AMD RX 6800 (16GB)
The AMD RX 6800 (16GB) provides 16 GB of memory with 512 GB/s bandwidth, supporting local inference via ROCm and Vulkan acceleration.
Memory
16 GB
Usable Memory Ceiling
16 GB
Bandwidth
512 GB/s
Max Inference Class
14B 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 AMD RX 6800 (16GB)
Inference throughput, memory compatibility, and generation speeds for open-weights LLMs on AMD RX 6800 (16GB).
Sort by:
Context:
KV Cache:
GPUs:
| Rank | Model | Parameters | Precision | TPS (Approx.) | TTFT | Can Run |
|---|---|---|---|---|---|---|
#48 | Qwen 3.8 27B | 27B | INT4 | 23 tok/s | ~12.2s | |
#93 | Qwen3.5-27B | 27B | INT4 | 23 tok/s | ~12.2s | |
#111 | MiMo V2 Flash | 15B (309B active) | INT4 | 2 tok/s | ~123.8s | |
#112 | Phi-4 Reasoning Plus | 14B | INT4 | 34 tok/s | ~5.5s | |
#117 | Gemma 4 26B A4B | 25.2B (3.8B active) | INT4 | 97 tok/s | ~2.0s | |
#125 | Qwen3.5-9B | 9B | INT4 Q8 | 64 tok/s 40 tok/s | ~3.5s ~3.6s | |
#128 | K2 Horizon 7B | 7B | INT4 Q8 FP16 | 77 tok/s 50 tok/s 25 tok/s | ~2.8s ~2.8s ~3.3s | |
#135 | Gemma 4 12B | 11.95B | INT4 Q8 | 38 tok/s 24 tok/s | ~4.7s ~5.5s | |
#140 | Qwen3.5-4B | 4B | INT4 Q8 FP16 | 111 tok/s 76 tok/s 45 tok/s | ~1.6s ~1.6s ~1.6s | |
#143 | GPT-OSS 20B | 21B (3.6B active) | INT4 | 47 tok/s | ~2.1s | |
#144 | GLM-4V | 9B | INT4 Q8 | 47 tok/s 32 tok/s | ~3.6s ~3.9s | |
#150 | NVIDIA Nemotron 3 Nano 30B-A3B | 3.5B (30B active) | INT4 Q8 FP16 | 22 tok/s 13 tok/s 7 tok/s | ~11.2s ~11.2s ~11.3s | |
#158 | Granite 4.2 8B | 8B | INT4 Q8 | 70 tok/s 44 tok/s | ~3.2s ~3.2s | |
#159 | Gemma 4 E4B | 8B | INT4 Q8 | 70 tok/s 44 tok/s | ~3.2s ~3.2s | |
#166 | Phi-4 | 14B | INT4 Q8 | 45 tok/s 25 tok/s | ~5.5s ~6.5s | |
#167 | Gemma 3 27B | 27B | INT4 | 23 tok/s | ~12.2s | |
#178 | OLMo 3 7B Think | 7B | INT4 Q8 | 57 tok/s 41 tok/s | ~2.8s ~2.8s | |
#179 | DeepSeek-R1 14B | 14B | INT4 Q8 | 47 tok/s 25 tok/s | ~5.5s ~6.5s | |
#183 | Ministral 3 14B | 14B | INT4 | 34 tok/s | ~5.5s | |
#186 | Gemma 3 12B | 12B | INT4 Q8 | 51 tok/s 30 tok/s | ~4.7s ~5.1s | |
#188 | Mistral-Small-2501 | 24B | INT4 | 27 tok/s | ~10.1s | |
#189 | Ministral 3 8B | 8B | INT4 Q8 | 52 tok/s 37 tok/s | ~3.2s ~3.2s | |
#191 | MiniCPM5-2B | 2B | INT4 Q8 FP16 | 156 tok/s 118 tok/s 76 tok/s | ~868 ms ~870 ms ~874 ms | |
