NVIDIA RTX 5070 Ti (16GB)
The NVIDIA RTX 5070 Ti (16GB) features 16 GB of dedicated VRAM and 896 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
896 GB/s
Max Inference Class
14B Models (Q4)
TDP
300W
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 5070 Ti (16GB)
Inference throughput, memory compatibility, and generation speeds for open-weights LLMs on NVIDIA RTX 5070 Ti (16GB).
Sort by:
Context:
KV Cache:
GPUs:
| Rank | Model | Parameters | Precision | TPS (Approx.) | TTFT | Can Run |
|---|---|---|---|---|---|---|
#48 | Qwen 3.8 27B | 27B | INT4 | 39 tok/s | ~2.0s | |
#93 | Qwen3.5-27B | 27B | INT4 | 39 tok/s | ~2.0s | |
#111 | MiMo V2 Flash | 15B (309B active) | INT4 | 4 tok/s | ~20.0s | |
#112 | Phi-4 Reasoning Plus | 14B | INT4 | 56 tok/s | ~897 ms | |
#117 | Gemma 4 26B A4B | 25.2B (3.8B active) | INT4 | 151 tok/s | ~334 ms | |
#125 | Qwen3.5-9B | 9B | INT4 Q8 | 104 tok/s 67 tok/s | ~580 ms ~586 ms | |
#128 | K2 Horizon 7B | 7B | INT4 Q8 FP16 | 124 tok/s 82 tok/s 42 tok/s | ~456 ms ~460 ms ~549 ms | |
#135 | Gemma 4 12B | 11.95B | INT4 Q8 | 64 tok/s 40 tok/s | ~769 ms ~909 ms | |
#140 | Qwen3.5-4B | 4B | INT4 Q8 FP16 | 171 tok/s 122 tok/s 74 tok/s | ~270 ms ~272 ms ~277 ms | |
#143 | GPT-OSS 20B | 21B (3.6B active) | INT4 | 77 tok/s | ~344 ms | |
#144 | GLM-4V | 9B | INT4 Q8 | 78 tok/s 53 tok/s | ~584 ms ~638 ms | |
#150 | NVIDIA Nemotron 3 Nano 30B-A3B | 3.5B (30B active) | INT4 Q8 FP16 | 38 tok/s 23 tok/s 12 tok/s | ~1.8s ~1.8s ~1.9s | |
#158 | Granite 4.2 8B | 8B | INT4 Q8 | 113 tok/s 74 tok/s | ~517 ms ~522 ms | |
#159 | Gemma 4 E4B | 8B | INT4 Q8 | 113 tok/s 74 tok/s | ~517 ms ~522 ms | |
#166 | Phi-4 | 14B | INT4 Q8 | 75 tok/s 42 tok/s | ~892 ms ~1.1s | |
#167 | Gemma 3 27B | 27B | INT4 | 39 tok/s | ~2.0s | |
#178 | OLMo 3 7B Think | 7B | INT4 Q8 | 93 tok/s 68 tok/s | ~458 ms ~462 ms | |
#179 | DeepSeek-R1 14B | 14B | INT4 Q8 | 77 tok/s 42 tok/s | ~892 ms ~1.1s | |
#183 | Ministral 3 14B | 14B | INT4 | 56 tok/s | ~897 ms | |
#186 | Gemma 3 12B | 12B | INT4 Q8 | 85 tok/s 50 tok/s | ~768 ms ~841 ms | |
#188 | Mistral-Small-2501 | 24B | INT4 | 46 tok/s | ~1.6s | |
#189 | Ministral 3 8B | 8B | INT4 Q8 | 85 tok/s 62 tok/s | ~520 ms ~525 ms | |
#191 | MiniCPM5-2B | 2B | INT4 Q8 FP16 | 229 tok/s 180 tok/s 122 tok/s | ~146 ms ~148 ms ~150 ms | |
#192 | Qwen3.5-2B | 2B | INT4 Q8 FP16 | 229 tok/s 180 tok/s 122 tok/s | ~146 ms ~148 ms ~150 ms | |
