NVIDIA RTX 5000 Blackwell (48GB)
The NVIDIA RTX 5000 Blackwell (48GB) features 48 GB of dedicated VRAM and 1344 GB/s memory bandwidth, supporting CUDA and TensorRT-LLM runtimes for full-precision and quantized inference.
Memory
48 GB
Usable Memory Ceiling
48 GB
Bandwidth
1344 GB/s
Max Inference Class
32B Models (Q4)
TDP
250W
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 5000 Blackwell (48GB)
Inference throughput, memory compatibility, and generation speeds for open-weights LLMs on NVIDIA RTX 5000 Blackwell (48GB).
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Context:
KV Cache:
GPUs:
| Rank | Model | Parameters | Precision | TPS (Approx.) | TTFT | Can Run |
|---|---|---|---|---|---|---|
#48 | Qwen 3.8 27B | 27B | INT4 Q8 | 370 tok/s 370 tok/s | ~21 ms ~21 ms | |
#83 | K2 Horizon MoVA 36B A4B | 36B (4B active) | INT4 Q8 | 370 tok/s 370 tok/s | ~10 ms ~10 ms | |
#93 | Qwen3.5-27B | 27B | INT4 Q8 | 370 tok/s 370 tok/s | ~21 ms ~21 ms | |
#105 | Sarvam-30B | 32B (2.4B active) | INT4 Q8 | 370 tok/s 370 tok/s | ~9 ms ~9 ms | |
#106 | Qwen3.6 35B A3B | 35B (3B active) | INT4 Q8 | 370 tok/s 370 tok/s | ~9 ms ~9 ms | |
#107 | Nemotron 3.5 Bolt 74B A9B | 74B | INT4 | 352 tok/s | ~45 ms | |
#110 | Muse Glimmer 30B | 30B | INT4 Q8 | 370 tok/s 370 tok/s | ~23 ms ~23 ms | |
#111 | MiMo V2 Flash | 15B (309B active) | INT4 Q8 FP16 | 370 tok/s 370 tok/s 370 tok/s | ~162 ms ~162 ms ~162 ms | |
#112 | Phi-4 Reasoning Plus | 14B | INT4 Q8 FP16 | 370 tok/s 370 tok/s 370 tok/s | ~15 ms ~15 ms ~15 ms | |
#117 | Gemma 4 26B A4B | 25.2B (3.8B active) | INT4 Q8 | 370 tok/s 370 tok/s | ~10 ms ~10 ms | |
#125 | Qwen3.5-9B | 9B | INT4 Q8 FP16 | 370 tok/s 370 tok/s 370 tok/s | ~12 ms ~12 ms ~12 ms | |
#126 | Qwen3.5-35B-A3B | 35B (3B active) | INT4 Q8 | 370 tok/s 370 tok/s | ~9 ms ~9 ms | |
#128 | K2 Horizon 7B | 7B | INT4 Q8 FP16 | 370 tok/s 370 tok/s 370 tok/s | ~11 ms ~11 ms ~11 ms | |
#135 | Gemma 4 12B | 11.95B | INT4 Q8 FP16 | 370 tok/s 370 tok/s 370 tok/s | ~14 ms ~14 ms ~14 ms | |
#140 | Qwen3.5-4B | 4B | INT4 Q8 FP16 | 370 tok/s 370 tok/s 370 tok/s | ~10 ms ~10 ms ~10 ms | |
#143 | GPT-OSS 20B | 21B (3.6B active) | INT4 Q8 FP16 | 370 tok/s 370 tok/s 333 tok/s | ~10 ms ~10 ms ~10 ms | |
#144 | GLM-4V | 9B | INT4 Q8 FP16 | 370 tok/s 370 tok/s 370 tok/s | ~12 ms ~12 ms ~12 ms | |
#150 | NVIDIA Nemotron 3 Nano 30B-A3B | 3.5B (30B active) | INT4 Q8 FP16 | 370 tok/s 370 tok/s 370 tok/s | ~23 ms ~23 ms ~23 ms | |
#153 | Qwen3-30B-A3B | 30B (3B active) | INT4 Q8 | 370 tok/s 370 tok/s | ~9 ms ~9 ms | |
#158 | Granite 4.2 8B | 8B | INT4 Q8 FP16 | 370 tok/s 370 tok/s 370 tok/s | ~12 ms ~12 ms ~12 ms | |
#159 | Gemma 4 E4B | 8B | INT4 Q8 FP16 | 370 tok/s 370 tok/s 370 tok/s | ~12 ms ~12 ms ~12 ms | |
