NVIDIA RTX 4500 Ada Generation (24GB)
The NVIDIA RTX 4500 Ada Generation (24GB) features 24 GB of dedicated VRAM and 432 GB/s memory bandwidth, supporting CUDA and TensorRT-LLM runtimes for full-precision and quantized inference.
Memory
24 GB
Usable Memory Ceiling
24 GB
Bandwidth
432 GB/s
Max Inference Class
32B Models (Q4)
TDP
210W
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 4500 Ada Generation (24GB)
Inference throughput, memory compatibility, and generation speeds for open-weights LLMs on NVIDIA RTX 4500 Ada Generation (24GB).
Sort by:
Context:
KV Cache:
GPUs:
| Rank | Model | Parameters | Precision | TPS (Approx.) | TTFT | Can Run |
|---|---|---|---|---|---|---|
#48 | Qwen 3.8 27B | 27B | INT4 | 22 tok/s | ~1.9s | |
#83 | K2 Horizon MoVA 36B A4B | 36B (4B active) | INT4 | 87 tok/s | ~407 ms | |
#93 | Qwen3.5-27B | 27B | INT4 | 22 tok/s | ~1.9s | |
#105 | Sarvam-30B | 32B (2.4B active) | INT4 | 119 tok/s | ~264 ms | |
#106 | Qwen3.6 35B A3B | 35B (3B active) | INT4 | 102 tok/s | ~332 ms | |
#110 | Muse Glimmer 30B | 30B | INT4 | 20 tok/s | ~2.1s | |
#111 | MiMo V2 Flash | 15B (309B active) | INT4 Q8 | 2 tok/s 1 tok/s | ~20.7s ~22.8s | |
#112 | Phi-4 Reasoning Plus | 14B | INT4 Q8 | 30 tok/s 20 tok/s | ~1.0s ~1.0s | |
#117 | Gemma 4 26B A4B | 25.2B (3.8B active) | INT4 | 98 tok/s | ~344 ms | |
#125 | Qwen3.5-9B | 9B | INT4 Q8 FP16 | 59 tok/s 36 tok/s 18 tok/s | ~649 ms ~661 ms ~742 ms | |
#126 | Qwen3.5-35B-A3B | 35B (3B active) | INT4 | 102 tok/s | ~332 ms | |
#128 | K2 Horizon 7B | 7B | INT4 Q8 FP16 | 72 tok/s 44 tok/s 24 tok/s | ~510 ms ~518 ms ~537 ms | |
#135 | Gemma 4 12B | 11.95B | INT4 Q8 | 34 tok/s 23 tok/s | ~864 ms ~878 ms | |
#140 | Qwen3.5-4B | 4B | INT4 Q8 FP16 | 108 tok/s 71 tok/s 40 tok/s | ~301 ms ~306 ms ~317 ms | |
#143 | GPT-OSS 20B | 21B (3.6B active) | INT4 | 47 tok/s | ~334 ms | |
#144 | GLM-4V | 9B | INT4 Q8 FP16 | 42 tok/s 29 tok/s 16 tok/s | ~656 ms ~667 ms ~748 ms | |
#150 | NVIDIA Nemotron 3 Nano 30B-A3B | 3.5B (30B active) | INT4 Q8 FP16 | 19 tok/s 11 tok/s 6 tok/s | ~2.0s ~2.1s ~2.2s | |
#153 | Qwen3-30B-A3B | 30B (3B active) | INT4 | 108 tok/s | ~301 ms | |
#158 | Granite 4.2 8B | 8B | INT4 Q8 FP16 | 65 tok/s 40 tok/s 21 tok/s | ~579 ms ~589 ms ~611 ms | |
#159 | Gemma 4 E4B | 8B | INT4 Q8 FP16 | 65 tok/s 40 tok/s 21 tok/s | ~579 ms ~589 ms ~611 ms | |
#165 | GLM-4 | 32B | INT4 | 13 tok/s | ~2.6s | |
#166 | Phi-4 | 14B | INT4 Q8 | 40 tok/s 24 tok/s | ~999 ms ~1.0s | |
