbo | 0.86B | INT4 Q8 FP16 | 222 tok/s 173 tok/s 117 tok/s | ~213 ms ~215 ms ~218 ms | |
- | Stable Diffusion 1.4 | 0.86B | INT4 Q8 FP16 | 222 tok/s 173 tok/s 117 tok/s | ~213 ms ~215 ms ~218 ms | |
- | Stable Diffusion 2.1 | 0.86B | INT4 Q8 FP16 | 222 tok/s 173 tok/s 117 tok/s | ~213 ms ~215 ms ~218 ms | |
- | Falcon-1B | 1B | INT4 Q8 FP16 | 219 tok/s 165 tok/s 107 tok/s | ~250 ms ~252 ms ~255 ms | |
- | Falcon3-1B | 1B | INT4 Q8 FP16 | 207 tok/s 159 tok/s 105 tok/s | ~251 ms ~252 ms ~255 ms | |
- | MiniCPM-V 4.7 1B | 1B | INT4 Q8 FP16 | 207 tok/s 159 tok/s 105 tok/s | ~251 ms ~252 ms ~255 ms | |
- | Kandinsky 2.2 Decoder | 1.22B | INT4 Q8 FP16 | 190 tok/s 142 tok/s 90 tok/s | ~301 ms ~303 ms ~307 ms | |
- | Wan 2.1 T2V 1.3B | 1.3B | INT4 Q8 FP16 | 184 tok/s 136 tok/s 86 tok/s | ~318 ms ~320 ms ~324 ms | |
- | Qwen2-1.5B | 1.5B | INT4 Q8 FP16 | 171 tok/s 124 tok/s 77 tok/s | ~364 ms ~367 ms ~371 ms | |
- | Qwen2.5-1.5B | 1.5B | INT4 Q8 FP16 | 171 tok/s 124 tok/s 77 tok/s | ~364 ms ~367 ms ~371 ms | |
- | SVD Image-to-Video XT | 1.5B | INT4 Q8 FP16 | 171 tok/s 124 tok/s 77 tok/s | ~364 ms ~367 ms ~371 ms | |
- | SVD Image-to-Video XT 1.1 | 1.5B | INT4 Q8 FP16 | 171 tok/s 124 tok/s 77 tok/s | ~364 ms ~367 ms ~371 ms | |
- | LFM3 1.7B | 1.7B | INT4 Q8 FP16 | 160 tok/s 114 tok/s 70 tok/s | ~411 ms ~414 ms ~419 ms | |
- | LFM3 1.7B Base | 1.7B | INT4 Q8 FP16 | 160 tok/s 114 tok/s 70 tok/s | ~411 ms ~414 ms ~419 ms | |
- | Spark X2.5 1.7B | 1.7B | INT4 Q8 FP16 | 160 tok/s 114 tok/s 70 tok/s | ~411 ms ~414 ms ~419 ms | |
- | Hy-MT2 1.8B | 1.8B | INT4 Q8 FP16 | 155 tok/s 110 tok/s 67 tok/s | ~433 ms ~435 ms ~441 ms | |
- | CogVideoX 2B | 2B | INT4 Q8 FP16 | 146 tok/s 102 tok/s 61 tok/s | ~480 ms ~483 ms ~489 ms | |
- | LFM3 Audio 2B | 2B | INT4 Q8 FP16 | 146 tok/s 102 tok/s 61 tok/s | ~480 ms ~483 ms ~489 ms | |
- | LFM3 Omni 2B | 2B | INT4 Q8 FP16 | 146 tok/s 102 tok/s 61 tok/s | ~480 ms ~483 ms ~489 ms | |
- | LFM3 VL 2B | 2B | INT4 Q8 FP16 | 146 tok/s 102 tok/s 61 tok/s | ~480 ms ~483 ms ~489 ms | |
- | Liquid D1 2B | 2B | INT4 Q8 FP16 | 146 tok/s 102 tok/s 61 tok/s | ~480 ms ~483 ms ~489 ms | |
- | LTX-Video 0.9.1 | 2B | INT4 Q8 FP16 | 146 tok/s 102 tok/s 61 tok/s | ~480 ms ~483 ms ~489 ms | |
- | Moondream 3.1 | 9B (2B active) | INT4 Q8 | 146 tok/s 97 tok/s | ~540 ms ~589 ms | |
- | Stable Diffusion 3 Medium | 2B | INT4 Q8 FP16 | 146 tok/s 102 tok/s 61 tok/s | ~480 ms ~483 ms ~489 ms | |
- | Kandinsky 3.0 | 2.1B | INT4 Q8 FP16 | 142 tok/s 99 tok/s 59 tok/s | ~501 ms ~504 ms ~511 ms | |
- | LTX-2 | 2.2B | INT4 Q8 FP16 | 139 tok/s 96 tok/s 57 tok/s | ~522 ms ~525 ms ~532 ms | |
- | SDXL 1.0 Refiner | 2.31B | INT4 Q8 FP16 | 135 tok/s 92 tok/s 54 tok/s | ~545 ms ~548 ms ~556 ms | |