#162 | Qwen2.5-72B | 72B | INT4 | 352 tok/s | ~44 ms | |
#163 | Mistral Large 3 | 41B (675B active) | INT4 | 370 tok/s | ~345 ms | |
#164 | DeepSeek-R1 70B | 70B | INT4 | 370 tok/s | ~43 ms | |
#165 | GLM-4 | 32B | INT4 Q8 | 370 tok/s 352 tok/s | ~24 ms ~24 ms | |
#166 | Phi-4 | 14B | INT4 Q8 FP16 | 370 tok/s 370 tok/s 370 tok/s | ~15 ms ~15 ms ~15 ms | |
#167 | Gemma 3 27B | 27B | INT4 Q8 | 370 tok/s 370 tok/s | ~21 ms ~21 ms | |
#168 | Llama 3.3 70B | 70B | INT4 | 370 tok/s | ~43 ms | |
#170 | DeepSeek-R1 32B | 32B | INT4 Q8 | 370 tok/s 370 tok/s | ~24 ms ~24 ms | |
#171 | Qwen3-32B | 32B | INT4 Q8 | 370 tok/s 370 tok/s | ~24 ms ~24 ms | |
#173 | Hunyuan Standard | 52B (389B active) | INT4 | 370 tok/s | ~202 ms | |
#175 | Magistral Small | 24B | INT4 Q8 | 370 tok/s 370 tok/s | ~20 ms ~20 ms | |
#176 | OLMo 3.1 32B Instruct | 32B | INT4 Q8 | 370 tok/s 352 tok/s | ~24 ms ~24 ms | |
#177 | Qwen2.5-32B | 32B | INT4 Q8 | 370 tok/s 370 tok/s | ~24 ms ~24 ms | |
#178 | OLMo 3 7B Think | 7B | INT4 Q8 FP16 | 370 tok/s 370 tok/s 370 tok/s | ~11 ms ~11 ms ~11 ms | |
#179 | DeepSeek-R1 14B | 14B | INT4 Q8 FP16 | 370 tok/s 370 tok/s 370 tok/s | ~15 ms ~15 ms ~15 ms | |
#181 | Llama 3.1 70B | 70B | INT4 | 370 tok/s | ~43 ms | |
#183 | Ministral 3 14B | 14B | INT4 Q8 FP16 | 370 tok/s 370 tok/s 370 tok/s | ~15 ms ~15 ms ~15 ms | |
#186 | Gemma 3 12B | 12B | INT4 Q8 FP16 | 370 tok/s 370 tok/s 370 tok/s | ~14 ms ~14 ms ~14 ms | |
#187 | Qwen2-72B | 72B | INT4 | 352 tok/s | ~44 ms | |
#188 | Mistral-Small-2501 | 24B | INT4 Q8 FP16 | 370 tok/s 370 tok/s 333 tok/s | ~20 ms ~20 ms ~20 ms | |
#189 | Ministral 3 8B | 8B | INT4 Q8 FP16 | 370 tok/s 370 tok/s 370 tok/s | ~12 ms ~12 ms ~12 ms | |
#190 | Gemma 4 31B | 30.7B | INT4 Q8 | 370 tok/s 370 tok/s | ~23 ms ~23 ms | |
#191 | MiniCPM5-2B | 2B | INT4 Q8 FP16 | 370 tok/s 370 tok/s 370 tok/s | ~9 ms ~9 ms ~9 ms | |
#192 | Qwen3.5-2B | 2B | INT4 Q8 FP16 | 370 tok/s 370 tok/s 370 tok/s | ~9 ms ~9 ms ~9 ms | |
#193 | Gemma 2 27B | 27B | INT4 Q8 | 370 tok/s 370 tok/s | ~21 ms ~21 ms | |
#194 | Qwen2.5-14B | 14B | INT4 Q8 FP16 | 370 tok/s 370 tok/s 370 tok/s | ~15 ms ~15 ms ~15 ms | |
#195 | OLMo 3.1 32B Think | 32B | INT4 Q8 | 370 tok/s 352 tok/s | ~24 ms ~24 ms | |
#196 | Nemotron 3.5 Lightning | 30B (3B active) | INT4 Q8 | 370 tok/s 370 tok/s | ~9 ms ~9 ms | |
#198 | Llama 3 70B | 70B | INT4 | 370 tok/s | ~43 ms | |
#200 | Gemma 4 E2B | 5.1B | INT4 Q8 FP16 | 370 tok/s 370 tok/s 370 tok/s | ~10 ms ~10 ms ~10 ms | |
#202 | DeepSeek-R1 8B | 8B | INT4 Q8 FP16 | 370 tok/s 370 tok/s 370 tok/s | ~12 ms ~12 ms ~12 ms | |
#203 | Kimi Linear 48B A3B Instruct | 48B (3B active) | INT4 | 370 tok/s | ~9 ms | |