#192 | Qwen3.5-2B | 2B | INT4 Q8 FP16 | 156 tok/s 118 tok/s 76 tok/s | ~868 ms ~870 ms ~874 ms | |
#193 | Gemma 2 27B | 27B | INT4 | 23 tok/s | ~12.2s | |
#194 | Qwen2.5-14B | 14B | INT4 Q8 | 45 tok/s 25 tok/s | ~5.5s ~6.5s | |
#200 | Gemma 4 E2B | 5.1B | INT4 Q8 FP16 | 96 tok/s 64 tok/s 36 tok/s | ~2.1s ~2.1s ~2.1s | |
#202 | DeepSeek-R1 8B | 8B | INT4 Q8 | 72 tok/s 45 tok/s | ~3.2s ~3.2s | |
#204 | Qwen3-4B | 4B | INT4 Q8 FP16 | 111 tok/s 76 tok/s 45 tok/s | ~1.6s ~1.6s ~1.6s | |
#205 | Ministral 3 3B | 3B | INT4 Q8 FP16 | 91 tok/s 73 tok/s 48 tok/s | ~1.3s ~1.3s ~1.3s | |
#207 | Gemma 2 9B | 9B | INT4 Q8 | 64 tok/s 40 tok/s | ~3.5s ~3.6s | |
#208 | Qwen3.5-0.8B | 0.8B | INT4 Q8 FP16 | 214 tok/s 182 tok/s 136 tok/s | ~356 ms ~357 ms ~358 ms | |
#209 | Qwen3-14B | 14B | INT4 Q8 | 45 tok/s 25 tok/s | ~5.5s ~6.5s | |
#210 | Gemma 3 4B | 4B | INT4 Q8 FP16 | 111 tok/s 76 tok/s 45 tok/s | ~1.6s ~1.6s ~1.6s | |
#211 | Qwen3-8B | 8B | INT4 Q8 | 70 tok/s 44 tok/s | ~3.2s ~3.2s | |
#213 | DeepSeek-R1 7B | 7B | INT4 Q8 FP16 | 79 tok/s 50 tok/s 26 tok/s | ~2.8s ~2.8s ~3.0s | |
#214 | Qwen3-1.7B | 1.7B | INT4 Q8 FP16 | 167 tok/s 129 tok/s 86 tok/s | ~743 ms ~744 ms ~748 ms | |
#215 | Llama 3.1 8B | 8B | INT4 Q8 | 70 tok/s 44 tok/s | ~3.2s ~3.2s | |
#216 | Gemma 3 270M | 0.27B | INT4 Q8 FP16 | 239 tok/s 226 tok/s 198 tok/s | ~122 ms ~122 ms ~122 ms | |
#218 | Qwen3-0.6B | 0.6B | INT4 Q8 FP16 | 229 tok/s 201 tok/s 157 tok/s | ~264 ms ~265 ms ~266 ms | |
#219 | Llama 3 8B | 8B | INT4 Q8 | 70 tok/s 44 tok/s | ~3.2s ~3.2s | |
#221 | Phi-4-Mini | 3.8B | INT4 Q8 FP16 | 114 tok/s 79 tok/s 47 tok/s | ~1.6s ~1.6s ~1.6s | |
#223 | Qwen2.5-7B | 7B | INT4 Q8 FP16 | 77 tok/s 50 tok/s 25 tok/s | ~2.8s ~2.8s ~3.3s | |
#224 | Ministral-8B-2410 | 8B | INT4 Q8 | 70 tok/s 44 tok/s | ~3.2s ~3.2s | |
#225 | DeepSeek-R1 1.5B | 1.5B | INT4 Q8 FP16 | 175 tok/s 138 tok/s 93 tok/s | ~658 ms ~659 ms ~663 ms | |
#226 | Llama 3.2 3B | 3B | INT4 Q8 FP16 | 130 tok/s 92 tok/s 56 tok/s | ~1.2s ~1.3s ~1.3s | |
#228 | Phi-3-mini | 3.8B | INT4 Q8 FP16 | 114 tok/s 79 tok/s 47 tok/s | ~1.6s ~1.6s ~1.6s | |
#229 | Gemma 3n E2B IT | 6B (2B active) | INT4 Q8 FP16 | 91 tok/s 79 tok/s 55 tok/s | ~930 ms ~932 ms ~1.0s | |
#230 | Mistral-7B-Instruct-v0.1 | 7.3B | INT4 Q8 FP16 | 75 tok/s 48 tok/s 24 tok/s | ~2.9s ~2.9s ~3.4s | |
