Radeon PRO W6800 (32GB)
The Radeon PRO W6800 (32GB) provides 32 GB of memory with 512 GB/s bandwidth, supporting local inference via ROCm and Vulkan acceleration.
Memory
32 GB
Usable Memory Ceiling
32 GB
Bandwidth
512 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 Radeon PRO W6800 (32GB)
Inference throughput, memory compatibility, and generation speeds for open-weights LLMs on Radeon PRO W6800 (32GB).
Sort by:
Context:
KV Cache:
GPUs:
| Rank | Model | Parameters | Precision | TPS (Approx.) | TTFT | Can Run |
|---|---|---|---|---|---|---|
#36 | Qwen 3.8 27B | 27B | INT4 Q8 | 26 tok/s 14 tok/s | ~8.3s ~9.1s | |
#80 | K2 Horizon MoVA 36B A4B | 36B (4B active) | INT4 | 104 tok/s | ~1.6s | |
#86 | Qwen3.5-27B | 27B | INT4 Q8 | 26 tok/s 14 tok/s | ~8.3s ~9.1s | |
#93 | Sarvam-30B | 32B (2.4B active) | INT4 | 133 tok/s | ~1.1s | |
#99 | Muse Glimmer 30B | 30B | INT4 Q8 | 24 tok/s 12 tok/s | ~9.3s ~10.9s | |
#102 | Phi-4 Reasoning Plus | 14B | INT4 Q8 FP16 | 34 tok/s 23 tok/s 12 tok/s | ~4.4s ~4.4s ~5.2s | |
#103 | Qwen3.6 35B A3B | 35B (3B active) | INT4 | 120 tok/s | ~1.3s | |
#105 | MiMo V2 Flash | 15B (309B active) | INT4 Q8 | 3 tok/s 1 tok/s | ~91.2s ~91.6s | |
#110 | Gemma 4 26B A4B | 25.2B (3.8B active) | INT4 Q8 | 111 tok/s 74 tok/s | ~1.5s ~1.6s | |
#120 | Qwen3.5-35B-A3B | 35B (3B active) | INT4 | 120 tok/s | ~1.3s | |
#121 | Qwen3.5-9B | 9B | INT4 Q8 FP16 | 68 tok/s 41 tok/s 22 tok/s | ~2.8s ~2.9s ~2.9s | |
#127 | K2 Horizon 7B | 7B | INT4 Q8 FP16 | 83 tok/s 52 tok/s 28 tok/s | ~2.2s ~2.2s ~2.2s | |
#130 | Gemma 4 12B | 11.95B | INT4 Q8 FP16 | 39 tok/s 27 tok/s 15 tok/s | ~3.8s ~3.8s ~4.1s | |
#136 | Qwen3.5-4B | 4B | INT4 Q8 FP16 | 122 tok/s 81 tok/s 46 tok/s | ~1.3s ~1.3s ~1.3s | |
#139 | GPT-OSS 20B | 21B (3.6B active) | INT4 Q8 | 54 tok/s 45 tok/s | ~1.4s ~1.5s | |
#140 | GLM-4V | 9B | INT4 Q8 FP16 | 49 tok/s 34 tok/s 20 tok/s | ~2.8s ~2.9s ~2.9s | |
#145 | NVIDIA Nemotron 3 Nano 30B-A3B | 3.5B (30B active) | INT4 Q8 FP16 | 23 tok/s 13 tok/s 7 tok/s | ~9.0s ~9.0s ~9.1s | |
#150 | Qwen3-30B-A3B | 30B (3B active) | INT4 Q8 | 122 tok/s 80 tok/s | ~1.3s ~1.5s | |