#204 | Qwen3-4B | 4B | INT4 Q8 FP16 | 370 tok/s 370 tok/s 370 tok/s | ~10 ms ~10 ms ~10 ms | |
#205 | Ministral 3 3B | 3B | INT4 Q8 FP16 | 370 tok/s 370 tok/s 370 tok/s | ~9 ms ~9 ms ~9 ms | |
#206 | OLMo 3 32B Base | 32B | INT4 Q8 | 370 tok/s 352 tok/s | ~24 ms ~24 ms | |
#207 | Gemma 2 9B | 9B | INT4 Q8 FP16 | 370 tok/s 370 tok/s 370 tok/s | ~12 ms ~12 ms ~12 ms | |
#208 | Qwen3.5-0.8B | 0.8B | INT4 Q8 FP16 | 370 tok/s 370 tok/s 370 tok/s | ~8 ms ~8 ms ~8 ms | |
#209 | Qwen3-14B | 14B | INT4 Q8 FP16 | 370 tok/s 370 tok/s 370 tok/s | ~15 ms ~15 ms ~15 ms | |
#210 | Gemma 3 4B | 4B | INT4 Q8 FP16 | 370 tok/s 370 tok/s 370 tok/s | ~10 ms ~10 ms ~10 ms | |
#211 | Qwen3-8B | 8B | INT4 Q8 FP16 | 370 tok/s 370 tok/s 370 tok/s | ~12 ms ~12 ms ~12 ms | |
#213 | DeepSeek-R1 7B | 7B | INT4 Q8 FP16 | 370 tok/s 370 tok/s 370 tok/s | ~11 ms ~11 ms ~11 ms | |
#214 | Qwen3-1.7B | 1.7B | INT4 Q8 FP16 | 370 tok/s 370 tok/s 370 tok/s | ~9 ms ~9 ms ~9 ms | |
#215 | Llama 3.1 8B | 8B | INT4 Q8 FP16 | 370 tok/s 370 tok/s 370 tok/s | ~12 ms ~12 ms ~12 ms | |
#216 | Gemma 3 270M | 0.27B | INT4 Q8 FP16 | 370 tok/s 370 tok/s 370 tok/s | ~8 ms ~8 ms ~8 ms | |
#217 | Command R | 35B | INT4 Q8 | 370 tok/s 352 tok/s | ~25 ms ~25 ms | |
#218 | Qwen3-0.6B | 0.6B | INT4 Q8 FP16 | 370 tok/s 370 tok/s 370 tok/s | ~8 ms ~8 ms ~8 ms | |
#219 | Llama 3 8B | 8B | INT4 Q8 FP16 | 370 tok/s 370 tok/s 370 tok/s | ~12 ms ~12 ms ~12 ms | |
#221 | Phi-4-Mini | 3.8B | INT4 Q8 FP16 | 370 tok/s 370 tok/s 370 tok/s | ~10 ms ~10 ms ~10 ms | |
#222 | Mixtral-8x7B-v0.1 | 46.7B (7B active) | INT4 Q8 | 370 tok/s 333 tok/s | ~11 ms ~12 ms | |
#223 | Qwen2.5-7B | 7B | INT4 Q8 FP16 | 370 tok/s 370 tok/s 370 tok/s | ~11 ms ~11 ms ~11 ms | |
#224 | Ministral-8B-2410 | 8B | INT4 Q8 FP16 | 370 tok/s 370 tok/s 370 tok/s | ~12 ms ~12 ms ~12 ms | |
#225 | DeepSeek-R1 1.5B | 1.5B | INT4 Q8 FP16 | 370 tok/s 370 tok/s 370 tok/s | ~8 ms ~8 ms ~8 ms | |
#226 | Llama 3.2 3B | 3B | INT4 Q8 FP16 | 370 tok/s 370 tok/s 370 tok/s | ~9 ms ~9 ms ~9 ms | |
#227 | Nemotron 3.5 Lightning 30B A3B | 30B (3B active) | INT4 Q8 | 370 tok/s 370 tok/s | ~9 ms ~9 ms | |
#228 | Phi-3-mini | 3.8B | INT4 Q8 FP16 | 370 tok/s 370 tok/s 370 tok/s | ~10 ms ~10 ms ~10 ms | |
#229 | Gemma 3n E2B IT | 6B (2B active) | INT4 Q8 FP16 | 370 tok/s 370 tok/s 370 tok/s | ~9 ms ~9 ms ~9 ms | |
#230 | Mistral-7B-Instruct-v0.1 | 7.3B | INT4 Q8 FP16 | 370 tok/s 370 tok/s 370 tok/s | ~11 ms ~11 ms ~11 ms | |
#231 | Llama 3.2 1B | 1B | INT4 Q8 FP16 | 370 tok/s 370 tok/s 370 tok/s | ~8 ms ~8 ms ~8 ms | |
#232 | Gemma 2 2B | 2B | INT4 Q8 FP16 | 370 tok/s 370 tok/s 370 tok/s | ~9 ms ~9 ms ~9 ms | |
#233 | Phi-3-medium | 14B | INT4 Q8 FP16 | 370 tok/s 370 tok/s 370 tok/s | ~15 ms ~15 ms ~15 ms | |