#167 | Gemma 3 27B | 27B | INT4 | 22 tok/s | ~1.9s | |
#170 | DeepSeek-R1 32B | 32B | INT4 | 20 tok/s | ~2.2s | |
#171 | Qwen3-32B | 32B | INT4 | 19 tok/s | ~2.2s | |
#175 | Magistral Small | 24B | INT4 | 19 tok/s | ~1.7s | |
#176 | OLMo 3.1 32B Instruct | 32B | INT4 | 13 tok/s | ~2.6s | |
#177 | Qwen2.5-32B | 32B | INT4 | 19 tok/s | ~2.2s | |
#178 | OLMo 3 7B Think | 7B | INT4 Q8 FP16 | 52 tok/s 36 tok/s 21 tok/s | ~515 ms ~523 ms ~542 ms | |
#179 | DeepSeek-R1 14B | 14B | INT4 Q8 | 42 tok/s 24 tok/s | ~998 ms ~1.0s | |
#183 | Ministral 3 14B | 14B | INT4 Q8 | 30 tok/s 20 tok/s | ~1.0s ~1.0s | |
#186 | Gemma 3 12B | 12B | INT4 Q8 FP16 | 46 tok/s 27 tok/s 13 tok/s | ~859 ms ~874 ms ~1.1s | |
#188 | Mistral-Small-2501 | 24B | INT4 | 25 tok/s | ~1.7s | |
#189 | Ministral 3 8B | 8B | INT4 Q8 FP16 | 47 tok/s 32 tok/s 18 tok/s | ~585 ms ~594 ms ~667 ms | |
#190 | Gemma 4 31B | 30.7B | INT4 | 20 tok/s | ~2.1s | |
#191 | MiniCPM5-2B | 2B | INT4 Q8 FP16 | 162 tok/s 116 tok/s 71 tok/s | ~163 ms ~166 ms ~171 ms | |
#192 | Qwen3.5-2B | 2B | INT4 Q8 FP16 | 162 tok/s 116 tok/s 71 tok/s | ~163 ms ~166 ms ~171 ms | |
#193 | Gemma 2 27B | 27B | INT4 | 22 tok/s | ~1.9s | |
#194 | Qwen2.5-14B | 14B | INT4 Q8 | 40 tok/s 24 tok/s | ~999 ms ~1.0s | |
#195 | OLMo 3.1 32B Think | 32B | INT4 | 13 tok/s | ~2.6s | |
#196 | Nemotron 3.5 Lightning | 30B (3B active) | INT4 | 40 tok/s | ~341 ms | |
#200 | Gemma 4 E2B | 5.1B | INT4 Q8 FP16 | 92 tok/s 58 tok/s 32 tok/s | ~378 ms ~384 ms ~398 ms | |
#202 | DeepSeek-R1 8B | 8B | INT4 Q8 FP16 | 67 tok/s 40 tok/s 21 tok/s | ~578 ms ~588 ms ~610 ms | |
#204 | Qwen3-4B | 4B | INT4 Q8 FP16 | 108 tok/s 71 tok/s 40 tok/s | ~301 ms ~306 ms ~317 ms | |
#205 | Ministral 3 3B | 3B | INT4 Q8 FP16 | 87 tok/s 67 tok/s 43 tok/s | ~236 ms ~239 ms ~247 ms | |
#206 | OLMo 3 32B Base | 32B | INT4 | 13 tok/s | ~2.6s | |
#207 | Gemma 2 9B | 9B | INT4 Q8 FP16 | 59 tok/s 36 tok/s 18 tok/s | ~649 ms ~661 ms ~742 ms | |
#208 | Qwen3.5-0.8B | 0.8B | INT4 Q8 FP16 | 244 tok/s 197 tok/s 138 tok/s | ~70 ms ~71 ms ~74 ms | |
#209 | Qwen3-14B | 14B | INT4 Q8 | 40 tok/s 24 tok/s | ~999 ms ~1.0s | |
#210 | Gemma 3 4B | 4B | INT4 Q8 FP16 | 108 tok/s 71 tok/s 40 tok/s | ~301 ms ~306 ms ~317 ms | |
#211 | Qwen3-8B | 8B | INT4 Q8 FP16 | 65 tok/s 40 tok/s 21 tok/s | ~579 ms ~589 ms ~611 ms | |
#213 | DeepSeek-R1 7B | 7B | INT4 Q8 FP16 | 74 tok/s 45 tok/s 24 tok/s | ~509 ms ~518 ms ~537 ms | |
#214 | Qwen3-1.7B | 1.7B | INT4 Q8 FP16 | 177 tok/s 129 tok/s 81 tok/s | ~141 ms ~143 ms ~147 ms | |