#152 | Granite 4.2 8B | 8B | INT4 Q8 FP16 | 75 tok/s 46 tok/s 25 tok/s | ~2.5s ~2.5s ~2.6s | |
#157 | Gemma 4 E4B | 8B | INT4 Q8 FP16 | 75 tok/s 46 tok/s 25 tok/s | ~2.5s ~2.5s ~2.6s | |
#158 | Mistral Large 3 | 41B (675B active) | INT4 | 1 tok/s | ~234.2s | |
#161 | GLM-4 | 32B | INT4 | 17 tok/s | ~9.9s | |
#163 | Gemma 3 27B | 27B | INT4 Q8 | 26 tok/s 14 tok/s | ~8.3s ~9.1s | |
#164 | Phi-4 | 14B | INT4 Q8 FP16 | 47 tok/s 28 tok/s 14 tok/s | ~4.4s ~4.4s ~4.8s | |
#166 | Qwen3-32B | 32B | INT4 | 22 tok/s | ~9.9s | |
#168 | DeepSeek-R1 32B | 32B | INT4 Q8 | 23 tok/s 12 tok/s | ~9.9s ~11.6s | |
#169 | Gemma 4 31B | 30.7B | INT4 Q8 | 23 tok/s 12 tok/s | ~9.5s ~11.2s | |
#171 | Magistral Small | 24B | INT4 Q8 | 22 tok/s 14 tok/s | ~7.4s ~8.1s | |
#172 | Qwen2.5-32B | 32B | INT4 | 22 tok/s | ~9.9s | |
#174 | OLMo 3.1 32B Instruct | 32B | INT4 | 17 tok/s | ~9.9s | |
#176 | DeepSeek-R1 14B | 14B | INT4 Q8 FP16 | 48 tok/s 28 tok/s 14 tok/s | ~4.4s ~4.4s ~4.8s | |
#177 | Ministral 3 14B | 14B | INT4 Q8 FP16 | 34 tok/s 23 tok/s 12 tok/s | ~4.4s ~4.4s ~5.2s | |
#180 | Gemma 3 12B | 12B | INT4 Q8 FP16 | 54 tok/s 32 tok/s 17 tok/s | ~3.8s ~3.8s ~3.8s | |
#184 | Mistral-Small-2501 | 24B | INT4 Q8 | 29 tok/s 16 tok/s | ~7.4s ~8.1s | |
#185 | Ministral 3 8B | 8B | INT4 Q8 FP16 | 54 tok/s 38 tok/s 22 tok/s | ~2.5s ~2.5s ~2.6s | |
#186 | Gemma 2 27B | 27B | INT4 Q8 | 26 tok/s 14 tok/s | ~8.3s ~9.1s | |
#187 | OLMo 3 7B Think | 7B | INT4 Q8 FP16 | 60 tok/s 42 tok/s 25 tok/s | ~2.2s ~2.2s ~2.3s | |
#188 | Qwen3.5-2B | 2B | INT4 Q8 FP16 | 178 tok/s 130 tok/s 81 tok/s | ~695 ms ~697 ms ~702 ms | |
#189 | MiniCPM5-2B | 2B | INT4 Q8 FP16 | 178 tok/s 130 tok/s 81 tok/s | ~695 ms ~697 ms ~702 ms | |
#190 | Qwen2.5-14B | 14B | INT4 Q8 FP16 | 47 tok/s 28 tok/s 14 tok/s | ~4.4s ~4.4s ~4.8s | |
#191 | OLMo 3.1 32B Think | 32B | INT4 | 17 tok/s | ~9.9s | |
#193 | Gemma 4 E2B | 5.1B | INT4 Q8 FP16 | 104 tok/s 67 tok/s 38 tok/s | ~1.6s ~1.6s ~1.7s | |
#195 | Ministral 3 3B | 3B | INT4 Q8 FP16 | 99 tok/s 77 tok/s 50 tok/s | ~1.0s ~1.0s ~1.0s | |
#196 | DeepSeek-R1 8B | 8B | INT4 Q8 FP16 | 76 tok/s 47 tok/s 25 tok/s | ~2.5s ~2.5s ~2.6s | |