#234 | OLMo 3 7B Instruct | 7B | INT4 Q8 FP16 | 370 tok/s 370 tok/s 370 tok/s | ~11 ms ~11 ms ~11 ms | |
#235 | Yi-34B | 34B | INT4 Q8 | 370 tok/s 352 tok/s | ~25 ms ~25 ms | |
#236 | Qwen2-7B | 7B | INT4 Q8 FP16 | 370 tok/s 370 tok/s 370 tok/s | ~11 ms ~11 ms ~11 ms | |
#237 | Phi-3-small | 7B | INT4 Q8 FP16 | 370 tok/s 370 tok/s 370 tok/s | ~11 ms ~11 ms ~11 ms | |
#238 | Gemma 3 1B | 1B | INT4 Q8 FP16 | 370 tok/s 370 tok/s 370 tok/s | ~8 ms ~8 ms ~8 ms | |
#239 | Mistral-7B-Instruct-v0.2 | 7.3B | INT4 Q8 FP16 | 370 tok/s 370 tok/s 370 tok/s | ~11 ms ~11 ms ~11 ms | |
#241 | Gemma 1 7B | 7B | INT4 Q8 FP16 | 370 tok/s 370 tok/s 370 tok/s | ~11 ms ~11 ms ~11 ms | |
#242 | Gemma 1 2B | 2B | INT4 Q8 FP16 | 370 tok/s 370 tok/s 370 tok/s | ~9 ms ~9 ms ~9 ms | |
#243 | ChatGLM3-6B | 6B | INT4 Q8 FP16 | 370 tok/s 370 tok/s 370 tok/s | ~11 ms ~11 ms ~11 ms | |
#244 | ChatGLM2-6B | 6B | INT4 Q8 FP16 | 370 tok/s 370 tok/s 370 tok/s | ~11 ms ~11 ms ~11 ms | |
#245 | ChatGLM-6B | 6B | INT4 Q8 FP16 | 370 tok/s 370 tok/s 370 tok/s | ~11 ms ~11 ms ~11 ms | |
Unranked Models (Sorted by Speed) | ||||||
- | Agnes 3.0 Flash | 33B | INT4 Q8 | 370 tok/s 370 tok/s | ~24 ms ~24 ms | |
- | Arete 27B | 27B | INT4 Q8 | 370 tok/s 370 tok/s | ~21 ms ~21 ms | |
- | AREX-2 | 27B | INT4 Q8 | 370 tok/s 370 tok/s | ~21 ms ~21 ms | |
- | AuraFlow v0.2 | 6.8B | INT4 Q8 FP16 | 370 tok/s 370 tok/s 370 tok/s | ~11 ms ~11 ms ~11 ms | |
- | AuraFlow v0.3 | 6.8B | INT4 Q8 FP16 | 370 tok/s 370 tok/s 370 tok/s | ~11 ms ~11 ms ~11 ms | |
- | ChatGLM3-6B-32K | 6B | INT4 Q8 FP16 | 370 tok/s 370 tok/s 370 tok/s | ~11 ms ~11 ms ~11 ms | |
- | CogVideoX 1.5 5B | 5B | INT4 Q8 FP16 | 370 tok/s 370 tok/s 370 tok/s | ~10 ms ~10 ms ~10 ms | |
- | CogVideoX 2B | 2B | INT4 Q8 FP16 | 370 tok/s 370 tok/s 370 tok/s | ~9 ms ~9 ms ~9 ms | |
- | CogVideoX 5B | 5B | INT4 Q8 FP16 | 370 tok/s 370 tok/s 370 tok/s | ~10 ms ~10 ms ~10 ms | |
- | CroissantLLM Base | 1.3B | INT4 Q8 FP16 | 370 tok/s 370 tok/s 370 tok/s | ~8 ms ~8 ms ~8 ms | |
- | DeepSeek-R1 3B | 3B | INT4 Q8 FP16 | 370 tok/s 370 tok/s 370 tok/s | ~9 ms ~9 ms ~9 ms | |
- | DINOv3 ViT-L/16 | 0.3B | INT4 Q8 FP16 | 370 tok/s 370 tok/s 370 tok/s | ~8 ms ~8 ms ~8 ms | |
- | EmbeddingGemma 2 | 2B | INT4 Q8 FP16 | 370 tok/s 370 tok/s 370 tok/s | ~9 ms ~9 ms ~9 ms | |
- | ERNIE-4.5-0.3B | 0.3B | INT4 Q8 FP16 | 370 tok/s 370 tok/s 370 tok/s | ~8 ms ~8 ms ~8 ms | |
- | ERNIE-4.5-0.3B-Base | 0.3B | INT4 Q8 FP16 | 370 tok/s 370 tok/s 370 tok/s | ~8 ms ~8 ms ~8 ms | |
- | ERNIE-4.5-21B-A3B | 21B (3B active) | INT4 Q8 FP16 | 370 tok/s 370 tok/s 352 tok/s | ~9 ms ~9 ms ~9 ms | |
- | ERNIE-4.5-21B-A3B-Base | 21B (3B active) | INT4 Q8 FP16 | 370 tok/s 370 tok/s 352 tok/s | ~9 ms ~9 ms ~9 ms | |