#215 | Llama 3.1 8B | 8B | INT4 Q8 FP16 | 65 tok/s 40 tok/s 21 tok/s | ~579 ms ~589 ms ~611 ms | |
#216 | Gemma 3 270M | 0.27B | INT4 Q8 FP16 | 285 tok/s 263 tok/s 220 tok/s | ~28 ms ~29 ms ~29 ms | |
#217 | Command R | 35B | INT4 | 12 tok/s | ~2.9s | |
#218 | Qwen3-0.6B | 0.6B | INT4 Q8 FP16 | 268 tok/s 224 tok/s 164 tok/s | ~54 ms ~55 ms ~56 ms | |
#219 | Llama 3 8B | 8B | INT4 Q8 FP16 | 65 tok/s 40 tok/s 21 tok/s | ~579 ms ~589 ms ~611 ms | |
#221 | Phi-4-Mini | 3.8B | INT4 Q8 FP16 | 112 tok/s 74 tok/s 42 tok/s | ~287 ms ~292 ms ~302 ms | |
#223 | Qwen2.5-7B | 7B | INT4 Q8 FP16 | 72 tok/s 44 tok/s 24 tok/s | ~510 ms ~518 ms ~537 ms | |
#224 | Ministral-8B-2410 | 8B | INT4 Q8 FP16 | 65 tok/s 40 tok/s 21 tok/s | ~579 ms ~589 ms ~611 ms | |
#225 | DeepSeek-R1 1.5B | 1.5B | INT4 Q8 FP16 | 188 tok/s 140 tok/s 89 tok/s | ~125 ms ~127 ms ~131 ms | |
#226 | Llama 3.2 3B | 3B | INT4 Q8 FP16 | 130 tok/s 88 tok/s 51 tok/s | ~232 ms ~236 ms ~244 ms | |
#227 | Nemotron 3.5 Lightning 30B A3B | 30B (3B active) | INT4 | 108 tok/s | ~301 ms | |
#228 | Phi-3-mini | 3.8B | INT4 Q8 FP16 | 112 tok/s 74 tok/s 42 tok/s | ~287 ms ~292 ms ~302 ms | |
#229 | Gemma 3n E2B IT | 6B (2B active) | INT4 Q8 FP16 | 87 tok/s 74 tok/s 53 tok/s | ~179 ms ~181 ms ~186 ms | |
#230 | Mistral-7B-Instruct-v0.1 | 7.3B | INT4 Q8 FP16 | 70 tok/s 43 tok/s 23 tok/s | ~530 ms ~539 ms ~559 ms | |
#231 | Llama 3.2 1B | 1B | INT4 Q8 FP16 | 223 tok/s 176 tok/s 119 tok/s | ~88 ms ~89 ms ~92 ms | |
#232 | Gemma 2 2B | 2B | INT4 Q8 FP16 | 162 tok/s 116 tok/s 71 tok/s | ~163 ms ~166 ms ~171 ms | |
#233 | Phi-3-medium | 14B | INT4 Q8 | 40 tok/s 24 tok/s | ~999 ms ~1.0s | |
#234 | OLMo 3 7B Instruct | 7B | INT4 Q8 FP16 | 52 tok/s 36 tok/s 21 tok/s | ~515 ms ~523 ms ~542 ms | |
#235 | Yi-34B | 34B | INT4 | 13 tok/s | ~2.8s | |
#236 | Qwen2-7B | 7B | INT4 Q8 FP16 | 72 tok/s 44 tok/s 24 tok/s | ~510 ms ~518 ms ~537 ms | |
#237 | Phi-3-small | 7B | INT4 Q8 FP16 | 72 tok/s 44 tok/s 24 tok/s | ~510 ms ~518 ms ~537 ms | |
#238 | Gemma 3 1B | 1B | INT4 Q8 FP16 | 223 tok/s 176 tok/s 119 tok/s | ~88 ms ~89 ms ~92 ms | |
#239 | Mistral-7B-Instruct-v0.2 | 7.3B | INT4 Q8 FP16 | 70 tok/s 43 tok/s 23 tok/s | ~530 ms ~539 ms ~559 ms | |
#241 | Gemma 1 7B | 7B | INT4 Q8 FP16 | 52 tok/s 36 tok/s 21 tok/s | ~515 ms ~523 ms ~542 ms | |
#242 | Gemma 1 2B | 2B | INT4 Q8 FP16 | 173 tok/s 121 tok/s 73 tok/s | ~163 ms ~165 ms ~171 ms | |