#198 | Gemma 2 9B | 9B | INT4 Q8 FP16 | 68 tok/s 41 tok/s 22 tok/s | ~2.8s ~2.9s ~2.9s | |
#199 | Nemotron 3.5 Lightning 30B A3B | 30B (3B active) | INT4 Q8 | 122 tok/s 80 tok/s | ~1.3s ~1.5s | |
#200 | Kimi Linear 48B A3B Instruct | 48B (3B active) | INT4 | 37 tok/s | ~1.7s | |
#201 | Qwen3-4B | 4B | INT4 Q8 FP16 | 122 tok/s 81 tok/s 46 tok/s | ~1.3s ~1.3s ~1.3s | |
#202 | Qwen3-14B | 14B | INT4 Q8 FP16 | 47 tok/s 28 tok/s 14 tok/s | ~4.4s ~4.4s ~4.8s | |
#203 | Gemma 3 4B | 4B | INT4 Q8 FP16 | 122 tok/s 81 tok/s 46 tok/s | ~1.3s ~1.3s ~1.3s | |
#204 | DeepSeek-R1 7B | 7B | INT4 Q8 FP16 | 85 tok/s 52 tok/s 28 tok/s | ~2.2s ~2.2s ~2.2s | |
#205 | OLMo 3 32B Base | 32B | INT4 | 17 tok/s | ~9.9s | |
#206 | Qwen3.5-0.8B | 0.8B | INT4 Q8 FP16 | 258 tok/s 213 tok/s 153 tok/s | ~285 ms ~286 ms ~288 ms | |
#207 | Llama 3.1 8B | 8B | INT4 Q8 FP16 | 75 tok/s 46 tok/s 25 tok/s | ~2.5s ~2.5s ~2.6s | |
#207 | Qwen3-8B | 8B | INT4 Q8 FP16 | 75 tok/s 46 tok/s 25 tok/s | ~2.5s ~2.5s ~2.6s | |
#210 | Nemotron 3.5 Lightning | 30B (3B active) | INT4 | 49 tok/s | ~1.3s | |
#211 | Command R | 35B | INT4 | 16 tok/s | ~10.8s | |
#212 | Llama 3 8B | 8B | INT4 Q8 FP16 | 75 tok/s 46 tok/s 25 tok/s | ~2.5s ~2.5s ~2.6s | |
#213 | Qwen3-1.7B | 1.7B | INT4 Q8 FP16 | 193 tok/s 144 tok/s 92 tok/s | ~595 ms ~597 ms ~601 ms | |
#214 | Gemma 3 270M | 0.27B | INT4 Q8 FP16 | 296 tok/s 275 tok/s 235 tok/s | ~98 ms ~98 ms ~98 ms | |
#216 | Qwen3-0.6B | 0.6B | INT4 Q8 FP16 | 280 tok/s 239 tok/s 180 tok/s | ~212 ms ~213 ms ~214 ms | |
#217 | Phi-4-Mini | 3.8B | INT4 Q8 FP16 | 126 tok/s 84 tok/s 48 tok/s | ~1.2s ~1.2s ~1.3s | |
#218 | Qwen2.5-7B | 7B | INT4 Q8 FP16 | 83 tok/s 52 tok/s 28 tok/s | ~2.2s ~2.2s ~2.2s | |
#219 | Mixtral-8x7B-v0.1 | 46.7B (7B active) | INT4 | 70 tok/s | ~2.8s | |
#220 | Ministral-8B-2410 | 8B | INT4 Q8 FP16 | 75 tok/s 46 tok/s 25 tok/s | ~2.5s ~2.5s ~2.6s | |
#221 | DeepSeek-R1 1.5B | 1.5B | INT4 Q8 FP16 | 204 tok/s 155 tok/s 101 tok/s | ~527 ms ~528 ms ~532 ms | |
#222 | Llama 3.2 3B | 3B | INT4 Q8 FP16 | 145 tok/s 100 tok/s 59 tok/s | ~999 ms ~1.0s ~1.0s | |