#231 | Llama 3.2 1B | 1B | INT4 Q8 FP16 | 200 tok/s 166 tok/s 120 tok/s | ~451 ms ~452 ms ~454 ms | |
#232 | Gemma 2 2B | 2B | INT4 Q8 FP16 | 156 tok/s 118 tok/s 76 tok/s | ~868 ms ~870 ms ~874 ms | |
#233 | Phi-3-medium | 14B | INT4 Q8 | 45 tok/s 25 tok/s | ~5.5s ~6.5s | |
#234 | OLMo 3 7B Instruct | 7B | INT4 Q8 | 57 tok/s 41 tok/s | ~2.8s ~2.8s | |
#236 | Qwen2-7B | 7B | INT4 Q8 FP16 | 77 tok/s 50 tok/s 25 tok/s | ~2.8s ~2.8s ~3.3s | |
#237 | Phi-3-small | 7B | INT4 Q8 FP16 | 77 tok/s 50 tok/s 25 tok/s | ~2.8s ~2.8s ~3.3s | |
#238 | Gemma 3 1B | 1B | INT4 Q8 FP16 | 200 tok/s 166 tok/s 120 tok/s | ~451 ms ~452 ms ~454 ms | |
#239 | Mistral-7B-Instruct-v0.2 | 7.3B | INT4 Q8 FP16 | 75 tok/s 48 tok/s 24 tok/s | ~2.9s ~2.9s ~3.4s | |
#241 | Gemma 1 7B | 7B | INT4 Q8 | 57 tok/s 41 tok/s | ~2.8s ~2.8s | |
#242 | Gemma 1 2B | 2B | INT4 Q8 FP16 | 164 tok/s 122 tok/s 78 tok/s | ~867 ms ~869 ms ~874 ms | |
#243 | ChatGLM3-6B | 6B | INT4 Q8 FP16 | 63 tok/s 46 tok/s 27 tok/s | ~2.4s ~2.4s ~2.6s | |
#244 | ChatGLM2-6B | 6B | INT4 Q8 FP16 | 63 tok/s 46 tok/s 27 tok/s | ~2.4s ~2.4s ~2.6s | |
#245 | ChatGLM-6B | 6B | INT4 Q8 FP16 | 63 tok/s 46 tok/s 27 tok/s | ~2.4s ~2.4s ~2.6s | |
Unranked Models (Sorted by Speed) | ||||||
- | DINOv3 ViT-L/16 | 0.3B | INT4 Q8 FP16 | 255 tok/s 236 tok/s 203 tok/s | ~134 ms ~135 ms ~135 ms | |
- | Qwen2-0.5B | 0.5B | INT4 Q8 FP16 | 237 tok/s 211 tok/s 170 tok/s | ~220 ms ~221 ms ~222 ms | |
- | Qwen2.5-0.5B | 0.5B | INT4 Q8 FP16 | 237 tok/s 211 tok/s 170 tok/s | ~220 ms ~221 ms ~222 ms | |
- | ERNIE-4.5-0.3B | 0.3B | INT4 Q8 FP16 | 234 tok/s 220 tok/s 191 tok/s | ~135 ms ~135 ms ~136 ms | |
- | ERNIE-4.5-0.3B-Base | 0.3B | INT4 Q8 FP16 | 234 tok/s 220 tok/s 191 tok/s | ~135 ms ~135 ms ~136 ms | |
- | Liquid D1-Omni 600M | 0.6B | INT4 Q8 FP16 | 229 tok/s 201 tok/s 157 tok/s | ~264 ms ~265 ms ~266 ms | |
- | PixArt-α XL 2 1024-MS | 0.61B | INT4 Q8 FP16 | 228 tok/s 200 tok/s 156 tok/s | ~269 ms ~269 ms ~271 ms | |
- | PixArt-Σ XL 2 1024-MS | 0.61B | INT4 Q8 FP16 | 228 tok/s 200 tok/s 156 tok/s | ~269 ms ~269 ms ~271 ms | |
- | Nemotron 3.5 Parse | 0.63B | INT4 Q8 FP16 | 226 tok/s 197 tok/s 154 tok/s | ~279 ms ~280 ms ~281 ms | |
- | SD 2.1 Turbo | 0.86B | INT4 Q8 FP16 | 210 tok/s 177 tok/s 131 tok/s | ~383 ms ~384 ms ~386 ms | |