#243 | ChatGLM3-6B | 6B | INT4 Q8 FP16 | 57 tok/s 41 tok/s 25 tok/s | ~445 ms ~452 ms ~469 ms | |
#244 | ChatGLM2-6B | 6B | INT4 Q8 FP16 | 57 tok/s 41 tok/s 25 tok/s | ~445 ms ~452 ms ~469 ms | |
#245 | ChatGLM-6B | 6B | INT4 Q8 FP16 | 57 tok/s 41 tok/s 25 tok/s | ~445 ms ~452 ms ~469 ms | |
Unranked Models (Sorted by Speed) | ||||||
- | DINOv3 ViT-L/16 | 0.3B | INT4 Q8 FP16 | 312 tok/s 280 tok/s 228 tok/s | ~30 ms ~31 ms ~32 ms | |
- | Qwen2-0.5B | 0.5B | INT4 Q8 FP16 | 282 tok/s 240 tok/s 181 tok/s | ~46 ms ~47 ms ~48 ms | |
- | Qwen2.5-0.5B | 0.5B | INT4 Q8 FP16 | 282 tok/s 240 tok/s 181 tok/s | ~46 ms ~47 ms ~48 ms | |
- | ERNIE-4.5-0.3B | 0.3B | INT4 Q8 FP16 | 277 tok/s 253 tok/s 210 tok/s | ~31 ms ~31 ms ~32 ms | |
- | ERNIE-4.5-0.3B-Base | 0.3B | INT4 Q8 FP16 | 277 tok/s 253 tok/s 210 tok/s | ~31 ms ~31 ms ~32 ms | |
- | Liquid D1-Omni 600M | 0.6B | INT4 Q8 FP16 | 268 tok/s 224 tok/s 164 tok/s | ~54 ms ~55 ms ~56 ms | |
- | PixArt-α XL 2 1024-MS | 0.61B | INT4 Q8 FP16 | 267 tok/s 223 tok/s 163 tok/s | ~55 ms ~55 ms ~57 ms | |
- | PixArt-Σ XL 2 1024-MS | 0.61B | INT4 Q8 FP16 | 267 tok/s 223 tok/s 163 tok/s | ~55 ms ~55 ms ~57 ms | |
- | Nemotron 3.5 Parse | 0.63B | INT4 Q8 FP16 | 264 tok/s 219 tok/s 159 tok/s | ~57 ms ~57 ms ~59 ms | |
- | SD 2.1 Turbo | 0.86B | INT4 Q8 FP16 | 238 tok/s 190 tok/s 132 tok/s | ~75 ms ~77 ms ~79 ms | |
- | Stable Diffusion 1.4 | 0.86B | INT4 Q8 FP16 | 238 tok/s 190 tok/s 132 tok/s | ~75 ms ~77 ms ~79 ms | |
- | Stable Diffusion 2.1 | 0.86B | INT4 Q8 FP16 | 238 tok/s 190 tok/s 132 tok/s | ~75 ms ~77 ms ~79 ms | |
- | Falcon-1B | 1B | INT4 Q8 FP16 | 235 tok/s 182 tok/s 122 tok/s | ~87 ms ~89 ms ~91 ms | |
- | Falcon3-1B | 1B | INT4 Q8 FP16 | 223 tok/s 176 tok/s 119 tok/s | ~88 ms ~89 ms ~92 ms | |
- | MiniCPM-V 4.7 1B | 1B | INT4 Q8 FP16 | 223 tok/s 176 tok/s 119 tok/s | ~88 ms ~89 ms ~92 ms | |
- | Kandinsky 2.2 Decoder | 1.22B | INT4 Q8 FP16 | 206 tok/s 158 tok/s 104 tok/s | ~104 ms ~106 ms ~109 ms | |
- | Wan 2.1 T2V 1.3B | 1.3B | INT4 Q8 FP16 | 201 tok/s 152 tok/s 99 tok/s | ~110 ms ~111 ms ~115 ms | |
- | Qwen2-1.5B | 1.5B | INT4 Q8 FP16 | 188 tok/s 140 tok/s 89 tok/s | ~125 ms ~127 ms ~131 ms | |
- | Qwen2.5-1.5B | 1.5B | INT4 Q8 FP16 | 188 tok/s 140 tok/s 89 tok/s | ~125 ms ~127 ms ~131 ms | |
- | SVD Image-to-Video XT | 1.5B | INT4 Q8 FP16 | 188 tok/s 140 tok/s 89 tok/s | ~125 ms ~127 ms ~131 ms | |
- | SVD Image-to-Video XT 1.1 | 1.5B | INT4 Q8 FP16 | 188 tok/s 140 tok/s 89 tok/s | ~125 ms ~127 ms ~131 ms | |
