NVIDIA RTX 4080 (16GB)
The NVIDIA RTX 4080 (16GB) features 16 GB of dedicated VRAM and 717 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
716.8 GB/s
Max Inference Class
14B Models (Q4)
TDP
320W
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 4080 (16GB)
Inference throughput, memory compatibility, and generation speeds for open-weights LLMs on NVIDIA RTX 4080 (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 | 32 tok/s | ~1.8s | |
#93 | Qwen3.5-27B | 27B | INT4 | 32 tok/s | ~1.8s | |
#111 | MiMo V2 Flash | 15B (309B active) | INT4 | 3 tok/s | ~18.1s | |
#112 | Phi-4 Reasoning Plus | 14B | INT4 | 47 tok/s | ~815 ms | |
#117 | Gemma 4 26B A4B | 25.2B (3.8B active) | INT4 | 132 tok/s | ~303 ms | |
#125 | Qwen3.5-9B | 9B | INT4 Q8 | 89 tok/s 56 tok/s | ~527 ms ~534 ms | |
#128 | K2 Horizon 7B | 7B | INT4 Q8 FP16 | 106 tok/s 68 tok/s 34 tok/s | ~414 ms ~419 ms ~503 ms | |
#135 | Gemma 4 12B | 11.95B | INT4 Q8 | 53 tok/s 33 tok/s | ~699 ms ~829 ms | |
#140 | Qwen3.5-4B | 4B | INT4 Q8 FP16 | 151 tok/s 104 tok/s 62 tok/s | ~245 ms ~248 ms ~255 ms | |
#143 | GPT-OSS 20B | 21B (3.6B active) | INT4 | 65 tok/s | ~314 ms | |
#144 | GLM-4V | 9B | INT4 Q8 | 66 tok/s 44 tok/s | ~531 ms ~582 ms | |
#150 | NVIDIA Nemotron 3 Nano 30B-A3B | 3.5B (30B active) | INT4 Q8 FP16 | 31 tok/s 18 tok/s 10 tok/s | ~1.6s ~1.7s ~1.7s | |
#158 | Granite 4.2 8B | 8B | INT4 Q8 | 97 tok/s 61 tok/s | ~470 ms ~476 ms | |
#159 | Gemma 4 E4B | 8B | INT4 Q8 | 97 tok/s 61 tok/s | ~470 ms ~476 ms | |
#166 | Phi-4 | 14B | INT4 Q8 | 63 tok/s 34 tok/s | ~810 ms ~961 ms | |
#167 | Gemma 3 27B | 27B | INT4 | 32 tok/s | ~1.8s | |
#178 | OLMo 3 7B Think | 7B | INT4 Q8 | 78 tok/s 56 tok/s | ~417 ms ~422 ms | |
#179 | DeepSeek-R1 14B | 14B | INT4 Q8 | 64 tok/s 35 tok/s | ~809 ms ~960 ms | |
#183 | Ministral 3 14B | 14B | INT4 | 47 tok/s | ~815 ms | |
#186 | Gemma 3 12B | 12B | INT4 Q8 | 71 tok/s 41 tok/s | ~697 ms ~765 ms | |
#188 | Mistral-Small-2501 | 24B | INT4 | 38 tok/s | ~1.5s | |
#189 | Ministral 3 8B | 8B | INT4 Q8 | 72 tok/s 51 tok/s | ~473 ms ~479 ms | |
#191 | MiniCPM5-2B | 2B | INT4 Q8 FP16 | 209 tok/s 160 tok/s 105 tok/s | ~133 ms ~135 ms ~138 ms | |
#192 | Qwen3.5-2B | 2B | INT4 Q8 FP16 | 209 tok/s 160 tok/s 105 tok/s | ~133 ms ~135 ms ~138 ms | |
#193 | Gemma 2 27B | 27B | INT4 | 32 tok/s | ~1.8s | |