#193 | Gemma 2 27B | 27B | INT4 | 39 tok/s | ~2.0s | |
#194 | Qwen2.5-14B | 14B | INT4 Q8 | 75 tok/s 42 tok/s | ~892 ms ~1.1s | |
#200 | Gemma 4 E2B | 5.1B | INT4 Q8 FP16 | 150 tok/s 103 tok/s 61 tok/s | ~338 ms ~341 ms ~348 ms | |
#202 | DeepSeek-R1 8B | 8B | INT4 Q8 | 116 tok/s 75 tok/s | ~517 ms ~522 ms | |
#204 | Qwen3-4B | 4B | INT4 Q8 FP16 | 171 tok/s 122 tok/s 74 tok/s | ~270 ms ~272 ms ~277 ms | |
#205 | Ministral 3 3B | 3B | INT4 Q8 FP16 | 144 tok/s 117 tok/s 80 tok/s | ~210 ms ~211 ms ~215 ms | |
#207 | Gemma 2 9B | 9B | INT4 Q8 | 104 tok/s 67 tok/s | ~580 ms ~586 ms | |
#208 | Qwen3.5-0.8B | 0.8B | INT4 Q8 FP16 | 297 tok/s 260 tok/s 204 tok/s | ~64 ms ~64 ms ~65 ms | |
#209 | Qwen3-14B | 14B | INT4 Q8 | 75 tok/s 42 tok/s | ~892 ms ~1.1s | |
#210 | Gemma 3 4B | 4B | INT4 Q8 FP16 | 171 tok/s 122 tok/s 74 tok/s | ~270 ms ~272 ms ~277 ms | |
#211 | Qwen3-8B | 8B | INT4 Q8 | 113 tok/s 74 tok/s | ~517 ms ~522 ms | |
#213 | DeepSeek-R1 7B | 7B | INT4 Q8 FP16 | 126 tok/s 83 tok/s 45 tok/s | ~455 ms ~460 ms ~508 ms | |
#214 | Qwen3-1.7B | 1.7B | INT4 Q8 FP16 | 242 tok/s 195 tok/s 136 tok/s | ~126 ms ~127 ms ~129 ms | |
#215 | Llama 3.1 8B | 8B | INT4 Q8 | 113 tok/s 74 tok/s | ~517 ms ~522 ms | |
#216 | Gemma 3 270M | 0.27B | INT4 Q8 FP16 | 324 tok/s 309 tok/s 279 tok/s | ~26 ms ~26 ms ~26 ms | |
#218 | Qwen3-0.6B | 0.6B | INT4 Q8 FP16 | 313 tok/s 282 tok/s 231 tok/s | ~49 ms ~49 ms ~50 ms | |
#219 | Llama 3 8B | 8B | INT4 Q8 | 113 tok/s 74 tok/s | ~517 ms ~522 ms | |
#221 | Phi-4-Mini | 3.8B | INT4 Q8 FP16 | 175 tok/s 126 tok/s 77 tok/s | ~257 ms ~260 ms ~265 ms | |
#223 | Qwen2.5-7B | 7B | INT4 Q8 FP16 | 124 tok/s 82 tok/s 42 tok/s | ~456 ms ~460 ms ~549 ms | |
#224 | Ministral-8B-2410 | 8B | INT4 Q8 | 113 tok/s 74 tok/s | ~517 ms ~522 ms | |
#225 | DeepSeek-R1 1.5B | 1.5B | INT4 Q8 FP16 | 253 tok/s 206 tok/s 147 tok/s | ~113 ms ~113 ms ~115 ms | |
#226 | Llama 3.2 3B | 3B | INT4 Q8 FP16 | 196 tok/s 145 tok/s 92 tok/s | ~208 ms ~210 ms ~214 ms | |
#228 | Phi-3-mini | 3.8B | INT4 Q8 FP16 | 175 tok/s 126 tok/s 77 tok/s | ~257 ms ~260 ms ~265 ms | |
#229 | Gemma 3n E2B IT | 6B (2B active) | INT4 Q8 FP16 | 144 tok/s 126 tok/s 90 tok/s | ~158 ms ~159 ms ~175 ms | |
#230 | Mistral-7B-Instruct-v0.1 | 7.3B | INT4 Q8 FP16 | 121 tok/s 79 tok/s 40 tok/s | ~474 ms ~478 ms ~571 ms | |