- | LFM3 1.7B | 1.7B | INT4 Q8 FP16 | 177 tok/s 129 tok/s 81 tok/s | ~141 ms ~143 ms ~147 ms | |
- | LFM3 1.7B Base | 1.7B | INT4 Q8 FP16 | 177 tok/s 129 tok/s 81 tok/s | ~141 ms ~143 ms ~147 ms | |
- | Spark X2.5 1.7B | 1.7B | INT4 Q8 FP16 | 177 tok/s 129 tok/s 81 tok/s | ~141 ms ~143 ms ~147 ms | |
- | Hy-MT2 1.8B | 1.8B | INT4 Q8 FP16 | 172 tok/s 125 tok/s 77 tok/s | ~148 ms ~150 ms ~155 ms | |
- | Moondream 3.1 | 9B (2B active) | INT4 Q8 FP16 | 163 tok/s 116 tok/s 68 tok/s | ~183 ms ~185 ms ~206 ms | |
- | CogVideoX 2B | 2B | INT4 Q8 FP16 | 162 tok/s 116 tok/s 71 tok/s | ~163 ms ~166 ms ~171 ms | |
- | LFM3 Audio 2B | 2B | INT4 Q8 FP16 | 162 tok/s 116 tok/s 71 tok/s | ~163 ms ~166 ms ~171 ms | |
- | LFM3 Omni 2B | 2B | INT4 Q8 FP16 | 162 tok/s 116 tok/s 71 tok/s | ~163 ms ~166 ms ~171 ms | |
- | LFM3 VL 2B | 2B | INT4 Q8 FP16 | 162 tok/s 116 tok/s 71 tok/s | ~163 ms ~166 ms ~171 ms | |
- | Liquid D1 2B | 2B | INT4 Q8 FP16 | 162 tok/s 116 tok/s 71 tok/s | ~163 ms ~166 ms ~171 ms | |
- | LTX-Video 0.9.1 | 2B | INT4 Q8 FP16 | 162 tok/s 116 tok/s 71 tok/s | ~163 ms ~166 ms ~171 ms | |
- | Stable Diffusion 3 Medium | 2B | INT4 Q8 FP16 | 162 tok/s 116 tok/s 71 tok/s | ~163 ms ~166 ms ~171 ms | |
- | Kandinsky 3.0 | 2.1B | INT4 Q8 FP16 | 158 tok/s 113 tok/s 68 tok/s | ~170 ms ~173 ms ~178 ms | |
- | LTX-2 | 2.2B | INT4 Q8 FP16 | 155 tok/s 109 tok/s 66 tok/s | ~177 ms ~180 ms ~186 ms | |
- | SDXL 1.0 Refiner | 2.31B | INT4 Q8 FP16 | 151 tok/s 106 tok/s 63 tok/s | ~184 ms ~187 ms ~194 ms | |
- | Stable Diffusion 3.5 Medium | 2.5B | INT4 Q8 FP16 | 144 tok/s 100 tok/s 60 tok/s | ~198 ms ~201 ms ~207 ms | |
- | SDXL 1.0 Base | 2.56B | INT4 Q8 FP16 | 143 tok/s 98 tok/s 58 tok/s | ~202 ms ~205 ms ~212 ms | |
- | SDXL Turbo | 2.56B | INT4 Q8 FP16 | 143 tok/s 98 tok/s 58 tok/s | ~202 ms ~205 ms ~212 ms | |
- | Falcon-3B | 3B | INT4 Q8 FP16 | 138 tok/s 91 tok/s 52 tok/s | ~232 ms ~235 ms ~244 ms | |
- | CroissantLLM Base | 1.3B | INT4 Q8 FP16 | 135 tok/s 114 tok/s 81 tok/s | ~112 ms ~114 ms ~117 ms | |
- | Phi-1 | 1.3B | INT4 Q8 FP16 | 135 tok/s 114 tok/s 81 tok/s | ~112 ms ~114 ms ~117 ms | |
- | Phi-1.5 | 1.3B | INT4 Q8 FP16 | 135 tok/s 114 tok/s 81 tok/s | ~112 ms ~114 ms ~117 ms | |
- | DeepSeek-R1 3B | 3B | INT4 Q8 FP16 | 132 tok/s 89 tok/s 51 tok/s | ~232 ms ~236 ms ~244 ms | |
- | Mellum 2.1 12B A2.5B Thinking | 12B (2.5B active) | INT4 Q8 FP16 | 132 tok/s 94 tok/s 52 tok/s | ~227 ms ~230 ms ~276 ms | |