- | Stable Diffusion 1.4 | 0.86B | INT4 Q8 FP16 | 210 tok/s 177 tok/s 131 tok/s | ~383 ms ~384 ms ~386 ms | |
- | Stable Diffusion 2.1 | 0.86B | INT4 Q8 FP16 | 210 tok/s 177 tok/s 131 tok/s | ~383 ms ~384 ms ~386 ms | |
- | Falcon-1B | 1B | INT4 Q8 FP16 | 208 tok/s 171 tok/s 123 tok/s | ~451 ms ~452 ms ~454 ms | |
- | Falcon3-1B | 1B | INT4 Q8 FP16 | 200 tok/s 166 tok/s 120 tok/s | ~451 ms ~452 ms ~454 ms | |
- | MiniCPM-V 4.7 1B | 1B | INT4 Q8 FP16 | 200 tok/s 166 tok/s 120 tok/s | ~451 ms ~452 ms ~454 ms | |
- | Kandinsky 2.2 Decoder | 1.22B | INT4 Q8 FP16 | 188 tok/s 152 tok/s 107 tok/s | ~542 ms ~544 ms ~546 ms | |
- | Wan 2.1 T2V 1.3B | 1.3B | INT4 Q8 FP16 | 185 tok/s 148 tok/s 103 tok/s | ~573 ms ~575 ms ~578 ms | |
- | Qwen2-1.5B | 1.5B | INT4 Q8 FP16 | 175 tok/s 138 tok/s 93 tok/s | ~658 ms ~659 ms ~663 ms | |
- | Qwen2.5-1.5B | 1.5B | INT4 Q8 FP16 | 175 tok/s 138 tok/s 93 tok/s | ~658 ms ~659 ms ~663 ms | |
- | SVD Image-to-Video XT | 1.5B | INT4 Q8 FP16 | 175 tok/s 138 tok/s 93 tok/s | ~658 ms ~659 ms ~663 ms | |
- | SVD Image-to-Video XT 1.1 | 1.5B | INT4 Q8 FP16 | 175 tok/s 138 tok/s 93 tok/s | ~658 ms ~659 ms ~663 ms | |
- | LFM3 1.7B | 1.7B | INT4 Q8 FP16 | 167 tok/s 129 tok/s 86 tok/s | ~743 ms ~744 ms ~748 ms | |
- | LFM3 1.7B Base | 1.7B | INT4 Q8 FP16 | 167 tok/s 129 tok/s 86 tok/s | ~743 ms ~744 ms ~748 ms | |
- | Spark X2.5 1.7B | 1.7B | INT4 Q8 FP16 | 167 tok/s 129 tok/s 86 tok/s | ~743 ms ~744 ms ~748 ms | |
- | Hy-MT2 1.8B | 1.8B | INT4 Q8 FP16 | 163 tok/s 125 tok/s 83 tok/s | ~782 ms ~784 ms ~788 ms | |
- | CogVideoX 2B | 2B | INT4 Q8 FP16 | 156 tok/s 118 tok/s 76 tok/s | ~868 ms ~870 ms ~874 ms | |
- | LFM3 Audio 2B | 2B | INT4 Q8 FP16 | 156 tok/s 118 tok/s 76 tok/s | ~868 ms ~870 ms ~874 ms | |
- | LFM3 Omni 2B | 2B | INT4 Q8 FP16 | 156 tok/s 118 tok/s 76 tok/s | ~868 ms ~870 ms ~874 ms | |
- | LFM3 VL 2B | 2B | INT4 Q8 FP16 | 156 tok/s 118 tok/s 76 tok/s | ~868 ms ~870 ms ~874 ms | |
- | Liquid D1 2B | 2B | INT4 Q8 FP16 | 156 tok/s 118 tok/s 76 tok/s | ~868 ms ~870 ms ~874 ms | |
- | LTX-Video 0.9.1 | 2B | INT4 Q8 FP16 | 156 tok/s 118 tok/s 76 tok/s | ~868 ms ~870 ms ~874 ms | |
- | Moondream 3.1 | 9B (2B active) | INT4 Q8 | 156 tok/s 118 tok/s | ~977 ms ~980 ms | |
- | Stable Diffusion 3 Medium | 2B | INT4 Q8 FP16 | 156 tok/s 118 tok/s 76 tok/s | ~868 ms ~870 ms ~874 ms | |