#231 | Llama 3.2 1B | 1B | INT4 Q8 FP16 | 281 tok/s 241 tok/s 183 tok/s | ~79 ms ~80 ms ~81 ms | |
#232 | Gemma 2 2B | 2B | INT4 Q8 FP16 | 229 tok/s 180 tok/s 122 tok/s | ~146 ms ~148 ms ~150 ms | |
#233 | Phi-3-medium | 14B | INT4 Q8 | 75 tok/s 42 tok/s | ~892 ms ~1.1s | |
#234 | OLMo 3 7B Instruct | 7B | INT4 Q8 | 93 tok/s 68 tok/s | ~458 ms ~462 ms | |
#236 | Qwen2-7B | 7B | INT4 Q8 FP16 | 124 tok/s 82 tok/s 42 tok/s | ~456 ms ~460 ms ~549 ms | |
#237 | Phi-3-small | 7B | INT4 Q8 FP16 | 124 tok/s 82 tok/s 42 tok/s | ~456 ms ~460 ms ~549 ms | |
#238 | Gemma 3 1B | 1B | INT4 Q8 FP16 | 281 tok/s 241 tok/s 183 tok/s | ~79 ms ~80 ms ~81 ms | |
#239 | Mistral-7B-Instruct-v0.2 | 7.3B | INT4 Q8 FP16 | 121 tok/s 79 tok/s 40 tok/s | ~474 ms ~478 ms ~571 ms | |
#241 | Gemma 1 7B | 7B | INT4 Q8 | 93 tok/s 68 tok/s | ~458 ms ~462 ms | |
#242 | Gemma 1 2B | 2B | INT4 Q8 FP16 | 239 tok/s 186 tok/s 125 tok/s | ~146 ms ~147 ms ~150 ms | |
#243 | ChatGLM3-6B | 6B | INT4 Q8 FP16 | 102 tok/s 76 tok/s 45 tok/s | ~396 ms ~400 ms ~441 ms | |
#244 | ChatGLM2-6B | 6B | INT4 Q8 FP16 | 102 tok/s 76 tok/s 45 tok/s | ~396 ms ~400 ms ~441 ms | |
#245 | ChatGLM-6B | 6B | INT4 Q8 FP16 | 102 tok/s 76 tok/s 45 tok/s | ~396 ms ~400 ms ~441 ms | |
Unranked Models (Sorted by Speed) | ||||||
- | DINOv3 ViT-L/16 | 0.3B | INT4 Q8 FP16 | 340 tok/s 321 tok/s 285 tok/s | ~28 ms ~28 ms ~28 ms | |
- | Qwen2-0.5B | 0.5B | INT4 Q8 FP16 | 322 tok/s 294 tok/s 246 tok/s | ~42 ms ~42 ms ~43 ms | |
- | Qwen2.5-0.5B | 0.5B | INT4 Q8 FP16 | 322 tok/s 294 tok/s 246 tok/s | ~42 ms ~42 ms ~43 ms | |
- | ERNIE-4.5-0.3B | 0.3B | INT4 Q8 FP16 | 318 tok/s 303 tok/s 270 tok/s | ~28 ms ~28 ms ~29 ms | |
- | ERNIE-4.5-0.3B-Base | 0.3B | INT4 Q8 FP16 | 318 tok/s 303 tok/s 270 tok/s | ~28 ms ~28 ms ~29 ms | |
- | Liquid D1-Omni 600M | 0.6B | INT4 Q8 FP16 | 313 tok/s 282 tok/s 231 tok/s | ~49 ms ~49 ms ~50 ms | |
- | PixArt-α XL 2 1024-MS | 0.61B | INT4 Q8 FP16 | 312 tok/s 281 tok/s 229 tok/s | ~50 ms ~50 ms ~51 ms | |
- | PixArt-Σ XL 2 1024-MS | 0.61B | INT4 Q8 FP16 | 312 tok/s 281 tok/s 229 tok/s | ~50 ms ~50 ms ~51 ms | |
- | Nemotron 3.5 Parse | 0.63B | INT4 Q8 FP16 | 310 tok/s 278 tok/s 226 tok/s | ~51 ms ~52 ms ~52 ms | |
- | SD 2.1 Turbo | 0.86B | INT4 Q8 FP16 | 292 tok/s 254 tok/s 198 tok/s | ~68 ms ~69 ms ~70 ms | |
- | Stable Diffusion 1.4 | 0.86B | INT4 Q8 FP16 | 292 tok/s 254 tok/s 198 tok/s | ~68 ms ~69 ms ~70 ms | |