- | Falcon3-3B | 3B | INT4 Q8 FP16 | 130 tok/s 88 tok/s 51 tok/s | ~232 ms ~236 ms ~244 ms | |
- | LFM2-VL 3B | 3B | INT4 Q8 FP16 | 130 tok/s 88 tok/s 51 tok/s | ~232 ms ~236 ms ~244 ms | |
- | Liquid D1 3B | 3B | INT4 Q8 FP16 | 130 tok/s 88 tok/s 51 tok/s | ~232 ms ~236 ms ~244 ms | |
- | Liquid D1-VL 3B | 3B | INT4 Q8 FP16 | 130 tok/s 88 tok/s 51 tok/s | ~232 ms ~236 ms ~244 ms | |
- | Liquid LFM2-VL 3B D1 | 3B | INT4 Q8 FP16 | 130 tok/s 88 tok/s 51 tok/s | ~232 ms ~236 ms ~244 ms | |
- | Qwen2.5-3B | 3B | INT4 Q8 FP16 | 130 tok/s 88 tok/s 51 tok/s | ~232 ms ~236 ms ~244 ms | |
- | LFM2.5 24B A2B | 24B (2.5B active) | INT4 | 122 tok/s | ~256 ms | |
- | ERNIE-4.5-21B-A3B | 21B (3B active) | INT4 Q8 | 114 tok/s 73 tok/s | ~282 ms ~334 ms | |
- | ERNIE-4.5-21B-A3B-Base | 21B (3B active) | INT4 Q8 | 114 tok/s 73 tok/s | ~282 ms ~334 ms | |
- | ERNIE-4.5-VL-28B-A3B | 28B (3B active) | INT4 | 110 tok/s | ~296 ms | |
- | ERNIE-4.5-VL-28B-A3B-Base | 28B (3B active) | INT4 | 110 tok/s | ~296 ms | |
- | FLUX.2 Klein 4B | 4B | INT4 Q8 FP16 | 108 tok/s 71 tok/s 40 tok/s | ~301 ms ~306 ms ~317 ms | |
- | FrogNano 4B | 4B | INT4 Q8 FP16 | 108 tok/s 71 tok/s 40 tok/s | ~301 ms ~306 ms ~317 ms | |
- | Hy-Memory 30B A3B | 30B (3B active) | INT4 | 108 tok/s | ~301 ms | |
- | Hy-MT2 30B A3B | 30B (3B active) | INT4 | 108 tok/s | ~301 ms | |
- | Mage-VL Cowork | 4B | INT4 Q8 FP16 | 108 tok/s 71 tok/s 40 tok/s | ~301 ms ~306 ms ~317 ms | |
- | Spark X2.5 4B | 4B | INT4 Q8 FP16 | 108 tok/s 71 tok/s 40 tok/s | ~301 ms ~306 ms ~317 ms | |
- | EmbeddingGemma 2 | 2B | INT4 Q8 FP16 | 104 tok/s 85 tok/s 58 tok/s | ~167 ms ~169 ms ~174 ms | |
- | MiniCPM-V 4.7 35B A3B | 35B (3B active) | INT4 | 102 tok/s | ~332 ms | |
- | CogVideoX 1.5 5B | 5B | INT4 Q8 FP16 | 93 tok/s 59 tok/s 33 tok/s | ~371 ms ~377 ms ~391 ms | |
- | CogVideoX 5B | 5B | INT4 Q8 FP16 | 93 tok/s 59 tok/s 33 tok/s | ~371 ms ~377 ms ~391 ms | |
- | Wan 2.2 TI2V 5B | 5B | INT4 Q8 FP16 | 93 tok/s 59 tok/s 33 tok/s | ~371 ms ~377 ms ~391 ms | |
- | Phi-2 | 2.7B | INT4 Q8 FP16 | 91 tok/s 72 tok/s 47 tok/s | ~215 ms ~218 ms ~225 ms | |
- | MaLLaM-3B | 3B | INT4 Q8 FP16 | 87 tok/s 67 tok/s 43 tok/s | ~236 ms ~239 ms ~247 ms | |
- | SmolLM3 3B | 3B | INT4 Q8 FP16 | 87 tok/s 67 tok/s 43 tok/s | ~236 ms ~239 ms ~247 ms | |
- | Falcon-7B | 7B | INT4 Q8 FP16 | 75 tok/s 46 tok/s 24 tok/s | ~509 ms ~518 ms ~537 ms | |
- | AuraFlow v0.2 | 6.8B | INT4 Q8 FP16 | 74 tok/s 46 tok/s 25 tok/s | ~496 ms ~504 ms ~523 ms | |