- | Kandinsky 3.0 | 2.1B | INT4 Q8 FP16 | 153 tok/s 115 tok/s 74 tok/s | ~906 ms ~908 ms ~913 ms | |
- | LTX-2 | 2.2B | INT4 Q8 FP16 | 150 tok/s 112 tok/s 71 tok/s | ~944 ms ~946 ms ~951 ms | |
- | SDXL 1.0 Refiner | 2.31B | INT4 Q8 FP16 | 147 tok/s 109 tok/s 69 tok/s | ~985 ms ~988 ms ~993 ms | |
- | Stable Diffusion 3.5 Medium | 2.5B | INT4 Q8 FP16 | 142 tok/s 104 tok/s 65 tok/s | ~1.1s ~1.1s ~1.1s | |
- | SDXL 1.0 Base | 2.56B | INT4 Q8 FP16 | 140 tok/s 102 tok/s 64 tok/s | ~1.1s ~1.1s ~1.1s | |
- | SDXL Turbo | 2.56B | INT4 Q8 FP16 | 140 tok/s 102 tok/s 64 tok/s | ~1.1s ~1.1s ~1.1s | |
- | Falcon-3B | 3B | INT4 Q8 FP16 | 136 tok/s 95 tok/s 58 tok/s | ~1.2s ~1.3s ~1.3s | |
- | CroissantLLM Base | 1.3B | INT4 Q8 FP16 | 134 tok/s 116 tok/s 86 tok/s | ~575 ms ~576 ms ~579 ms | |
- | Phi-1 | 1.3B | INT4 Q8 FP16 | 134 tok/s 116 tok/s 86 tok/s | ~575 ms ~576 ms ~579 ms | |
- | Phi-1.5 | 1.3B | INT4 Q8 FP16 | 134 tok/s 116 tok/s 86 tok/s | ~575 ms ~576 ms ~579 ms | |
- | DeepSeek-R1 3B | 3B | INT4 Q8 FP16 | 131 tok/s 93 tok/s 57 tok/s | ~1.2s ~1.3s ~1.3s | |
- | Mellum 2.1 12B A2.5B Thinking | 12B (2.5B active) | INT4 Q8 | 131 tok/s 94 tok/s | ~1.2s ~1.3s | |
- | Falcon3-3B | 3B | INT4 Q8 FP16 | 130 tok/s 92 tok/s 56 tok/s | ~1.2s ~1.3s ~1.3s | |
- | LFM2-VL 3B | 3B | INT4 Q8 FP16 | 130 tok/s 92 tok/s 56 tok/s | ~1.2s ~1.3s ~1.3s | |
- | Liquid D1 3B | 3B | INT4 Q8 FP16 | 130 tok/s 92 tok/s 56 tok/s | ~1.2s ~1.3s ~1.3s | |
- | Liquid D1-VL 3B | 3B | INT4 Q8 FP16 | 130 tok/s 92 tok/s 56 tok/s | ~1.2s ~1.3s ~1.3s | |
- | Liquid LFM2-VL 3B D1 | 3B | INT4 Q8 FP16 | 130 tok/s 92 tok/s 56 tok/s | ~1.2s ~1.3s ~1.3s | |
- | Qwen2.5-3B | 3B | INT4 Q8 FP16 | 130 tok/s 92 tok/s 56 tok/s | ~1.2s ~1.3s ~1.3s | |
- | LFM2.5 24B A2B | 24B (2.5B active) | INT4 | 116 tok/s | ~1.5s | |
- | FLUX.2 Klein 4B | 4B | INT4 Q8 FP16 | 111 tok/s 76 tok/s 45 tok/s | ~1.6s ~1.6s ~1.6s | |
- | FrogNano 4B | 4B | INT4 Q8 FP16 | 111 tok/s 76 tok/s 45 tok/s | ~1.6s ~1.6s ~1.6s | |
- | Mage-VL Cowork | 4B | INT4 Q8 FP16 | 111 tok/s 76 tok/s 45 tok/s | ~1.6s ~1.6s ~1.6s | |
- | Spark X2.5 4B | 4B | INT4 Q8 FP16 | 111 tok/s 76 tok/s 45 tok/s | ~1.6s ~1.6s ~1.6s | |
- | ERNIE-4.5-21B-A3B | 21B (3B active) | INT4 | 110 tok/s | ~1.7s | |
- | ERNIE-4.5-21B-A3B-Base | 21B (3B active) | INT4 | 110 tok/s | ~1.7s | |