#223 | Phi-3-mini | 3.8B | INT4 Q8 FP16 | 126 tok/s 84 tok/s 48 tok/s | ~1.2s ~1.2s ~1.3s | |
#224 | Gemma 3n E2B IT | 6B (2B active) | INT4 Q8 FP16 | 99 tok/s 84 tok/s 61 tok/s | ~746 ms ~748 ms ~752 ms | |
#225 | Gemma 2 2B | 2B | INT4 Q8 FP16 | 178 tok/s 130 tok/s 81 tok/s | ~695 ms ~697 ms ~702 ms | |
#226 | Mistral-7B-Instruct-v0.1 | 7.3B | INT4 Q8 FP16 | 80 tok/s 50 tok/s 27 tok/s | ~2.3s ~2.3s ~2.3s | |
#227 | Llama 3.2 1B | 1B | INT4 Q8 FP16 | 238 tok/s 191 tok/s 133 tok/s | ~361 ms ~362 ms ~364 ms | |
#228 | Phi-3-medium | 14B | INT4 Q8 FP16 | 47 tok/s 28 tok/s 14 tok/s | ~4.4s ~4.4s ~4.8s | |
#229 | Yi-34B | 34B | INT4 | 17 tok/s | ~10.5s | |
#230 | OLMo 3 7B Instruct | 7B | INT4 Q8 FP16 | 60 tok/s 42 tok/s 25 tok/s | ~2.2s ~2.2s ~2.3s | |
#231 | Qwen2-7B | 7B | INT4 Q8 FP16 | 83 tok/s 52 tok/s 28 tok/s | ~2.2s ~2.2s ~2.2s | |
#232 | Phi-3-small | 7B | INT4 Q8 FP16 | 83 tok/s 52 tok/s 28 tok/s | ~2.2s ~2.2s ~2.2s | |
#233 | Mistral-7B-Instruct-v0.2 | 7.3B | INT4 Q8 FP16 | 80 tok/s 50 tok/s 27 tok/s | ~2.3s ~2.3s ~2.3s | |
#234 | Gemma 3 1B | 1B | INT4 Q8 FP16 | 238 tok/s 191 tok/s 133 tok/s | ~361 ms ~362 ms ~364 ms | |
#236 | Gemma 1 7B | 7B | INT4 Q8 FP16 | 60 tok/s 42 tok/s 25 tok/s | ~2.2s ~2.2s ~2.3s | |
#237 | Gemma 1 2B | 2B | INT4 Q8 FP16 | 189 tok/s 135 tok/s 83 tok/s | ~695 ms ~697 ms ~701 ms | |
#238 | ChatGLM3-6B | 6B | INT4 Q8 FP16 | 66 tok/s 48 tok/s 29 tok/s | ~1.9s ~1.9s ~1.9s | |
#239 | ChatGLM2-6B | 6B | INT4 Q8 FP16 | 66 tok/s 48 tok/s 29 tok/s | ~1.9s ~1.9s ~1.9s | |
#240 | ChatGLM-6B | 6B | INT4 Q8 FP16 | 66 tok/s 48 tok/s 29 tok/s | ~1.9s ~1.9s ~1.9s | |
Unranked Models (Sorted by Speed) | ||||||
- | DINOv3 ViT-L/16 | 0.3B | INT4 Q8 FP16 | 320 tok/s 291 tok/s 242 tok/s | ~108 ms ~108 ms ~109 ms | |
- | Qwen2-0.5B | 0.5B | INT4 Q8 FP16 | 293 tok/s 254 tok/s 197 tok/s | ~176 ms ~177 ms ~178 ms | |
- | Qwen2.5-0.5B | 0.5B | INT4 Q8 FP16 | 293 tok/s 254 tok/s 197 tok/s | ~176 ms ~177 ms ~178 ms | |
- | ERNIE-4.5-0.3B | 0.3B | INT4 Q8 FP16 | 288 tok/s 266 tok/s 225 tok/s | ~108 ms ~108 ms ~109 ms | |
- | ERNIE-4.5-0.3B-Base | 0.3B | INT4 Q8 FP16 | 288 tok/s 266 tok/s 225 tok/s | ~108 ms ~108 ms ~109 ms | |