- | Stable Diffusion 3.5 Medium | 2.5B | INT4 Q8 FP16 | 129 tok/s 87 tok/s 51 tok/s | ~585 ms ~588 ms ~596 ms | |
- | SDXL 1.0 Base | 2.56B | INT4 Q8 FP16 | 127 tok/s 86 tok/s 50 tok/s | ~597 ms ~601 ms ~609 ms | |
- | SDXL Turbo | 2.56B | INT4 Q8 FP16 | 127 tok/s 86 tok/s 50 tok/s | ~597 ms ~601 ms ~609 ms | |
- | Falcon-3B | 3B | INT4 Q8 FP16 | 122 tok/s 79 tok/s 45 tok/s | ~689 ms ~693 ms ~703 ms | |
- | CroissantLLM Base | 1.3B | INT4 Q8 FP16 | 120 tok/s 100 tok/s 70 tok/s | ~321 ms ~323 ms ~327 ms | |
- | Phi-1 | 1.3B | INT4 Q8 FP16 | 120 tok/s 100 tok/s 70 tok/s | ~321 ms ~323 ms ~327 ms | |
- | Phi-1.5 | 1.3B | INT4 Q8 FP16 | 120 tok/s 100 tok/s 70 tok/s | ~321 ms ~323 ms ~327 ms | |
- | DeepSeek-R1 3B | 3B | INT4 Q8 FP16 | 117 tok/s 77 tok/s 44 tok/s | ~689 ms ~693 ms ~703 ms | |
- | Mellum 2.1 12B A2.5B Thinking | 12B (2.5B active) | INT4 | 117 tok/s | ~673 ms | |
- | Falcon3-3B | 3B | INT4 Q8 FP16 | 115 tok/s 76 tok/s 44 tok/s | ~689 ms ~693 ms ~703 ms | |
- | LFM2-VL 3B | 3B | INT4 Q8 FP16 | 115 tok/s 76 tok/s 44 tok/s | ~689 ms ~693 ms ~703 ms | |
- | Liquid D1 3B | 3B | INT4 Q8 FP16 | 115 tok/s 76 tok/s 44 tok/s | ~689 ms ~693 ms ~703 ms | |
- | Liquid D1-VL 3B | 3B | INT4 Q8 FP16 | 115 tok/s 76 tok/s 44 tok/s | ~689 ms ~693 ms ~703 ms | |
- | Liquid LFM2-VL 3B D1 | 3B | INT4 Q8 FP16 | 115 tok/s 76 tok/s 44 tok/s | ~689 ms ~693 ms ~703 ms | |
- | Qwen2.5-3B | 3B | INT4 Q8 FP16 | 115 tok/s 76 tok/s 44 tok/s | ~689 ms ~693 ms ~703 ms | |
- | FLUX.2 Klein 4B | 4B | INT4 Q8 FP16 | 95 tok/s 61 tok/s 34 tok/s | ~900 ms ~906 ms ~919 ms | |
- | FrogNano 4B | 4B | INT4 Q8 FP16 | 95 tok/s 61 tok/s 34 tok/s | ~900 ms ~906 ms ~919 ms | |
- | Mage-VL Cowork | 4B | INT4 Q8 FP16 | 95 tok/s 61 tok/s 34 tok/s | ~900 ms ~906 ms ~919 ms | |
- | Spark X2.5 4B | 4B | INT4 Q8 FP16 | 95 tok/s 61 tok/s 34 tok/s | ~900 ms ~906 ms ~919 ms | |
- | EmbeddingGemma 2 | 2B | INT4 Q8 FP16 | 91 tok/s 73 tok/s 50 tok/s | ~484 ms ~487 ms ~493 ms | |
- | CogVideoX 1.5 5B | 5B | INT4 Q8 FP16 | 81 tok/s 51 tok/s 26 tok/s | ~1.1s ~1.1s ~1.2s | |
- | CogVideoX 5B | 5B | INT4 Q8 FP16 | 81 tok/s 51 tok/s 26 tok/s | ~1.1s ~1.1s ~1.2s | |
- | Wan 2.2 TI2V 5B | 5B | INT4 Q8 FP16 | 81 tok/s 51 tok/s 26 tok/s | ~1.1s ~1.1s ~1.2s | |
- | Phi-2 | 2.7B | INT4 Q8 FP16 | 79 tok/s 62 tok/s 40 tok/s | ~631 ms ~634 ms ~643 ms | |
- | MaLLaM-3B | 3B | INT4 Q8 FP16 | 75 tok/s 58 tok/s 37 tok/s | ~694 ms ~698 ms ~707 ms | |
- | SmolLM3 3B | 3B | INT4 Q8 FP16 | 75 tok/s 58 tok/s 37 tok/s | ~694 ms ~698 ms ~707 ms | |
- | Falcon-7B | 7B | INT4 Q8 | 65 tok/s 39 tok/s | ~1.5s ~1.5s | |
- | AuraFlow v0.2 | 6.8B | INT4 Q8 | 64 tok/s 39 tok/s | ~1.5s ~1.5s | |
- | AuraFlow v0.3 | 6.8B | INT4 Q8 | 64 tok/s 39 tok/s | ~1.5s ~1.5s | |
- | Falcon3-7B | 7B | INT4 Q8 | 62 tok/s 38 tok/s | ~1.5s ~1.5s | |