- | EmbeddingGemma 2 | 2B | INT4 Q8 FP16 | 107 tok/s 89 tok/s 63 tok/s | ~870 ms ~872 ms ~877 ms | |
- | ERNIE-4.5-VL-28B-A3B | 28B (3B active) | INT4 | 101 tok/s | ~1.9s | |
- | ERNIE-4.5-VL-28B-A3B-Base | 28B (3B active) | INT4 | 101 tok/s | ~1.9s | |
- | CogVideoX 1.5 5B | 5B | INT4 Q8 FP16 | 97 tok/s 64 tok/s 37 tok/s | ~2.0s ~2.0s ~2.0s | |
- | CogVideoX 5B | 5B | INT4 Q8 FP16 | 97 tok/s 64 tok/s 37 tok/s | ~2.0s ~2.0s ~2.0s | |
- | Wan 2.2 TI2V 5B | 5B | INT4 Q8 FP16 | 97 tok/s 64 tok/s 37 tok/s | ~2.0s ~2.0s ~2.0s | |
- | Phi-2 | 2.7B | INT4 Q8 FP16 | 96 tok/s 77 tok/s 52 tok/s | ~1.1s ~1.1s ~1.1s | |
- | MaLLaM-3B | 3B | INT4 Q8 FP16 | 91 tok/s 73 tok/s 48 tok/s | ~1.3s ~1.3s ~1.3s | |
- | SmolLM3 3B | 3B | INT4 Q8 FP16 | 91 tok/s 73 tok/s 48 tok/s | ~1.3s ~1.3s ~1.3s | |
- | Falcon-7B | 7B | INT4 Q8 FP16 | 81 tok/s 51 tok/s 27 tok/s | ~2.8s ~2.8s ~3.0s | |
- | AuraFlow v0.2 | 6.8B | INT4 Q8 FP16 | 79 tok/s 51 tok/s 27 tok/s | ~2.7s ~2.7s ~3.0s | |
- | AuraFlow v0.3 | 6.8B | INT4 Q8 FP16 | 79 tok/s 51 tok/s 27 tok/s | ~2.7s ~2.7s ~3.0s | |
- | Falcon3-7B | 7B | INT4 Q8 FP16 | 77 tok/s 50 tok/s 25 tok/s | ~2.8s ~2.8s ~3.3s | |
- | Hy-MT2 7B | 7B | INT4 Q8 FP16 | 77 tok/s 50 tok/s 25 tok/s | ~2.8s ~2.8s ~3.3s | |
- | Mistral-7B-v0.1 | 7.3B | INT4 Q8 FP16 | 75 tok/s 48 tok/s 24 tok/s | ~2.9s ~2.9s ~3.4s | |
- | Youtu Parsing Omni | 8B | INT4 Q8 | 72 tok/s 45 tok/s | ~3.2s ~3.2s | |
- | Stable Diffusion 3.5 Large | 8.1B | INT4 Q8 | 70 tok/s 44 tok/s | ~3.2s ~3.2s | |
- | Stable Diffusion 3.5 Large Turbo | 8.1B | INT4 Q8 | 70 tok/s 44 tok/s | ~3.2s ~3.2s | |
- | FLUX.2 Klein 9B | 9B | INT4 Q8 | 64 tok/s 40 tok/s | ~3.5s ~3.6s | |
- | LensVLM 9B | 9B | INT4 Q8 | 64 tok/s 40 tok/s | ~3.5s ~3.6s | |
- | MiMo V2.6 Distill Qwen 9B | 9B | INT4 Q8 | 64 tok/s 40 tok/s | ~3.5s ~3.6s | |
- | ChatGLM3-6B-32K | 6B | INT4 Q8 FP16 | 63 tok/s 46 tok/s 27 tok/s | ~2.4s ~2.4s ~2.6s | |
- | Yi-6B | 6B | INT4 Q8 FP16 | 63 tok/s 46 tok/s 27 tok/s | ~2.4s ~2.4s ~2.6s | |
- | Falcon3-10B | 10B | INT4 Q8 | 59 tok/s 37 tok/s | ~3.9s ~3.9s | |
- | Mochi 1 Preview | 10B | INT4 Q8 | 59 tok/s 37 tok/s | ~3.9s ~3.9s | |
- | Falcon2-11B | 11B | INT4 Q8 | 57 tok/s 35 tok/s | ~4.3s ~4.3s | |
- | Hunyuan Lite | 7B | INT4 Q8 | 57 tok/s 41 tok/s | ~2.8s ~2.8s | |