- | Liquid D1-Omni 600M | 0.6B | INT4 Q8 FP16 | 280 tok/s 239 tok/s 180 tok/s | ~212 ms ~213 ms ~214 ms | |
- | Falcon-1B | 1B | INT4 Q8 FP16 | 249 tok/s 198 tok/s 136 tok/s | ~361 ms ~362 ms ~364 ms | |
- | Falcon3-1B | 1B | INT4 Q8 FP16 | 238 tok/s 191 tok/s 133 tok/s | ~361 ms ~362 ms ~364 ms | |
- | MiniCPM-V 4.7 1B | 1B | INT4 Q8 FP16 | 238 tok/s 191 tok/s 133 tok/s | ~361 ms ~362 ms ~364 ms | |
- | Qwen2-1.5B | 1.5B | INT4 Q8 FP16 | 204 tok/s 155 tok/s 101 tok/s | ~527 ms ~528 ms ~532 ms | |
- | Qwen2.5-1.5B | 1.5B | INT4 Q8 FP16 | 204 tok/s 155 tok/s 101 tok/s | ~527 ms ~528 ms ~532 ms | |
- | Spark X2.5 1.7B | 1.7B | INT4 Q8 FP16 | 193 tok/s 144 tok/s 92 tok/s | ~595 ms ~597 ms ~601 ms | |
- | Hy-MT2 1.8B | 1.8B | INT4 Q8 FP16 | 188 tok/s 139 tok/s 88 tok/s | ~626 ms ~628 ms ~632 ms | |
- | Falcon-3B | 3B | INT4 Q8 FP16 | 153 tok/s 103 tok/s 60 tok/s | ~999 ms ~1.0s ~1.0s | |
- | CroissantLLM Base | 1.3B | INT4 Q8 FP16 | 150 tok/s 128 tok/s 92 tok/s | ~461 ms ~462 ms ~465 ms | |
- | Phi-1 | 1.3B | INT4 Q8 FP16 | 150 tok/s 128 tok/s 92 tok/s | ~461 ms ~462 ms ~465 ms | |
- | Phi-1.5 | 1.3B | INT4 Q8 FP16 | 150 tok/s 128 tok/s 92 tok/s | ~461 ms ~462 ms ~465 ms | |
- | DeepSeek-R1 3B | 3B | INT4 Q8 FP16 | 147 tok/s 101 tok/s 59 tok/s | ~999 ms ~1.0s ~1.0s | |
- | Mellum 2.1 12B A2.5B Thinking | 12B (2.5B active) | INT4 Q8 FP16 | 147 tok/s 107 tok/s 66 tok/s | ~976 ms ~978 ms ~984 ms | |
- | Falcon3-3B | 3B | INT4 Q8 FP16 | 145 tok/s 100 tok/s 59 tok/s | ~999 ms ~1.0s ~1.0s | |
- | LFM2-VL 3B | 3B | INT4 Q8 FP16 | 145 tok/s 100 tok/s 59 tok/s | ~999 ms ~1.0s ~1.0s | |
- | Liquid D1 3B | 3B | INT4 Q8 FP16 | 145 tok/s 100 tok/s 59 tok/s | ~999 ms ~1.0s ~1.0s | |
- | Liquid D1-VL 3B | 3B | INT4 Q8 FP16 | 145 tok/s 100 tok/s 59 tok/s | ~999 ms ~1.0s ~1.0s | |
- | Liquid LFM2-VL 3B D1 | 3B | INT4 Q8 FP16 | 145 tok/s 100 tok/s 59 tok/s | ~999 ms ~1.0s ~1.0s | |
- | Qwen2.5-3B | 3B | INT4 Q8 FP16 | 145 tok/s 100 tok/s 59 tok/s | ~999 ms ~1.0s ~1.0s | |
- | LFM2.5 24B A2B | 24B (2.5B active) | INT4 Q8 | 136 tok/s 96 tok/s | ~1.1s ~1.2s | |