- | Stable Diffusion 2.1 | 0.86B | INT4 Q8 FP16 | 292 tok/s 254 tok/s 198 tok/s | ~68 ms ~69 ms ~70 ms | |
- | Falcon-1B | 1B | INT4 Q8 FP16 | 290 tok/s 247 tok/s 187 tok/s | ~79 ms ~79 ms ~81 ms | |
- | Falcon3-1B | 1B | INT4 Q8 FP16 | 281 tok/s 241 tok/s 183 tok/s | ~79 ms ~80 ms ~81 ms | |
- | MiniCPM-V 4.7 1B | 1B | INT4 Q8 FP16 | 281 tok/s 241 tok/s 183 tok/s | ~79 ms ~80 ms ~81 ms | |
- | Kandinsky 2.2 Decoder | 1.22B | INT4 Q8 FP16 | 268 tok/s 225 tok/s 165 tok/s | ~94 ms ~95 ms ~96 ms | |
- | Wan 2.1 T2V 1.3B | 1.3B | INT4 Q8 FP16 | 264 tok/s 219 tok/s 160 tok/s | ~99 ms ~100 ms ~101 ms | |
- | Qwen2-1.5B | 1.5B | INT4 Q8 FP16 | 253 tok/s 206 tok/s 147 tok/s | ~113 ms ~113 ms ~115 ms | |
- | Qwen2.5-1.5B | 1.5B | INT4 Q8 FP16 | 253 tok/s 206 tok/s 147 tok/s | ~113 ms ~113 ms ~115 ms | |
- | SVD Image-to-Video XT | 1.5B | INT4 Q8 FP16 | 253 tok/s 206 tok/s 147 tok/s | ~113 ms ~113 ms ~115 ms | |
- | SVD Image-to-Video XT 1.1 | 1.5B | INT4 Q8 FP16 | 253 tok/s 206 tok/s 147 tok/s | ~113 ms ~113 ms ~115 ms | |
- | LFM3 1.7B | 1.7B | INT4 Q8 FP16 | 242 tok/s 195 tok/s 136 tok/s | ~126 ms ~127 ms ~129 ms | |
- | LFM3 1.7B Base | 1.7B | INT4 Q8 FP16 | 242 tok/s 195 tok/s 136 tok/s | ~126 ms ~127 ms ~129 ms | |
- | Spark X2.5 1.7B | 1.7B | INT4 Q8 FP16 | 242 tok/s 195 tok/s 136 tok/s | ~126 ms ~127 ms ~129 ms | |
- | Hy-MT2 1.8B | 1.8B | INT4 Q8 FP16 | 238 tok/s 190 tok/s 131 tok/s | ~133 ms ~134 ms ~136 ms | |
- | CogVideoX 2B | 2B | INT4 Q8 FP16 | 229 tok/s 180 tok/s 122 tok/s | ~146 ms ~148 ms ~150 ms | |
- | LFM3 Audio 2B | 2B | INT4 Q8 FP16 | 229 tok/s 180 tok/s 122 tok/s | ~146 ms ~148 ms ~150 ms | |
- | LFM3 Omni 2B | 2B | INT4 Q8 FP16 | 229 tok/s 180 tok/s 122 tok/s | ~146 ms ~148 ms ~150 ms | |
- | LFM3 VL 2B | 2B | INT4 Q8 FP16 | 229 tok/s 180 tok/s 122 tok/s | ~146 ms ~148 ms ~150 ms | |
- | Liquid D1 2B | 2B | INT4 Q8 FP16 | 229 tok/s 180 tok/s 122 tok/s | ~146 ms ~148 ms ~150 ms | |
- | LTX-Video 0.9.1 | 2B | INT4 Q8 FP16 | 229 tok/s 180 tok/s 122 tok/s | ~146 ms ~148 ms ~150 ms | |
- | Moondream 3.1 | 9B (2B active) | INT4 Q8 | 229 tok/s 180 tok/s | ~164 ms ~165 ms | |
- | Stable Diffusion 3 Medium | 2B | INT4 Q8 FP16 | 229 tok/s 180 tok/s 122 tok/s | ~146 ms ~148 ms ~150 ms | |
- | Kandinsky 3.0 | 2.1B | INT4 Q8 FP16 | 225 tok/s 176 tok/s 119 tok/s | ~153 ms ~154 ms ~157 ms | |