#194 | Qwen2.5-14B | 14B | INT4 Q8 | 63 tok/s 34 tok/s | ~810 ms ~961 ms | |
#200 | Gemma 4 E2B | 5.1B | INT4 Q8 FP16 | 131 tok/s 87 tok/s 50 tok/s | ~307 ms ~311 ms ~319 ms | |
#202 | DeepSeek-R1 8B | 8B | INT4 Q8 | 99 tok/s 62 tok/s | ~469 ms ~475 ms | |
#204 | Qwen3-4B | 4B | INT4 Q8 FP16 | 151 tok/s 104 tok/s 62 tok/s | ~245 ms ~248 ms ~255 ms | |
#205 | Ministral 3 3B | 3B | INT4 Q8 FP16 | 125 tok/s 100 tok/s 67 tok/s | ~191 ms ~193 ms ~198 ms | |
#207 | Gemma 2 9B | 9B | INT4 Q8 | 89 tok/s 56 tok/s | ~527 ms ~534 ms | |
#208 | Qwen3.5-0.8B | 0.8B | INT4 Q8 FP16 | 282 tok/s 242 tok/s 184 tok/s | ~58 ms ~59 ms ~60 ms | |
#209 | Qwen3-14B | 14B | INT4 Q8 | 63 tok/s 34 tok/s | ~810 ms ~961 ms | |
#210 | Gemma 3 4B | 4B | INT4 Q8 FP16 | 151 tok/s 104 tok/s 62 tok/s | ~245 ms ~248 ms ~255 ms | |
#211 | Qwen3-8B | 8B | INT4 Q8 | 97 tok/s 61 tok/s | ~470 ms ~476 ms | |
#213 | DeepSeek-R1 7B | 7B | INT4 Q8 FP16 | 109 tok/s 69 tok/s 37 tok/s | ~413 ms ~419 ms ~466 ms | |
#214 | Qwen3-1.7B | 1.7B | INT4 Q8 FP16 | 223 tok/s 174 tok/s 117 tok/s | ~115 ms ~116 ms ~119 ms | |
#215 | Llama 3.1 8B | 8B | INT4 Q8 | 97 tok/s 61 tok/s | ~470 ms ~476 ms | |
#216 | Gemma 3 270M | 0.27B | INT4 Q8 FP16 | 314 tok/s 297 tok/s 262 tok/s | ~24 ms ~25 ms ~25 ms | |
#218 | Qwen3-0.6B | 0.6B | INT4 Q8 FP16 | 301 tok/s 266 tok/s 211 tok/s | ~45 ms ~46 ms ~46 ms | |
#219 | Llama 3 8B | 8B | INT4 Q8 | 97 tok/s 61 tok/s | ~470 ms ~476 ms | |
#221 | Phi-4-Mini | 3.8B | INT4 Q8 FP16 | 155 tok/s 108 tok/s 64 tok/s | ~234 ms ~237 ms ~243 ms | |
#223 | Qwen2.5-7B | 7B | INT4 Q8 FP16 | 106 tok/s 68 tok/s 34 tok/s | ~414 ms ~419 ms ~503 ms | |
#224 | Ministral-8B-2410 | 8B | INT4 Q8 | 97 tok/s 61 tok/s | ~470 ms ~476 ms | |
#225 | DeepSeek-R1 1.5B | 1.5B | INT4 Q8 FP16 | 234 tok/s 186 tok/s 128 tok/s | ~103 ms ~104 ms ~106 ms | |
#226 | Llama 3.2 3B | 3B | INT4 Q8 FP16 | 175 tok/s 126 tok/s 78 tok/s | ~189 ms ~191 ms ~196 ms | |
#228 | Phi-3-mini | 3.8B | INT4 Q8 FP16 | 155 tok/s 108 tok/s 64 tok/s | ~234 ms ~237 ms ~243 ms | |
#229 | Gemma 3n E2B IT | 6B (2B active) | INT4 Q8 FP16 | 125 tok/s 108 tok/s 76 tok/s | ~145 ms ~146 ms ~162 ms | |
#230 | Mistral-7B-Instruct-v0.1 | 7.3B | INT4 Q8 FP16 | 103 tok/s 66 tok/s 33 tok/s | ~430 ms ~436 ms ~523 ms | |
#231 | Llama 3.2 1B | 1B | INT4 Q8 FP16 | 265 tok/s 222 tok/s 163 tok/s | ~72 ms ~73 ms ~75 ms | |