- | ERNIE-4.5-VL-28B-A3B | 28B (3B active) | INT4 Q8 | 370 tok/s 370 tok/s | ~9 ms ~9 ms | |
- | ERNIE-4.5-VL-28B-A3B-Base | 28B (3B active) | INT4 Q8 | 370 tok/s 370 tok/s | ~9 ms ~9 ms | |
- | Falcon-1B | 1B | INT4 Q8 FP16 | 370 tok/s 370 tok/s 370 tok/s | ~8 ms ~8 ms ~8 ms | |
- | Falcon-3B | 3B | INT4 Q8 FP16 | 370 tok/s 370 tok/s 370 tok/s | ~9 ms ~9 ms ~9 ms | |
- | Falcon-40B | 40B | INT4 Q8 | 370 tok/s 352 tok/s | ~28 ms ~28 ms | |
- | Falcon-7B | 7B | INT4 Q8 FP16 | 370 tok/s 370 tok/s 370 tok/s | ~11 ms ~11 ms ~11 ms | |
- | Falcon2-11B | 11B | INT4 Q8 FP16 | 370 tok/s 370 tok/s 370 tok/s | ~13 ms ~13 ms ~13 ms | |
- | Falcon3-10B | 10B | INT4 Q8 FP16 | 370 tok/s 370 tok/s 370 tok/s | ~13 ms ~13 ms ~13 ms | |
- | Falcon3-1B | 1B | INT4 Q8 FP16 | 370 tok/s 370 tok/s 370 tok/s | ~8 ms ~8 ms ~8 ms | |
- | Falcon3-3B | 3B | INT4 Q8 FP16 | 370 tok/s 370 tok/s 370 tok/s | ~9 ms ~9 ms ~9 ms | |
- | Falcon3-7B | 7B | INT4 Q8 FP16 | 370 tok/s 370 tok/s 370 tok/s | ~11 ms ~11 ms ~11 ms | |
- | FLUX.1 Canny Dev | 11.9B | INT4 Q8 FP16 | 370 tok/s 370 tok/s 370 tok/s | ~14 ms ~14 ms ~14 ms | |
- | FLUX.1 Depth Dev | 11.9B | INT4 Q8 FP16 | 370 tok/s 370 tok/s 370 tok/s | ~14 ms ~14 ms ~14 ms | |
- | FLUX.1 Dev | 11.9B | INT4 Q8 FP16 | 370 tok/s 370 tok/s 370 tok/s | ~14 ms ~14 ms ~14 ms | |
- | FLUX.1 Fill Dev | 11.9B | INT4 Q8 FP16 | 370 tok/s 370 tok/s 370 tok/s | ~14 ms ~14 ms ~14 ms | |
- | FLUX.1 Schnell | 11.9B | INT4 Q8 FP16 | 370 tok/s 370 tok/s 370 tok/s | ~14 ms ~14 ms ~14 ms | |
- | FLUX.2 Dev | 15B | INT4 Q8 FP16 | 370 tok/s 370 tok/s 370 tok/s | ~15 ms ~15 ms ~15 ms | |
- | FLUX.2 Klein 4B | 4B | INT4 Q8 FP16 | 370 tok/s 370 tok/s 370 tok/s | ~10 ms ~10 ms ~10 ms | |
- | FLUX.2 Klein 9B | 9B | INT4 Q8 FP16 | 370 tok/s 370 tok/s 370 tok/s | ~12 ms ~12 ms ~12 ms | |
- | FrogNano 4B | 4B | INT4 Q8 FP16 | 370 tok/s 370 tok/s 370 tok/s | ~10 ms ~10 ms ~10 ms | |
- | GLM-4-9B | 9B | INT4 Q8 FP16 | 370 tok/s 370 tok/s 370 tok/s | ~12 ms ~12 ms ~12 ms | |
- | GLM-4-9B-Chat | 9B | INT4 Q8 FP16 | 370 tok/s 370 tok/s 370 tok/s | ~12 ms ~12 ms ~12 ms | |
- | GLM-4-9B-Chat-1M | 9B | INT4 Q8 FP16 | 370 tok/s 370 tok/s 370 tok/s | ~12 ms ~12 ms ~12 ms | |
- | GreenMind-14B-R1 | 14B | INT4 Q8 FP16 | 370 tok/s 370 tok/s 370 tok/s | ~15 ms ~15 ms ~15 ms | |
- | Hunyuan Lite | 7B | INT4 Q8 FP16 | 370 tok/s 370 tok/s 370 tok/s | ~11 ms ~11 ms ~11 ms | |
- | HunyuanVideo 1.5 720P T2V | 13B | INT4 Q8 FP16 | 370 tok/s 370 tok/s 370 tok/s | ~14 ms ~14 ms ~14 ms | |
- | Hy-Memory 30B A3B | 30B (3B active) | INT4 Q8 | 370 tok/s 370 tok/s | ~9 ms ~9 ms | |
- | Hy-MT2 1.8B | 1.8B | INT4 Q8 FP16 | 370 tok/s 370 tok/s 370 tok/s | ~9 ms ~9 ms ~9 ms | |