- | LTX-2 | 2.2B | INT4 Q8 FP16 | 222 tok/s 172 tok/s 115 tok/s | ~159 ms ~160 ms ~163 ms | |
- | SDXL 1.0 Refiner | 2.31B | INT4 Q8 FP16 | 218 tok/s 168 tok/s 111 tok/s | ~165 ms ~167 ms ~170 ms | |
- | Stable Diffusion 3.5 Medium | 2.5B | INT4 Q8 FP16 | 211 tok/s 161 tok/s 105 tok/s | ~177 ms ~179 ms ~182 ms | |
- | SDXL 1.0 Base | 2.56B | INT4 Q8 FP16 | 209 tok/s 159 tok/s 104 tok/s | ~181 ms ~182 ms ~186 ms | |
- | SDXL Turbo | 2.56B | INT4 Q8 FP16 | 209 tok/s 159 tok/s 104 tok/s | ~181 ms ~182 ms ~186 ms | |
- | Falcon-3B | 3B | INT4 Q8 FP16 | 204 tok/s 149 tok/s 94 tok/s | ~208 ms ~209 ms ~213 ms | |
- | CroissantLLM Base | 1.3B | INT4 Q8 FP16 | 201 tok/s 177 tok/s 136 tok/s | ~100 ms ~101 ms ~102 ms | |
- | Phi-1 | 1.3B | INT4 Q8 FP16 | 201 tok/s 177 tok/s 136 tok/s | ~100 ms ~101 ms ~102 ms | |
- | Phi-1.5 | 1.3B | INT4 Q8 FP16 | 201 tok/s 177 tok/s 136 tok/s | ~100 ms ~101 ms ~102 ms | |
- | DeepSeek-R1 3B | 3B | INT4 Q8 FP16 | 198 tok/s 146 tok/s 93 tok/s | ~208 ms ~210 ms ~214 ms | |
- | Mellum 2.1 12B A2.5B Thinking | 12B (2.5B active) | INT4 Q8 | 198 tok/s 146 tok/s | ~203 ms ~221 ms | |
- | Falcon3-3B | 3B | INT4 Q8 FP16 | 196 tok/s 145 tok/s 92 tok/s | ~208 ms ~210 ms ~214 ms | |
- | LFM2-VL 3B | 3B | INT4 Q8 FP16 | 196 tok/s 145 tok/s 92 tok/s | ~208 ms ~210 ms ~214 ms | |
- | Liquid D1 3B | 3B | INT4 Q8 FP16 | 196 tok/s 145 tok/s 92 tok/s | ~208 ms ~210 ms ~214 ms | |
- | Liquid D1-VL 3B | 3B | INT4 Q8 FP16 | 196 tok/s 145 tok/s 92 tok/s | ~208 ms ~210 ms ~214 ms | |
- | Liquid LFM2-VL 3B D1 | 3B | INT4 Q8 FP16 | 196 tok/s 145 tok/s 92 tok/s | ~208 ms ~210 ms ~214 ms | |
- | Qwen2.5-3B | 3B | INT4 Q8 FP16 | 196 tok/s 145 tok/s 92 tok/s | ~208 ms ~210 ms ~214 ms | |
- | LFM2.5 24B A2B | 24B (2.5B active) | INT4 | 177 tok/s | ~248 ms | |
- | FLUX.2 Klein 4B | 4B | INT4 Q8 FP16 | 171 tok/s 122 tok/s 74 tok/s | ~270 ms ~272 ms ~277 ms | |
- | FrogNano 4B | 4B | INT4 Q8 FP16 | 171 tok/s 122 tok/s 74 tok/s | ~270 ms ~272 ms ~277 ms | |
- | Mage-VL Cowork | 4B | INT4 Q8 FP16 | 171 tok/s 122 tok/s 74 tok/s | ~270 ms ~272 ms ~277 ms | |
- | Spark X2.5 4B | 4B | INT4 Q8 FP16 | 171 tok/s 122 tok/s 74 tok/s | ~270 ms ~272 ms ~277 ms | |
- | ERNIE-4.5-21B-A3B | 21B (3B active) | INT4 | 168 tok/s | ~274 ms | |
- | ERNIE-4.5-21B-A3B-Base | 21B (3B active) | INT4 | 168 tok/s | ~274 ms | |
- | EmbeddingGemma 2 | 2B | INT4 Q8 FP16 | 165 tok/s 141 tok/s 103 tok/s | ~148 ms ~149 ms ~152 ms | |