#232 | Gemma 2 2B | 2B | INT4 Q8 FP16 | 209 tok/s 160 tok/s 105 tok/s | ~133 ms ~135 ms ~138 ms | |
#233 | Phi-3-medium | 14B | INT4 Q8 | 63 tok/s 34 tok/s | ~810 ms ~961 ms | |
#234 | OLMo 3 7B Instruct | 7B | INT4 Q8 | 78 tok/s 56 tok/s | ~417 ms ~422 ms | |
#236 | Qwen2-7B | 7B | INT4 Q8 FP16 | 106 tok/s 68 tok/s 34 tok/s | ~414 ms ~419 ms ~503 ms | |
#237 | Phi-3-small | 7B | INT4 Q8 FP16 | 106 tok/s 68 tok/s 34 tok/s | ~414 ms ~419 ms ~503 ms | |
#238 | Gemma 3 1B | 1B | INT4 Q8 FP16 | 265 tok/s 222 tok/s 163 tok/s | ~72 ms ~73 ms ~75 ms | |
#239 | Mistral-7B-Instruct-v0.2 | 7.3B | INT4 Q8 FP16 | 103 tok/s 66 tok/s 33 tok/s | ~430 ms ~436 ms ~523 ms | |
#241 | Gemma 1 7B | 7B | INT4 Q8 | 78 tok/s 56 tok/s | ~417 ms ~422 ms | |
#242 | Gemma 1 2B | 2B | INT4 Q8 FP16 | 219 tok/s 165 tok/s 107 tok/s | ~133 ms ~135 ms ~138 ms | |
#243 | ChatGLM3-6B | 6B | INT4 Q8 FP16 | 86 tok/s 63 tok/s 37 tok/s | ~361 ms ~365 ms ~406 ms | |
#244 | ChatGLM2-6B | 6B | INT4 Q8 FP16 | 86 tok/s 63 tok/s 37 tok/s | ~361 ms ~365 ms ~406 ms | |
#245 | ChatGLM-6B | 6B | INT4 Q8 FP16 | 86 tok/s 63 tok/s 37 tok/s | ~361 ms ~365 ms ~406 ms | |
Unranked Models (Sorted by Speed) | ||||||
- | DINOv3 ViT-L/16 | 0.3B | INT4 Q8 FP16 | 333 tok/s 310 tok/s 269 tok/s | ~26 ms ~26 ms ~27 ms | |
- | Qwen2-0.5B | 0.5B | INT4 Q8 FP16 | 311 tok/s 279 tok/s 227 tok/s | ~39 ms ~39 ms ~40 ms | |
- | Qwen2.5-0.5B | 0.5B | INT4 Q8 FP16 | 311 tok/s 279 tok/s 227 tok/s | ~39 ms ~39 ms ~40 ms | |
- | ERNIE-4.5-0.3B | 0.3B | INT4 Q8 FP16 | 308 tok/s 290 tok/s 253 tok/s | ~26 ms ~26 ms ~27 ms | |
- | ERNIE-4.5-0.3B-Base | 0.3B | INT4 Q8 FP16 | 308 tok/s 290 tok/s 253 tok/s | ~26 ms ~26 ms ~27 ms | |
- | Liquid D1-Omni 600M | 0.6B | INT4 Q8 FP16 | 301 tok/s 266 tok/s 211 tok/s | ~45 ms ~46 ms ~46 ms | |
- | PixArt-α XL 2 1024-MS | 0.61B | INT4 Q8 FP16 | 300 tok/s 265 tok/s 209 tok/s | ~46 ms ~46 ms ~47 ms | |
- | PixArt-Σ XL 2 1024-MS | 0.61B | INT4 Q8 FP16 | 300 tok/s 265 tok/s 209 tok/s | ~46 ms ~46 ms ~47 ms | |
- | Nemotron 3.5 Parse | 0.63B | INT4 Q8 FP16 | 298 tok/s 262 tok/s 206 tok/s | ~47 ms ~48 ms ~49 ms | |
- | SD 2.1 Turbo | 0.86B | INT4 Q8 FP16 | 277 tok/s 236 tok/s 177 tok/s | ~62 ms ~63 ms ~65 ms | |
- | Stable Diffusion 1.4 | 0.86B | INT4 Q8 FP16 | 277 tok/s 236 tok/s 177 tok/s | ~62 ms ~63 ms ~65 ms | |
- | Stable Diffusion 2.1 | 0.86B | INT4 Q8 FP16 | 277 tok/s 236 tok/s 177 tok/s | ~62 ms ~63 ms ~65 ms | |