- | Hy-MT2 7B | 7B | INT4 Q8 | 62 tok/s 38 tok/s | ~1.5s ~1.5s | |
- | Mistral-7B-v0.1 | 7.3B | INT4 Q8 | 60 tok/s 36 tok/s | ~1.6s ~1.6s | |
- | Youtu Parsing Omni | 8B | INT4 Q8 | 57 tok/s 34 tok/s | ~1.7s ~1.8s | |
- | Stable Diffusion 3.5 Large | 8.1B | INT4 Q8 | 55 tok/s 32 tok/s | ~1.8s ~1.9s | |
- | Stable Diffusion 3.5 Large Turbo | 8.1B | INT4 Q8 | 55 tok/s 32 tok/s | ~1.8s ~1.9s | |
- | FLUX.2 Klein 9B | 9B | INT4 Q8 | 50 tok/s 29 tok/s | ~2.0s ~2.1s | |
- | LensVLM 9B | 9B | INT4 Q8 | 50 tok/s 29 tok/s | ~2.0s ~2.1s | |
- | MiMo V2.6 Distill Qwen 9B | 9B | INT4 Q8 | 50 tok/s 29 tok/s | ~2.0s ~2.1s | |
- | ChatGLM3-6B-32K | 6B | INT4 Q8 | 49 tok/s 35 tok/s | ~1.3s ~1.3s | |
- | Yi-6B | 6B | INT4 Q8 | 49 tok/s 35 tok/s | ~1.3s ~1.3s | |
- | Falcon3-10B | 10B | INT4 Q8 | 46 tok/s 25 tok/s | ~2.2s ~2.6s | |
- | Mochi 1 Preview | 10B | INT4 Q8 | 46 tok/s 25 tok/s | ~2.2s ~2.6s | |
- | Falcon2-11B | 11B | INT4 Q8 | 44 tok/s 23 tok/s | ~2.4s ~2.8s | |
- | Hunyuan Lite | 7B | INT4 Q8 | 44 tok/s 29 tok/s | ~1.5s ~1.7s | |
- | OLMo 3 7B Base | 7B | INT4 Q8 | 44 tok/s 29 tok/s | ~1.5s ~1.7s | |
- | SEA-LION-7B | 7.1B | INT4 Q8 | 44 tok/s 29 tok/s | ~1.6s ~1.7s | |
- | SEA-LION-7B-Instruct | 7.1B | INT4 Q8 | 44 tok/s 29 tok/s | ~1.6s ~1.7s | |
- | FLUX.1 Canny Dev | 11.9B | INT4 | 40 tok/s | ~2.6s | |
- | FLUX.1 Depth Dev | 11.9B | INT4 | 40 tok/s | ~2.6s | |
- | FLUX.1 Dev | 11.9B | INT4 | 40 tok/s | ~2.6s | |
- | FLUX.1 Fill Dev | 11.9B | INT4 | 40 tok/s | ~2.6s | |
- | FLUX.1 Schnell | 11.9B | INT4 | 40 tok/s | ~2.6s | |
- | Sahabat-AI-Llama3-8B-Instruct | 8B | INT4 Q8 | 40 tok/s 25 tok/s | ~1.7s ~2.1s | |
- | Typhoon-2-8B | 8B | INT4 Q8 | 40 tok/s 25 tok/s | ~1.7s ~2.1s | |
- | HunyuanVideo 1.5 720P T2V | 13B | INT4 | 37 tok/s | ~2.8s | |
- | GLM-4-9B | 9B | INT4 | 36 tok/s | ~2.0s | |
- | GLM-4-9B-Chat | 9B | INT4 | 36 tok/s | ~2.0s | |
- | GLM-4-9B-Chat-1M | 9B | INT4 | 36 tok/s | ~2.0s | |
- | Sahabat-AI-Gemma2-9B | 9.2B | INT4 | 36 tok/s | ~2.0s | |
- | Sahabat-AI-Gemma2-9B-Instruct | 9.2B | INT4 | 36 tok/s | ~2.0s | |
- | Yi-9B | 9B | INT4 | 36 tok/s | ~2.0s | |
- | Wan 2.1 I2V 14B 720P | 14B | INT4 | 34 tok/s | ~3.0s | |
- | Wan 2.1 T2V 14B | 14B | INT4 | 34 tok/s | ~3.0s | |
- | Wan 2.2 T2V A14B | 14B | INT4 | 34 tok/s | ~3.0s | |
- | FLUX.2 Dev | 15B | INT4 | 32 tok/s | ~3.2s | |
- | GreenMind-14B-R1 | 14B | INT4 | 22 tok/s | ~3.6s | |
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 3060 (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 360 GB/s aggregate bandwidth, batch size 1 inference operates in a memory-bandwidth bound regime. Generates approximately 80 tok/s on an 8B Q4 model and 9 tok/s on a 70B Q4 model.
Frequently Asked Questions
©2025 ApX Machine Learning