- | ERNIE-4.5-VL-28B-A3B | 28B (3B active) | INT4 | 155 tok/s | ~310 ms | |
- | ERNIE-4.5-VL-28B-A3B-Base | 28B (3B active) | INT4 | 155 tok/s | ~310 ms | |
- | CogVideoX 1.5 5B | 5B | INT4 Q8 FP16 | 152 tok/s 105 tok/s 62 tok/s | ~332 ms ~335 ms ~341 ms | |
- | CogVideoX 5B | 5B | INT4 Q8 FP16 | 152 tok/s 105 tok/s 62 tok/s | ~332 ms ~335 ms ~341 ms | |
- | Wan 2.2 TI2V 5B | 5B | INT4 Q8 FP16 | 152 tok/s 105 tok/s 62 tok/s | ~332 ms ~335 ms ~341 ms | |
- | Phi-2 | 2.7B | INT4 Q8 FP16 | 150 tok/s 123 tok/s 86 tok/s | ~191 ms ~193 ms ~196 ms | |
- | MaLLaM-3B | 3B | INT4 Q8 FP16 | 144 tok/s 117 tok/s 80 tok/s | ~210 ms ~211 ms ~215 ms | |
- | SmolLM3 3B | 3B | INT4 Q8 FP16 | 144 tok/s 117 tok/s 80 tok/s | ~210 ms ~211 ms ~215 ms | |
- | Falcon-7B | 7B | INT4 Q8 FP16 | 128 tok/s 84 tok/s 45 tok/s | ~455 ms ~460 ms ~508 ms | |
- | AuraFlow v0.2 | 6.8B | INT4 Q8 FP16 | 126 tok/s 84 tok/s 45 tok/s | ~443 ms ~447 ms ~494 ms | |
- | AuraFlow v0.3 | 6.8B | INT4 Q8 FP16 | 126 tok/s 84 tok/s 45 tok/s | ~443 ms ~447 ms ~494 ms | |
- | Falcon3-7B | 7B | INT4 Q8 FP16 | 124 tok/s 82 tok/s 42 tok/s | ~456 ms ~460 ms ~549 ms | |
- | Hy-MT2 7B | 7B | INT4 Q8 FP16 | 124 tok/s 82 tok/s 42 tok/s | ~456 ms ~460 ms ~549 ms | |
- | Mistral-7B-v0.1 | 7.3B | INT4 Q8 FP16 | 121 tok/s 79 tok/s 40 tok/s | ~474 ms ~478 ms ~571 ms | |
- | Youtu Parsing Omni | 8B | INT4 Q8 | 116 tok/s 75 tok/s | ~517 ms ~522 ms | |
- | Stable Diffusion 3.5 Large | 8.1B | INT4 Q8 | 112 tok/s 73 tok/s | ~523 ms ~528 ms | |
- | Stable Diffusion 3.5 Large Turbo | 8.1B | INT4 Q8 | 112 tok/s 73 tok/s | ~523 ms ~528 ms | |
- | FLUX.2 Klein 9B | 9B | INT4 Q8 | 104 tok/s 67 tok/s | ~580 ms ~586 ms | |
- | LensVLM 9B | 9B | INT4 Q8 | 104 tok/s 67 tok/s | ~580 ms ~586 ms | |
- | MiMo V2.6 Distill Qwen 9B | 9B | INT4 Q8 | 104 tok/s 67 tok/s | ~580 ms ~586 ms | |
- | ChatGLM3-6B-32K | 6B | INT4 Q8 FP16 | 102 tok/s 76 tok/s 45 tok/s | ~396 ms ~400 ms ~441 ms | |
- | Yi-6B | 6B | INT4 Q8 FP16 | 102 tok/s 76 tok/s 45 tok/s | ~396 ms ~400 ms ~441 ms | |
- | Falcon3-10B | 10B | INT4 Q8 | 97 tok/s 61 tok/s | ~642 ms ~648 ms | |
- | Mochi 1 Preview | 10B | INT4 Q8 | 97 tok/s 61 tok/s | ~642 ms ~648 ms | |
- | Falcon2-11B | 11B | INT4 Q8 | 94 tok/s 58 tok/s | ~704 ms ~711 ms | |
- | Hunyuan Lite | 7B | INT4 Q8 | 93 tok/s 68 tok/s | ~458 ms ~462 ms | |