- | Falcon-1B | 1B | INT4 Q8 FP16 | 275 tok/s 228 tok/s 166 tok/s | ~72 ms ~73 ms ~75 ms | |
- | Falcon3-1B | 1B | INT4 Q8 FP16 | 265 tok/s 222 tok/s 163 tok/s | ~72 ms ~73 ms ~75 ms | |
- | MiniCPM-V 4.7 1B | 1B | INT4 Q8 FP16 | 265 tok/s 222 tok/s 163 tok/s | ~72 ms ~73 ms ~75 ms | |
- | Kandinsky 2.2 Decoder | 1.22B | INT4 Q8 FP16 | 250 tok/s 204 tok/s 145 tok/s | ~86 ms ~87 ms ~89 ms | |
- | Wan 2.1 T2V 1.3B | 1.3B | INT4 Q8 FP16 | 246 tok/s 199 tok/s 140 tok/s | ~90 ms ~91 ms ~93 ms | |
- | Qwen2-1.5B | 1.5B | INT4 Q8 FP16 | 234 tok/s 186 tok/s 128 tok/s | ~103 ms ~104 ms ~106 ms | |
- | Qwen2.5-1.5B | 1.5B | INT4 Q8 FP16 | 234 tok/s 186 tok/s 128 tok/s | ~103 ms ~104 ms ~106 ms | |
- | SVD Image-to-Video XT | 1.5B | INT4 Q8 FP16 | 234 tok/s 186 tok/s 128 tok/s | ~103 ms ~104 ms ~106 ms | |
- | SVD Image-to-Video XT 1.1 | 1.5B | INT4 Q8 FP16 | 234 tok/s 186 tok/s 128 tok/s | ~103 ms ~104 ms ~106 ms | |
- | LFM3 1.7B | 1.7B | INT4 Q8 FP16 | 223 tok/s 174 tok/s 117 tok/s | ~115 ms ~116 ms ~119 ms | |
- | LFM3 1.7B Base | 1.7B | INT4 Q8 FP16 | 223 tok/s 174 tok/s 117 tok/s | ~115 ms ~116 ms ~119 ms | |
- | Spark X2.5 1.7B | 1.7B | INT4 Q8 FP16 | 223 tok/s 174 tok/s 117 tok/s | ~115 ms ~116 ms ~119 ms | |
- | Hy-MT2 1.8B | 1.8B | INT4 Q8 FP16 | 219 tok/s 169 tok/s 113 tok/s | ~121 ms ~122 ms ~125 ms | |
- | CogVideoX 2B | 2B | INT4 Q8 FP16 | 209 tok/s 160 tok/s 105 tok/s | ~133 ms ~135 ms ~138 ms | |
- | LFM3 Audio 2B | 2B | INT4 Q8 FP16 | 209 tok/s 160 tok/s 105 tok/s | ~133 ms ~135 ms ~138 ms | |
- | LFM3 Omni 2B | 2B | INT4 Q8 FP16 | 209 tok/s 160 tok/s 105 tok/s | ~133 ms ~135 ms ~138 ms | |
- | LFM3 VL 2B | 2B | INT4 Q8 FP16 | 209 tok/s 160 tok/s 105 tok/s | ~133 ms ~135 ms ~138 ms | |
- | Liquid D1 2B | 2B | INT4 Q8 FP16 | 209 tok/s 160 tok/s 105 tok/s | ~133 ms ~135 ms ~138 ms | |
- | LTX-Video 0.9.1 | 2B | INT4 Q8 FP16 | 209 tok/s 160 tok/s 105 tok/s | ~133 ms ~135 ms ~138 ms | |
- | Moondream 3.1 | 9B (2B active) | INT4 Q8 | 209 tok/s 160 tok/s | ~149 ms ~151 ms | |
- | Stable Diffusion 3 Medium | 2B | INT4 Q8 FP16 | 209 tok/s 160 tok/s 105 tok/s | ~133 ms ~135 ms ~138 ms | |
- | Kandinsky 3.0 | 2.1B | INT4 Q8 FP16 | 205 tok/s 156 tok/s 101 tok/s | ~139 ms ~141 ms ~144 ms | |
- | LTX-2 | 2.2B | INT4 Q8 FP16 | 201 tok/s 152 tok/s 98 tok/s | ~145 ms ~146 ms ~150 ms | |