- | ERNIE-4.5-21B-A3B | 21B (3B active) | INT4 Q8 | 127 tok/s 92 tok/s | ~1.2s ~1.2s | |
- | ERNIE-4.5-21B-A3B-Base | 21B (3B active) | INT4 Q8 | 127 tok/s 92 tok/s | ~1.2s ~1.2s | |
- | ERNIE-4.5-VL-28B-A3B | 28B (3B active) | INT4 Q8 | 123 tok/s 85 tok/s | ~1.3s ~1.4s | |
- | ERNIE-4.5-VL-28B-A3B-Base | 28B (3B active) | INT4 Q8 | 123 tok/s 85 tok/s | ~1.3s ~1.4s | |
- | FrogNano 4B | 4B | INT4 Q8 FP16 | 122 tok/s 81 tok/s 46 tok/s | ~1.3s ~1.3s ~1.3s | |
- | Hy-Memory 30B A3B | 30B (3B active) | INT4 Q8 | 122 tok/s 80 tok/s | ~1.3s ~1.5s | |
- | Hy-MT2 30B A3B | 30B (3B active) | INT4 Q8 | 122 tok/s 80 tok/s | ~1.3s ~1.5s | |
- | Spark X2.5 4B | 4B | INT4 Q8 FP16 | 122 tok/s 81 tok/s 46 tok/s | ~1.3s ~1.3s ~1.3s | |
- | MiniCPM-V 4.7 35B A3B | 35B (3B active) | INT4 | 120 tok/s | ~1.3s | |
- | EmbeddingGemma 2 | 2B | INT4 Q8 FP16 | 117 tok/s 96 tok/s 67 tok/s | ~698 ms ~700 ms ~704 ms | |
- | Phi-2 | 2.7B | INT4 Q8 FP16 | 104 tok/s 82 tok/s 54 tok/s | ~911 ms ~914 ms ~920 ms | |
- | MaLLaM-3B | 3B | INT4 Q8 FP16 | 99 tok/s 77 tok/s 50 tok/s | ~1.0s ~1.0s ~1.0s | |
- | SmolLM3 3B | 3B | INT4 Q8 FP16 | 99 tok/s 77 tok/s 50 tok/s | ~1.0s ~1.0s ~1.0s | |
- | Falcon-7B | 7B | INT4 Q8 FP16 | 86 tok/s 53 tok/s 29 tok/s | ~2.2s ~2.2s ~2.2s | |
- | Falcon3-7B | 7B | INT4 Q8 FP16 | 83 tok/s 52 tok/s 28 tok/s | ~2.2s ~2.2s ~2.2s | |
- | Hy-MT2 7B | 7B | INT4 Q8 FP16 | 83 tok/s 52 tok/s 28 tok/s | ~2.2s ~2.2s ~2.2s | |
- | Mistral-7B-v0.1 | 7.3B | INT4 Q8 FP16 | 80 tok/s 50 tok/s 27 tok/s | ~2.3s ~2.3s ~2.3s | |
- | Youtu Parsing Omni | 8B | INT4 Q8 FP16 | 76 tok/s 47 tok/s 25 tok/s | ~2.5s ~2.5s ~2.6s | |
- | LensVLM 9B | 9B | INT4 Q8 FP16 | 68 tok/s 41 tok/s 22 tok/s | ~2.8s ~2.9s ~2.9s | |
- | MiMo V2.6 Distill Qwen 9B | 9B | INT4 Q8 FP16 | 68 tok/s 41 tok/s 22 tok/s | ~2.8s ~2.9s ~2.9s | |
- | ChatGLM3-6B-32K | 6B | INT4 Q8 FP16 | 66 tok/s 48 tok/s 29 tok/s | ~1.9s ~1.9s ~1.9s | |
- | Yi-6B | 6B | INT4 Q8 FP16 | 66 tok/s 48 tok/s 29 tok/s | ~1.9s ~1.9s ~1.9s | |
- | Falcon3-10B | 10B | INT4 Q8 FP16 | 62 tok/s 38 tok/s 20 tok/s | ~3.2s ~3.2s ~3.2s | |