- | OLMo 3 7B Base | 7B | INT4 Q8 | 93 tok/s 68 tok/s | ~458 ms ~462 ms | |
- | Kimi-VL-A3B-Instruct | 16B (3B active) | INT4 | 92 tok/s | ~268 ms | |
- | SEA-LION-7B | 7.1B | INT4 Q8 | 92 tok/s 67 tok/s | ~464 ms ~468 ms | |
- | SEA-LION-7B-Instruct | 7.1B | INT4 Q8 | 92 tok/s 67 tok/s | ~464 ms ~468 ms | |
- | FLUX.1 Canny Dev | 11.9B | INT4 Q8 | 85 tok/s 50 tok/s | ~762 ms ~834 ms | |
- | FLUX.1 Depth Dev | 11.9B | INT4 Q8 | 85 tok/s 50 tok/s | ~762 ms ~834 ms | |
- | FLUX.1 Dev | 11.9B | INT4 Q8 | 85 tok/s 50 tok/s | ~762 ms ~834 ms | |
- | FLUX.1 Fill Dev | 11.9B | INT4 Q8 | 85 tok/s 50 tok/s | ~762 ms ~834 ms | |
- | FLUX.1 Schnell | 11.9B | INT4 Q8 | 85 tok/s 50 tok/s | ~762 ms ~834 ms | |
- | Sahabat-AI-Llama3-8B-Instruct | 8B | INT4 Q8 | 85 tok/s 62 tok/s | ~520 ms ~525 ms | |
- | Typhoon-2-8B | 8B | INT4 Q8 | 85 tok/s 62 tok/s | ~520 ms ~525 ms | |
- | HunyuanVideo 1.5 720P T2V | 13B | INT4 Q8 | 80 tok/s 47 tok/s | ~830 ms ~909 ms | |
- | GLM-4-9B | 9B | INT4 Q8 | 78 tok/s 53 tok/s | ~584 ms ~638 ms | |
- | GLM-4-9B-Chat | 9B | INT4 Q8 | 78 tok/s 53 tok/s | ~584 ms ~638 ms | |
- | GLM-4-9B-Chat-1M | 9B | INT4 Q8 | 78 tok/s 53 tok/s | ~584 ms ~638 ms | |
- | Yi-9B | 9B | INT4 Q8 | 78 tok/s 53 tok/s | ~584 ms ~638 ms | |
- | Sahabat-AI-Gemma2-9B | 9.2B | INT4 Q8 | 77 tok/s 52 tok/s | ~596 ms ~652 ms | |
- | Sahabat-AI-Gemma2-9B-Instruct | 9.2B | INT4 Q8 | 77 tok/s 52 tok/s | ~596 ms ~652 ms | |
- | Wan 2.1 I2V 14B 720P | 14B | INT4 Q8 | 75 tok/s 42 tok/s | ~892 ms ~1.1s | |
- | Wan 2.1 T2V 14B | 14B | INT4 Q8 | 75 tok/s 42 tok/s | ~892 ms ~1.1s | |
- | Wan 2.2 T2V A14B | 14B | INT4 Q8 | 75 tok/s 42 tok/s | ~892 ms ~1.1s | |
- | FLUX.2 Dev | 15B | INT4 Q8 | 71 tok/s 39 tok/s | ~953 ms ~1.1s | |
- | GreenMind-14B-R1 | 14B | INT4 | 56 tok/s | ~897 ms | |
- | Arete 27B | 27B | INT4 | 39 tok/s | ~2.0s | |
- | AREX-2 | 27B | INT4 | 39 tok/s | ~2.0s | |
- | PPLX Decider v1 27B | 27B | INT4 | 39 tok/s | ~2.0s | |
- | PPLX Decider v1.1 27B | 27B | INT4 | 39 tok/s | ~2.0s | |
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 5070 Ti (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 896 GB/s aggregate bandwidth, batch size 1 inference operates in a memory-bandwidth bound regime. Generates approximately 199 tok/s on an 8B Q4 model and 24 tok/s on a 70B Q4 model.
Frequently Asked Questions
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