- | AuraFlow v0.3 | 6.8B | INT4 Q8 FP16 | 74 tok/s 46 tok/s 25 tok/s | ~496 ms ~504 ms ~523 ms | |
- | Falcon3-7B | 7B | INT4 Q8 FP16 | 72 tok/s 44 tok/s 24 tok/s | ~510 ms ~518 ms ~537 ms | |
- | Hy-MT2 7B | 7B | INT4 Q8 FP16 | 72 tok/s 44 tok/s 24 tok/s | ~510 ms ~518 ms ~537 ms | |
- | Mistral-7B-v0.1 | 7.3B | INT4 Q8 FP16 | 70 tok/s 43 tok/s 23 tok/s | ~530 ms ~539 ms ~559 ms | |
- | Youtu Parsing Omni | 8B | INT4 Q8 FP16 | 67 tok/s 40 tok/s 21 tok/s | ~578 ms ~588 ms ~610 ms | |
- | Stable Diffusion 3.5 Large | 8.1B | INT4 Q8 FP16 | 64 tok/s 39 tok/s 21 tok/s | ~586 ms ~596 ms ~618 ms | |
- | Stable Diffusion 3.5 Large Turbo | 8.1B | INT4 Q8 FP16 | 64 tok/s 39 tok/s 21 tok/s | ~586 ms ~596 ms ~618 ms | |
- | FLUX.2 Klein 9B | 9B | INT4 Q8 FP16 | 59 tok/s 36 tok/s 18 tok/s | ~649 ms ~661 ms ~742 ms | |
- | LensVLM 9B | 9B | INT4 Q8 FP16 | 59 tok/s 36 tok/s 18 tok/s | ~649 ms ~661 ms ~742 ms | |
- | MiMo V2.6 Distill Qwen 9B | 9B | INT4 Q8 FP16 | 59 tok/s 36 tok/s 18 tok/s | ~649 ms ~661 ms ~742 ms | |
- | ChatGLM3-6B-32K | 6B | INT4 Q8 FP16 | 57 tok/s 41 tok/s 25 tok/s | ~445 ms ~452 ms ~469 ms | |
- | Yi-6B | 6B | INT4 Q8 FP16 | 57 tok/s 41 tok/s 25 tok/s | ~445 ms ~452 ms ~469 ms | |
- | Falcon3-10B | 10B | INT4 Q8 FP16 | 54 tok/s 32 tok/s 16 tok/s | ~719 ms ~731 ms ~822 ms | |
- | Kimi-VL-A3B-Instruct | 16B (3B active) | INT4 Q8 | 54 tok/s 45 tok/s | ~281 ms ~307 ms | |
- | Mochi 1 Preview | 10B | INT4 Q8 FP16 | 54 tok/s 32 tok/s 16 tok/s | ~719 ms ~731 ms ~822 ms | |
- | Falcon2-11B | 11B | INT4 Q8 FP16 | 52 tok/s 30 tok/s 14 tok/s | ~788 ms ~801 ms ~972 ms | |
- | Hunyuan Lite | 7B | INT4 Q8 FP16 | 52 tok/s 36 tok/s 21 tok/s | ~515 ms ~523 ms ~542 ms | |
- | OLMo 3 7B Base | 7B | INT4 Q8 FP16 | 52 tok/s 36 tok/s 21 tok/s | ~515 ms ~523 ms ~542 ms | |
- | SEA-LION-7B | 7.1B | INT4 Q8 FP16 | 51 tok/s 36 tok/s 21 tok/s | ~522 ms ~530 ms ~550 ms | |
- | SEA-LION-7B-Instruct | 7.1B | INT4 Q8 FP16 | 51 tok/s 36 tok/s 21 tok/s | ~522 ms ~530 ms ~550 ms | |
- | FLUX.1 Canny Dev | 11.9B | INT4 Q8 FP16 | 47 tok/s 28 tok/s 13 tok/s | ~853 ms ~867 ms ~1.1s | |
- | FLUX.1 Depth Dev | 11.9B | INT4 Q8 FP16 | 47 tok/s 28 tok/s 13 tok/s | ~853 ms ~867 ms ~1.1s | |
- | FLUX.1 Dev | 11.9B | INT4 Q8 FP16 | 47 tok/s 28 tok/s 13 tok/s | ~853 ms ~867 ms ~1.1s | |
- | FLUX.1 Fill Dev | 11.9B | INT4 Q8 FP16 | 47 tok/s 28 tok/s 13 tok/s | ~853 ms ~867 ms ~1.1s | |
- | FLUX.1 Schnell | 11.9B | INT4 Q8 FP16 | 47 tok/s 28 tok/s 13 tok/s | ~853 ms ~867 ms ~1.1s | |