- | Hy-MT2 30B A3B | 30B (3B active) | INT4 Q8 | 370 tok/s 370 tok/s | ~9 ms ~9 ms | |
- | Hy-MT2 7B | 7B | INT4 Q8 FP16 | 370 tok/s 370 tok/s 370 tok/s | ~11 ms ~11 ms ~11 ms | |
- | Kandinsky 2.2 Decoder | 1.22B | INT4 Q8 FP16 | 370 tok/s 370 tok/s 370 tok/s | ~8 ms ~8 ms ~8 ms | |
- | Kandinsky 3.0 | 2.1B | INT4 Q8 FP16 | 370 tok/s 370 tok/s 370 tok/s | ~9 ms ~9 ms ~9 ms | |
- | Kimi-VL-A3B-Instruct | 16B (3B active) | INT4 Q8 FP16 | 370 tok/s 370 tok/s 370 tok/s | ~9 ms ~9 ms ~9 ms | |
- | LensVLM 9B | 9B | INT4 Q8 FP16 | 370 tok/s 370 tok/s 370 tok/s | ~12 ms ~12 ms ~12 ms | |
- | LFM2-VL 3B | 3B | INT4 Q8 FP16 | 370 tok/s 370 tok/s 370 tok/s | ~9 ms ~9 ms ~9 ms | |
- | LFM2.5 24B A2B | 24B (2.5B active) | INT4 Q8 FP16 | 370 tok/s 370 tok/s 333 tok/s | ~9 ms ~9 ms ~9 ms | |
- | LFM3 1.7B | 1.7B | INT4 Q8 FP16 | 370 tok/s 370 tok/s 370 tok/s | ~9 ms ~9 ms ~9 ms | |
- | LFM3 1.7B Base | 1.7B | INT4 Q8 FP16 | 370 tok/s 370 tok/s 370 tok/s | ~9 ms ~9 ms ~9 ms | |
- | LFM3 Audio 2B | 2B | INT4 Q8 FP16 | 370 tok/s 370 tok/s 370 tok/s | ~9 ms ~9 ms ~9 ms | |
- | LFM3 Omni 2B | 2B | INT4 Q8 FP16 | 370 tok/s 370 tok/s 370 tok/s | ~9 ms ~9 ms ~9 ms | |
- | LFM3 VL 2B | 2B | INT4 Q8 FP16 | 370 tok/s 370 tok/s 370 tok/s | ~9 ms ~9 ms ~9 ms | |
- | Liquid D1 2B | 2B | INT4 Q8 FP16 | 370 tok/s 370 tok/s 370 tok/s | ~9 ms ~9 ms ~9 ms | |
- | Liquid D1 3B | 3B | INT4 Q8 FP16 | 370 tok/s 370 tok/s 370 tok/s | ~9 ms ~9 ms ~9 ms | |
- | Liquid D1-Omni 600M | 0.6B | INT4 Q8 FP16 | 370 tok/s 370 tok/s 370 tok/s | ~8 ms ~8 ms ~8 ms | |
- | Liquid D1-VL 3B | 3B | INT4 Q8 FP16 | 370 tok/s 370 tok/s 370 tok/s | ~9 ms ~9 ms ~9 ms | |
- | Liquid LFM2-VL 3B D1 | 3B | INT4 Q8 FP16 | 370 tok/s 370 tok/s 370 tok/s | ~9 ms ~9 ms ~9 ms | |
- | LTX-2 | 2.2B | INT4 Q8 FP16 | 370 tok/s 370 tok/s 370 tok/s | ~9 ms ~9 ms ~9 ms | |
- | LTX-Video 0.9.1 | 2B | INT4 Q8 FP16 | 370 tok/s 370 tok/s 370 tok/s | ~9 ms ~9 ms ~9 ms | |
- | Mage-VL Cowork | 4B | INT4 Q8 FP16 | 370 tok/s 370 tok/s 370 tok/s | ~10 ms ~10 ms ~10 ms | |
- | MaLLaM-3B | 3B | INT4 Q8 FP16 | 370 tok/s 370 tok/s 370 tok/s | ~9 ms ~9 ms ~9 ms | |
- | Mellum 2.1 12B A2.5B Thinking | 12B (2.5B active) | INT4 Q8 FP16 | 370 tok/s 370 tok/s 370 tok/s | ~9 ms ~9 ms ~9 ms | |
- | MiMo V2.6 Distill Qwen 9B | 9B | INT4 Q8 FP16 | 370 tok/s 370 tok/s 370 tok/s | ~12 ms ~12 ms ~12 ms | |
- | MiniCPM-V 4.7 1B | 1B | INT4 Q8 FP16 | 370 tok/s 370 tok/s 370 tok/s | ~8 ms ~8 ms ~8 ms | |
- | MiniCPM-V 4.7 35B A3B | 35B (3B active) | INT4 Q8 | 370 tok/s 370 tok/s | ~9 ms ~9 ms | |
- | Mistral-7B-v0.1 | 7.3B | INT4 Q8 FP16 | 370 tok/s 370 tok/s 370 tok/s | ~11 ms ~11 ms ~11 ms | |
- | Mochi 1 Preview | 10B | INT4 Q8 FP16 | 370 tok/s 370 tok/s 370 tok/s | ~13 ms ~13 ms ~13 ms | |