- | SDXL 1.0 Refiner | 2.31B | INT4 Q8 FP16 | 197 tok/s 148 tok/s 95 tok/s | ~151 ms ~152 ms ~156 ms | |
- | Stable Diffusion 3.5 Medium | 2.5B | INT4 Q8 FP16 | 191 tok/s 141 tok/s 89 tok/s | ~161 ms ~163 ms ~167 ms | |
- | SDXL 1.0 Base | 2.56B | INT4 Q8 FP16 | 189 tok/s 139 tok/s 88 tok/s | ~165 ms ~167 ms ~171 ms | |
- | SDXL Turbo | 2.56B | INT4 Q8 FP16 | 189 tok/s 139 tok/s 88 tok/s | ~165 ms ~167 ms ~171 ms | |
- | Falcon-3B | 3B | INT4 Q8 FP16 | 183 tok/s 130 tok/s 79 tok/s | ~189 ms ~191 ms ~196 ms | |
- | CroissantLLM Base | 1.3B | INT4 Q8 FP16 | 181 tok/s 157 tok/s 118 tok/s | ~92 ms ~93 ms ~95 ms | |
- | Phi-1 | 1.3B | INT4 Q8 FP16 | 181 tok/s 157 tok/s 118 tok/s | ~92 ms ~93 ms ~95 ms | |
- | Phi-1.5 | 1.3B | INT4 Q8 FP16 | 181 tok/s 157 tok/s 118 tok/s | ~92 ms ~93 ms ~95 ms | |
- | DeepSeek-R1 3B | 3B | INT4 Q8 FP16 | 177 tok/s 127 tok/s 78 tok/s | ~189 ms ~191 ms ~196 ms | |
- | Mellum 2.1 12B A2.5B Thinking | 12B (2.5B active) | INT4 Q8 | 177 tok/s 127 tok/s | ~185 ms ~202 ms | |
- | Falcon3-3B | 3B | INT4 Q8 FP16 | 175 tok/s 126 tok/s 78 tok/s | ~189 ms ~191 ms ~196 ms | |
- | LFM2-VL 3B | 3B | INT4 Q8 FP16 | 175 tok/s 126 tok/s 78 tok/s | ~189 ms ~191 ms ~196 ms | |
- | Liquid D1 3B | 3B | INT4 Q8 FP16 | 175 tok/s 126 tok/s 78 tok/s | ~189 ms ~191 ms ~196 ms | |
- | Liquid D1-VL 3B | 3B | INT4 Q8 FP16 | 175 tok/s 126 tok/s 78 tok/s | ~189 ms ~191 ms ~196 ms | |
- | Liquid LFM2-VL 3B D1 | 3B | INT4 Q8 FP16 | 175 tok/s 126 tok/s 78 tok/s | ~189 ms ~191 ms ~196 ms | |
- | Qwen2.5-3B | 3B | INT4 Q8 FP16 | 175 tok/s 126 tok/s 78 tok/s | ~189 ms ~191 ms ~196 ms | |
- | LFM2.5 24B A2B | 24B (2.5B active) | INT4 | 158 tok/s | ~226 ms | |
- | FLUX.2 Klein 4B | 4B | INT4 Q8 FP16 | 151 tok/s 104 tok/s 62 tok/s | ~245 ms ~248 ms ~255 ms | |
- | FrogNano 4B | 4B | INT4 Q8 FP16 | 151 tok/s 104 tok/s 62 tok/s | ~245 ms ~248 ms ~255 ms | |
- | Mage-VL Cowork | 4B | INT4 Q8 FP16 | 151 tok/s 104 tok/s 62 tok/s | ~245 ms ~248 ms ~255 ms | |
- | Spark X2.5 4B | 4B | INT4 Q8 FP16 | 151 tok/s 104 tok/s 62 tok/s | ~245 ms ~248 ms ~255 ms | |
- | ERNIE-4.5-21B-A3B | 21B (3B active) | INT4 | 149 tok/s | ~249 ms | |
- | ERNIE-4.5-21B-A3B-Base | 21B (3B active) | INT4 | 149 tok/s | ~249 ms | |
- | EmbeddingGemma 2 | 2B | INT4 Q8 FP16 | 145 tok/s 122 tok/s 87 tok/s | ~136 ms ~137 ms ~140 ms | |