- | Sahabat-AI-Llama3-8B-Instruct | 8B | INT4 Q8 FP16 | 47 tok/s 32 tok/s 18 tok/s | ~585 ms ~594 ms ~667 ms | |
- | Typhoon-2-8B | 8B | INT4 Q8 FP16 | 47 tok/s 32 tok/s 18 tok/s | ~585 ms ~594 ms ~667 ms | |
- | HunyuanVideo 1.5 720P T2V | 13B | INT4 Q8 | 43 tok/s 25 tok/s | ~929 ms ~945 ms | |
- | GLM-4-9B | 9B | INT4 Q8 FP16 | 42 tok/s 29 tok/s 16 tok/s | ~656 ms ~667 ms ~748 ms | |
- | GLM-4-9B-Chat | 9B | INT4 Q8 FP16 | 42 tok/s 29 tok/s 16 tok/s | ~656 ms ~667 ms ~748 ms | |
- | GLM-4-9B-Chat-1M | 9B | INT4 Q8 FP16 | 42 tok/s 29 tok/s 16 tok/s | ~656 ms ~667 ms ~748 ms | |
- | Sahabat-AI-Gemma2-9B | 9.2B | INT4 Q8 FP16 | 42 tok/s 29 tok/s 16 tok/s | ~670 ms ~680 ms ~764 ms | |
- | Sahabat-AI-Gemma2-9B-Instruct | 9.2B | INT4 Q8 FP16 | 42 tok/s 29 tok/s 16 tok/s | ~670 ms ~680 ms ~764 ms | |
- | Yi-9B | 9B | INT4 Q8 FP16 | 42 tok/s 29 tok/s 16 tok/s | ~656 ms ~667 ms ~748 ms | |
- | Wan 2.1 I2V 14B 720P | 14B | INT4 Q8 | 40 tok/s 24 tok/s | ~999 ms ~1.0s | |
- | Wan 2.1 T2V 14B | 14B | INT4 Q8 | 40 tok/s 24 tok/s | ~999 ms ~1.0s | |
- | Wan 2.2 T2V A14B | 14B | INT4 Q8 | 40 tok/s 24 tok/s | ~999 ms ~1.0s | |
- | FLUX.2 Dev | 15B | INT4 Q8 | 38 tok/s 22 tok/s | ~1.1s ~1.1s | |
- | GreenMind-14B-R1 | 14B | INT4 Q8 | 30 tok/s 20 tok/s | ~1.0s ~1.0s | |
- | Arete 27B | 27B | INT4 | 22 tok/s | ~1.9s | |
- | AREX-2 | 27B | INT4 | 22 tok/s | ~1.9s | |
- | PPLX Decider v1 27B | 27B | INT4 | 22 tok/s | ~1.9s | |
- | PPLX Decider v1.1 27B | 27B | INT4 | 22 tok/s | ~1.9s | |
- | Agnes 3.0 Flash | 33B | INT4 | 19 tok/s | ~2.3s | |
- | Falcon-40B | 40B | INT4 | 15 tok/s | ~3.0s | |
Inference Capacity
Maximum model parameter class runnable by weight precision.
Context:
4-bit
32B Models
8-bit
14B Models
16-bit
8B Models
Fine-Tuning Capacity
Hardware capacity for local training and adapter fine-tuning.
Context Length:
QLoRA
32B Models
LoRA
14B Models
Full Parameter Training
3B Models
Workload Recommendations
Guidance for optimal precision and operational ceilings on NVIDIA RTX 4500 Ada Generation (24GB).
Inference Sweet Spot
Optimized for 14B models at uncompressed or Q8 precision, and 32B models at Q4 with up to 32k context.
Bandwidth & Speed Profile
With 432 GB/s aggregate bandwidth, batch size 1 inference operates in a memory-bandwidth bound regime. Generates approximately 96 tok/s on an 8B Q4 model and 11 tok/s on a 70B Q4 model.
Frequently Asked Questions
©2025 ApX Machine Learning