- | Kimi-VL-A3B-Instruct | 16B (3B active) | INT4 Q8 | 62 tok/s 54 tok/s | ~1.2s ~1.2s | |
- | Falcon2-11B | 11B | INT4 Q8 FP16 | 60 tok/s 35 tok/s 19 tok/s | ~3.5s ~3.5s ~3.5s | |
- | Hunyuan Lite | 7B | INT4 Q8 FP16 | 60 tok/s 42 tok/s 25 tok/s | ~2.2s ~2.2s ~2.3s | |
- | OLMo 3 7B Base | 7B | INT4 Q8 FP16 | 60 tok/s 42 tok/s 25 tok/s | ~2.2s ~2.2s ~2.3s | |
- | SEA-LION-7B | 7.1B | INT4 Q8 FP16 | 59 tok/s 42 tok/s 25 tok/s | ~2.3s ~2.3s ~2.3s | |
- | SEA-LION-7B-Instruct | 7.1B | INT4 Q8 FP16 | 59 tok/s 42 tok/s 25 tok/s | ~2.3s ~2.3s ~2.3s | |
- | Sahabat-AI-Llama3-8B-Instruct | 8B | INT4 Q8 FP16 | 54 tok/s 38 tok/s 22 tok/s | ~2.5s ~2.5s ~2.6s | |
- | Typhoon-2-8B | 8B | INT4 Q8 FP16 | 54 tok/s 38 tok/s 22 tok/s | ~2.5s ~2.5s ~2.6s | |
- | GLM-4-9B | 9B | INT4 Q8 FP16 | 49 tok/s 34 tok/s 20 tok/s | ~2.8s ~2.9s ~2.9s | |
- | GLM-4-9B-Chat | 9B | INT4 Q8 FP16 | 49 tok/s 34 tok/s 20 tok/s | ~2.8s ~2.9s ~2.9s | |
- | GLM-4-9B-Chat-1M | 9B | INT4 Q8 FP16 | 49 tok/s 34 tok/s 20 tok/s | ~2.8s ~2.9s ~2.9s | |
- | Sahabat-AI-Gemma2-9B | 9.2B | INT4 Q8 FP16 | 49 tok/s 34 tok/s 20 tok/s | ~2.9s ~2.9s ~2.9s | |
- | Sahabat-AI-Gemma2-9B-Instruct | 9.2B | INT4 Q8 FP16 | 49 tok/s 34 tok/s 20 tok/s | ~2.9s ~2.9s ~2.9s | |
- | Yi-9B | 9B | INT4 Q8 FP16 | 49 tok/s 34 tok/s 20 tok/s | ~2.8s ~2.9s ~2.9s | |
- | GreenMind-14B-R1 | 14B | INT4 Q8 FP16 | 34 tok/s 23 tok/s 12 tok/s | ~4.4s ~4.4s ~5.2s | |
- | AREX-2 | 27B | INT4 Q8 | 26 tok/s 14 tok/s | ~8.3s ~9.1s | |
- | PPLX Decider v1 27B | 27B | INT4 Q8 | 26 tok/s 14 tok/s | ~8.3s ~9.1s | |
- | PPLX Decider v1.1 27B | 27B | INT4 Q8 | 26 tok/s 14 tok/s | ~8.3s ~9.1s | |
- | Agnes 3.0 Flash | 33B | INT4 | 22 tok/s | ~10.1s | |
- | Falcon-40B | 40B | INT4 | 19 tok/s | ~12.3s | |
Inference Capacity
Maximum model parameter class runnable by weight precision.
Context:
4-bit
32B Models
8-bit
14B 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
3B Models
Workload Recommendations
Guidance for optimal precision and operational ceilings on Radeon PRO W6800 (32GB).
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 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
©2025 ApX Machine Learning