- | ERNIE-4.5-VL-28B-A3B | 28B (3B active) | INT4 | 137 tok/s | ~282 ms | |
- | ERNIE-4.5-VL-28B-A3B-Base | 28B (3B active) | INT4 | 137 tok/s | ~282 ms | |
- | CogVideoX 1.5 5B | 5B | INT4 Q8 FP16 | 132 tok/s 89 tok/s 51 tok/s | ~301 ms ~305 ms ~313 ms | |
- | CogVideoX 5B | 5B | INT4 Q8 FP16 | 132 tok/s 89 tok/s 51 tok/s | ~301 ms ~305 ms ~313 ms | |
- | Wan 2.2 TI2V 5B | 5B | INT4 Q8 FP16 | 132 tok/s 89 tok/s 51 tok/s | ~301 ms ~305 ms ~313 ms | |
- | Phi-2 | 2.7B | INT4 Q8 FP16 | 130 tok/s 105 tok/s 72 tok/s | ~175 ms ~176 ms ~181 ms | |
- | MaLLaM-3B | 3B | INT4 Q8 FP16 | 125 tok/s 100 tok/s 67 tok/s | ~191 ms ~193 ms ~198 ms | |
- | SmolLM3 3B | 3B | INT4 Q8 FP16 | 125 tok/s 100 tok/s 67 tok/s | ~191 ms ~193 ms ~198 ms | |
- | Falcon-7B | 7B | INT4 Q8 FP16 | 110 tok/s 70 tok/s 37 tok/s | ~413 ms ~419 ms ~466 ms | |
- | AuraFlow v0.2 | 6.8B | INT4 Q8 FP16 | 108 tok/s 70 tok/s 37 tok/s | ~402 ms ~408 ms ~454 ms | |
- | AuraFlow v0.3 | 6.8B | INT4 Q8 FP16 | 108 tok/s 70 tok/s 37 tok/s | ~402 ms ~408 ms ~454 ms | |
- | Falcon3-7B | 7B | INT4 Q8 FP16 | 106 tok/s 68 tok/s 34 tok/s | ~414 ms ~419 ms ~503 ms | |
- | Hy-MT2 7B | 7B | INT4 Q8 FP16 | 106 tok/s 68 tok/s 34 tok/s | ~414 ms ~419 ms ~503 ms | |
- | Mistral-7B-v0.1 | 7.3B | INT4 Q8 FP16 | 103 tok/s 66 tok/s 33 tok/s | ~430 ms ~436 ms ~523 ms | |
- | Youtu Parsing Omni | 8B | INT4 Q8 | 99 tok/s 62 tok/s | ~469 ms ~475 ms | |
- | Stable Diffusion 3.5 Large | 8.1B | INT4 Q8 | 96 tok/s 61 tok/s | ~475 ms ~481 ms | |
- | Stable Diffusion 3.5 Large Turbo | 8.1B | INT4 Q8 | 96 tok/s 61 tok/s | ~475 ms ~481 ms | |
- | FLUX.2 Klein 9B | 9B | INT4 Q8 | 89 tok/s 56 tok/s | ~527 ms ~534 ms | |
- | LensVLM 9B | 9B | INT4 Q8 | 89 tok/s 56 tok/s | ~527 ms ~534 ms | |
- | MiMo V2.6 Distill Qwen 9B | 9B | INT4 Q8 | 89 tok/s 56 tok/s | ~527 ms ~534 ms | |
- | ChatGLM3-6B-32K | 6B | INT4 Q8 FP16 | 86 tok/s 63 tok/s 37 tok/s | ~361 ms ~365 ms ~406 ms | |
- | Yi-6B | 6B | INT4 Q8 FP16 | 86 tok/s 63 tok/s 37 tok/s | ~361 ms ~365 ms ~406 ms | |
- | Falcon3-10B | 10B | INT4 Q8 | 82 tok/s 51 tok/s | ~583 ms ~591 ms | |
- | Mochi 1 Preview | 10B | INT4 Q8 | 82 tok/s 51 tok/s | ~583 ms ~591 ms | |
- | Falcon2-11B | 11B | INT4 Q8 | 79 tok/s 48 tok/s | ~639 ms ~647 ms | |
- | Hunyuan Lite | 7B | INT4 Q8 | 78 tok/s 56 tok/s | ~417 ms ~422 ms | |
- | Kimi-VL-A3B-Instruct | 16B (3B active) | INT4 | 78 tok/s | ~245 ms | |