- | Kimi-VL-A3B-Instruct | 16B (3B active) | INT4 | 57 tok/s | ~1.6s | |
- | OLMo 3 7B Base | 7B | INT4 Q8 | 57 tok/s 41 tok/s | ~2.8s ~2.8s | |
- | SEA-LION-7B | 7.1B | INT4 Q8 | 56 tok/s 40 tok/s | ~2.8s ~2.8s | |
- | SEA-LION-7B-Instruct | 7.1B | INT4 Q8 | 56 tok/s 40 tok/s | ~2.8s ~2.8s | |
- | FLUX.1 Canny Dev | 11.9B | INT4 Q8 | 52 tok/s 30 tok/s | ~4.7s ~5.1s | |
- | FLUX.1 Depth Dev | 11.9B | INT4 Q8 | 52 tok/s 30 tok/s | ~4.7s ~5.1s | |
- | FLUX.1 Dev | 11.9B | INT4 Q8 | 52 tok/s 30 tok/s | ~4.7s ~5.1s | |
- | FLUX.1 Fill Dev | 11.9B | INT4 Q8 | 52 tok/s 30 tok/s | ~4.7s ~5.1s | |
- | FLUX.1 Schnell | 11.9B | INT4 Q8 | 52 tok/s 30 tok/s | ~4.7s ~5.1s | |
- | Sahabat-AI-Llama3-8B-Instruct | 8B | INT4 Q8 | 52 tok/s 37 tok/s | ~3.2s ~3.2s | |
- | Typhoon-2-8B | 8B | INT4 Q8 | 52 tok/s 37 tok/s | ~3.2s ~3.2s | |
- | HunyuanVideo 1.5 720P T2V | 13B | INT4 Q8 | 48 tok/s 28 tok/s | ~5.1s ~5.5s | |
- | GLM-4-9B | 9B | INT4 Q8 | 47 tok/s 32 tok/s | ~3.6s ~3.9s | |
- | GLM-4-9B-Chat | 9B | INT4 Q8 | 47 tok/s 32 tok/s | ~3.6s ~3.9s | |
- | GLM-4-9B-Chat-1M | 9B | INT4 Q8 | 47 tok/s 32 tok/s | ~3.6s ~3.9s | |
- | Sahabat-AI-Gemma2-9B | 9.2B | INT4 Q8 | 47 tok/s 31 tok/s | ~3.6s ~4.0s | |
- | Sahabat-AI-Gemma2-9B-Instruct | 9.2B | INT4 Q8 | 47 tok/s 31 tok/s | ~3.6s ~4.0s | |
- | Yi-9B | 9B | INT4 Q8 | 47 tok/s 32 tok/s | ~3.6s ~3.9s | |
- | Wan 2.1 I2V 14B 720P | 14B | INT4 Q8 | 45 tok/s 25 tok/s | ~5.5s ~6.5s | |
- | Wan 2.1 T2V 14B | 14B | INT4 Q8 | 45 tok/s 25 tok/s | ~5.5s ~6.5s | |
- | Wan 2.2 T2V A14B | 14B | INT4 Q8 | 45 tok/s 25 tok/s | ~5.5s ~6.5s | |
- | FLUX.2 Dev | 15B | INT4 Q8 | 43 tok/s 23 tok/s | ~5.9s ~6.9s | |
- | GreenMind-14B-R1 | 14B | INT4 | 34 tok/s | ~5.5s | |
- | Arete 27B | 27B | INT4 | 23 tok/s | ~12.2s | |
- | AREX-2 | 27B | INT4 | 23 tok/s | ~12.2s | |
- | PPLX Decider v1 27B | 27B | INT4 | 23 tok/s | ~12.2s | |
- | PPLX Decider v1.1 27B | 27B | INT4 | 23 tok/s | ~12.2s | |
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 AMD RX 6800 (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 512 GB/s aggregate bandwidth, batch size 1 inference operates in a memory-bandwidth bound regime. Generates approximately 114 tok/s on an 8B Q4 model and 13 tok/s on a 70B Q4 model.
Frequently Asked Questions
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