- | Moondream 3.1 | 9B (2B active) | INT4 Q8 FP16 | 370 tok/s 370 tok/s 370 tok/s | ~9 ms ~9 ms ~9 ms | |
- | Nemotron 3.5 Parse | 0.63B | INT4 Q8 FP16 | 370 tok/s 370 tok/s 370 tok/s | ~8 ms ~8 ms ~8 ms | |
- | OLMo 3 7B Base | 7B | INT4 Q8 FP16 | 370 tok/s 370 tok/s 370 tok/s | ~11 ms ~11 ms ~11 ms | |
- | Phi-1 | 1.3B | INT4 Q8 FP16 | 370 tok/s 370 tok/s 370 tok/s | ~8 ms ~8 ms ~8 ms | |
- | Phi-1.5 | 1.3B | INT4 Q8 FP16 | 370 tok/s 370 tok/s 370 tok/s | ~8 ms ~8 ms ~8 ms | |
- | Phi-2 | 2.7B | INT4 Q8 FP16 | 370 tok/s 370 tok/s 370 tok/s | ~9 ms ~9 ms ~9 ms | |
- | PixArt-α XL 2 1024-MS | 0.61B | INT4 Q8 FP16 | 370 tok/s 370 tok/s 370 tok/s | ~8 ms ~8 ms ~8 ms | |
- | PixArt-Σ XL 2 1024-MS | 0.61B | INT4 Q8 FP16 | 370 tok/s 370 tok/s 370 tok/s | ~8 ms ~8 ms ~8 ms | |
- | PPLX Decider v1 27B | 27B | INT4 Q8 | 370 tok/s 370 tok/s | ~21 ms ~21 ms | |
- | PPLX Decider v1.1 27B | 27B | INT4 Q8 | 370 tok/s 370 tok/s | ~21 ms ~21 ms | |
- | Qwen2-0.5B | 0.5B | INT4 Q8 FP16 | 370 tok/s 370 tok/s 370 tok/s | ~8 ms ~8 ms ~8 ms | |
- | Qwen2-1.5B | 1.5B | INT4 Q8 FP16 | 370 tok/s 370 tok/s 370 tok/s | ~8 ms ~8 ms ~8 ms | |
- | Qwen2.5-0.5B | 0.5B | INT4 Q8 FP16 | 370 tok/s 370 tok/s 370 tok/s | ~8 ms ~8 ms ~8 ms | |
- | Qwen2.5-1.5B | 1.5B | INT4 Q8 FP16 | 370 tok/s 370 tok/s 370 tok/s | ~8 ms ~8 ms ~8 ms | |
- | Qwen2.5-3B | 3B | INT4 Q8 FP16 | 370 tok/s 370 tok/s 370 tok/s | ~9 ms ~9 ms ~9 ms | |
- | Sahabat-AI-Gemma2-9B | 9.2B | INT4 Q8 FP16 | 370 tok/s 370 tok/s 370 tok/s | ~12 ms ~12 ms ~12 ms | |
- | Sahabat-AI-Gemma2-9B-Instruct | 9.2B | INT4 Q8 FP16 | 370 tok/s 370 tok/s 370 tok/s | ~12 ms ~12 ms ~12 ms | |
- | Sahabat-AI-Llama3-8B-Instruct | 8B | INT4 Q8 FP16 | 370 tok/s 370 tok/s 370 tok/s | ~12 ms ~12 ms ~12 ms | |
- | SD 2.1 Turbo | 0.86B | INT4 Q8 FP16 | 370 tok/s 370 tok/s 370 tok/s | ~8 ms ~8 ms ~8 ms | |
- | SDXL 1.0 Base | 2.56B | INT4 Q8 FP16 | 370 tok/s 370 tok/s 370 tok/s | ~9 ms ~9 ms ~9 ms | |
- | SDXL 1.0 Refiner | 2.31B | INT4 Q8 FP16 | 370 tok/s 370 tok/s 370 tok/s | ~9 ms ~9 ms ~9 ms | |
- | SDXL Turbo | 2.56B | INT4 Q8 FP16 | 370 tok/s 370 tok/s 370 tok/s | ~9 ms ~9 ms ~9 ms | |
- | SEA-LION-7B | 7.1B | INT4 Q8 FP16 | 370 tok/s 370 tok/s 370 tok/s | ~11 ms ~11 ms ~11 ms | |
- | SEA-LION-7B-Instruct | 7.1B | INT4 Q8 FP16 | 370 tok/s 370 tok/s 370 tok/s | ~11 ms ~11 ms ~11 ms | |
- | SmolLM3 3B | 3B | INT4 Q8 FP16 | 370 tok/s 370 tok/s 370 tok/s | ~9 ms ~9 ms ~9 ms | |
- | Spark X2.5 1.7B | 1.7B | INT4 Q8 FP16 | 370 tok/s 370 tok/s 370 tok/s | ~9 ms ~9 ms ~9 ms | |
- | Spark X2.5 4B | 4B | INT4 Q8 FP16 | 370 tok/s 370 tok/s 370 tok/s | ~10 ms ~10 ms ~10 ms | |