- | OLMo 3 7B Base | 7B | INT4 Q8 | 78 tok/s 56 tok/s | ~417 ms ~422 ms | |
- | SEA-LION-7B | 7.1B | INT4 Q8 | 78 tok/s 56 tok/s | ~423 ms ~428 ms | |
- | SEA-LION-7B-Instruct | 7.1B | INT4 Q8 | 78 tok/s 56 tok/s | ~423 ms ~428 ms | |
- | Sahabat-AI-Llama3-8B-Instruct | 8B | INT4 Q8 | 72 tok/s 51 tok/s | ~473 ms ~479 ms | |
- | Typhoon-2-8B | 8B | INT4 Q8 | 72 tok/s 51 tok/s | ~473 ms ~479 ms | |
- | FLUX.1 Canny Dev | 11.9B | INT4 Q8 | 71 tok/s 42 tok/s | ~691 ms ~759 ms | |
- | FLUX.1 Depth Dev | 11.9B | INT4 Q8 | 71 tok/s 42 tok/s | ~691 ms ~759 ms | |
- | FLUX.1 Dev | 11.9B | INT4 Q8 | 71 tok/s 42 tok/s | ~691 ms ~759 ms | |
- | FLUX.1 Fill Dev | 11.9B | INT4 Q8 | 71 tok/s 42 tok/s | ~691 ms ~759 ms | |
- | FLUX.1 Schnell | 11.9B | INT4 Q8 | 71 tok/s 42 tok/s | ~691 ms ~759 ms | |
- | GLM-4-9B | 9B | INT4 Q8 | 66 tok/s 44 tok/s | ~531 ms ~582 ms | |
- | GLM-4-9B-Chat | 9B | INT4 Q8 | 66 tok/s 44 tok/s | ~531 ms ~582 ms | |
- | GLM-4-9B-Chat-1M | 9B | INT4 Q8 | 66 tok/s 44 tok/s | ~531 ms ~582 ms | |
- | HunyuanVideo 1.5 720P T2V | 13B | INT4 Q8 | 66 tok/s 38 tok/s | ~753 ms ~827 ms | |
- | Yi-9B | 9B | INT4 Q8 | 66 tok/s 44 tok/s | ~531 ms ~582 ms | |
- | Sahabat-AI-Gemma2-9B | 9.2B | INT4 Q8 | 65 tok/s 43 tok/s | ~542 ms ~595 ms | |
- | Sahabat-AI-Gemma2-9B-Instruct | 9.2B | INT4 Q8 | 65 tok/s 43 tok/s | ~542 ms ~595 ms | |
- | Wan 2.1 I2V 14B 720P | 14B | INT4 Q8 | 63 tok/s 34 tok/s | ~810 ms ~961 ms | |
- | Wan 2.1 T2V 14B | 14B | INT4 Q8 | 63 tok/s 34 tok/s | ~810 ms ~961 ms | |
- | Wan 2.2 T2V A14B | 14B | INT4 Q8 | 63 tok/s 34 tok/s | ~810 ms ~961 ms | |
- | FLUX.2 Dev | 15B | INT4 Q8 | 59 tok/s 32 tok/s | ~865 ms ~1.0s | |
- | GreenMind-14B-R1 | 14B | INT4 | 47 tok/s | ~815 ms | |
- | Arete 27B | 27B | INT4 | 32 tok/s | ~1.8s | |
- | AREX-2 | 27B | INT4 | 32 tok/s | ~1.8s | |
- | PPLX Decider v1 27B | 27B | INT4 | 32 tok/s | ~1.8s | |
- | PPLX Decider v1.1 27B | 27B | INT4 | 32 tok/s | ~1.8s | |
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 4080 (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 716.8 GB/s aggregate bandwidth, batch size 1 inference operates in a memory-bandwidth bound regime. Generates approximately 159 tok/s on an 8B Q4 model and 19 tok/s on a 70B Q4 model.
Frequently Asked Questions
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