- | Stable Diffusion 1.4 | 0.86B | INT4 Q8 FP16 | 370 tok/s 370 tok/s 370 tok/s | ~8 ms ~8 ms ~8 ms | |
- | Stable Diffusion 2.1 | 0.86B | INT4 Q8 FP16 | 370 tok/s 370 tok/s 370 tok/s | ~8 ms ~8 ms ~8 ms | |
- | Stable Diffusion 3 Medium | 2B | INT4 Q8 FP16 | 370 tok/s 370 tok/s 370 tok/s | ~9 ms ~9 ms ~9 ms | |
- | Stable Diffusion 3.5 Large | 8.1B | INT4 Q8 FP16 | 370 tok/s 370 tok/s 370 tok/s | ~12 ms ~12 ms ~12 ms | |
- | Stable Diffusion 3.5 Large Turbo | 8.1B | INT4 Q8 FP16 | 370 tok/s 370 tok/s 370 tok/s | ~12 ms ~12 ms ~12 ms | |
- | Stable Diffusion 3.5 Medium | 2.5B | INT4 Q8 FP16 | 370 tok/s 370 tok/s 370 tok/s | ~9 ms ~9 ms ~9 ms | |
- | SVD Image-to-Video XT | 1.5B | INT4 Q8 FP16 | 370 tok/s 370 tok/s 370 tok/s | ~8 ms ~8 ms ~8 ms | |
- | SVD Image-to-Video XT 1.1 | 1.5B | INT4 Q8 FP16 | 370 tok/s 370 tok/s 370 tok/s | ~8 ms ~8 ms ~8 ms | |
- | Typhoon-2-8B | 8B | INT4 Q8 FP16 | 370 tok/s 370 tok/s 370 tok/s | ~12 ms ~12 ms ~12 ms | |
- | Wan 2.1 I2V 14B 720P | 14B | INT4 Q8 FP16 | 370 tok/s 370 tok/s 370 tok/s | ~15 ms ~15 ms ~15 ms | |
- | Wan 2.1 T2V 1.3B | 1.3B | INT4 Q8 FP16 | 370 tok/s 370 tok/s 370 tok/s | ~8 ms ~8 ms ~8 ms | |
- | Wan 2.1 T2V 14B | 14B | INT4 Q8 FP16 | 370 tok/s 370 tok/s 370 tok/s | ~15 ms ~15 ms ~15 ms | |
- | Wan 2.2 T2V A14B | 14B | INT4 Q8 FP16 | 370 tok/s 370 tok/s 370 tok/s | ~15 ms ~15 ms ~15 ms | |
- | Wan 2.2 TI2V 5B | 5B | INT4 Q8 FP16 | 370 tok/s 370 tok/s 370 tok/s | ~10 ms ~10 ms ~10 ms | |
- | Yi-6B | 6B | INT4 Q8 FP16 | 370 tok/s 370 tok/s 370 tok/s | ~11 ms ~11 ms ~11 ms | |
- | Yi-9B | 9B | INT4 Q8 FP16 | 370 tok/s 370 tok/s 370 tok/s | ~12 ms ~12 ms ~12 ms | |
- | Youtu Parsing Omni | 8B | INT4 Q8 FP16 | 370 tok/s 370 tok/s 370 tok/s | ~12 ms ~12 ms ~12 ms | |
- | AliceAI Foundation 80B A3B Base | 80B (3B active) | INT4 | 352 tok/s | ~9 ms | |
- | Kolibri 1 | 78B (3.5B active) | INT4 | 352 tok/s | ~10 ms | |
- | Kimi-Dev-72B | 72B | INT4 | 333 tok/s | ~44 ms | |
- | Typhoon-2-70B | 70B | INT4 | 333 tok/s | ~43 ms | |
Inference Capacity
Maximum model parameter class runnable by weight precision.
Context:
4-bit
32B Models
8-bit
32B Models
16-bit
14B Models
Fine-Tuning Capacity
Hardware capacity for local training and adapter fine-tuning.
Context Length:
QLoRA
32B Models
LoRA
14B Models
Full Parameter Training
7B-8B Models
Workload Recommendations
Guidance for optimal precision and operational ceilings on NVIDIA RTX 5000 Blackwell (48GB).
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 1344 GB/s aggregate bandwidth, batch size 1 inference operates in a memory-bandwidth bound regime. Generates approximately 299 tok/s on an 8B Q4 model and 35 tok/s on a 70B Q4 model.
Frequently Asked Questions
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