The AMD RX 6750 XT (12GB) provides 12 GB of memory with 432 GB/s bandwidth, supporting local inference via ROCm and Vulkan acceleration.
Memory
12 GB
Usable Memory Ceiling
12 GB
Bandwidth
432 GB/s
Max Inference Class
14B Models (Q4)
TDP
250W
Estimated memory requirements as context length increases. Curves crossing above the reference line indicate Out of Memory (OOM).
Precision:
Inference throughput, memory compatibility, and generation speeds for open-weights LLMs on AMD RX 6750 XT (12GB).
Sort by:
Context:
KV Cache:
GPUs:
| Rank | Model | Parameters | Precision | TPS (Approx.) | TTFT | Can Run |
|---|---|---|---|---|---|---|
#112 | Phi-4 Reasoning Plus | 14B | INT4 | 26 tok/s | ~7.6s | |
#125 | Qwen3.5-9B | 9B | INT4 Q8 | 56 tok/s 33 tok/s | ~4.2s ~4.6s | |
#128 | K2 Horizon 7B | 7B | INT4 Q8 | 68 tok/s 43 tok/s | ~3.3s ~3.3s | |
#135 | Gemma 4 12B | 11.95B | INT4 | 31 tok/s | ~6.0s | |
#140 | Qwen3.5-4B | 4B | INT4 Q8 FP16 | 100 tok/s 67 tok/s 39 tok/s | ~1.9s ~1.9s ~1.9s | |
#144 | GLM-4V | 9B | INT4 | 41 tok/s | ~4.2s | |
#150 | NVIDIA Nemotron 3 Nano 30B-A3B | 3.5B (30B active) | INT4 Q8 FP16 | 19 tok/s 11 tok/s 6 tok/s | ~13.2s ~13.3s ~14.5s | |
#158 | Granite 4.2 8B | 8B | INT4 Q8 | 62 tok/s 36 tok/s | ~3.7s ~4.1s | |
#159 | Gemma 4 E4B | 8B | INT4 Q8 | 62 tok/s 36 tok/s | ~3.7s ~4.1s | |
#166 | Phi-4 | 14B | INT4 | 39 tok/s | ~6.5s | |
#178 | OLMo 3 7B Think | 7B | INT4 Q8 | 49 tok/s 33 tok/s | ~3.3s ~3.6s | |
#179 | DeepSeek-R1 14B | 14B | INT4 | 40 tok/s | ~6.5s | |
#183 | Ministral 3 14B | 14B | INT4 | 26 tok/s | ~7.6s | |
#186 | Gemma 3 12B | 12B | INT4 | 45 tok/s | ~5.6s | |
#189 | Ministral 3 8B | 8B | INT4 Q8 | 45 tok/s 29 tok/s | ~3.8s ~4.4s | |
#191 | MiniCPM5-2B | 2B | INT4 Q8 FP16 | 144 tok/s 106 tok/s 67 tok/s | ~1.0s ~1.0s ~1.0s | |
#192 | Qwen3.5-2B | 2B | INT4 Q8 FP16 | 144 tok/s 106 tok/s 67 tok/s | ~1.0s ~1.0s ~1.0s | |
#194 | Qwen2.5-14B | 14B | INT4 | 39 tok/s | ~6.5s | |
#200 | Gemma 4 E2B | 5.1B | INT4 Q8 FP16 | 85 tok/s 56 tok/s 28 tok/s | ~2.4s ~2.4s ~2.9s | |
#202 | DeepSeek-R1 8B | 8B | INT4 Q8 | 63 tok/s 39 tok/s | ~3.7s ~3.8s | |
#204 | Qwen3-4B | 4B | INT4 Q8 FP16 | 100 tok/s 67 tok/s 39 tok/s | ~1.9s ~1.9s ~1.9s | |
#205 | Ministral 3 3B | 3B | INT4 Q8 FP16 | 81 tok/s 64 tok/s 42 tok/s | ~1.5s ~1.5s ~1.5s | |
#207 | Gemma 2 9B | 9B | INT4 Q8 | 56 tok/s 33 tok/s | ~4.2s ~4.6s | |
#208 | Qwen3.5-0.8B | 0.8B | INT4 Q8 FP16 | 204 tok/s 170 tok/s 124 tok/s | ~420 ms ~421 ms ~423 ms | |
#209 | Qwen3-14B | 14B | INT4 | 39 tok/s | ~6.5s | |
#210 | Gemma 3 4B | 4B | INT4 Q8 FP16 | 100 tok/s 67 tok/s 39 tok/s | ~1.9s ~1.9s ~1.9s | |
#211 | Qwen3-8B | 8B | INT4 Q8 | 62 tok/s 36 tok/s | ~3.7s ~4.1s | |
#213 | DeepSeek-R1 7B | 7B | INT4 Q8 | 70 tok/s 44 tok/s | ~3.3s ~3.3s | |
#214 | Qwen3-1.7B | 1.7B | INT4 Q8 FP16 | 155 tok/s 117 tok/s 76 tok/s | ~878 ms ~880 ms ~885 ms | |
#215 | Llama 3.1 8B | 8B | INT4 Q8 | 62 tok/s 36 tok/s | ~3.7s ~4.1s | |
#216 | Gemma 3 270M | 0.27B | INT4 Q8 FP16 | 232 tok/s 217 tok/s 187 tok/s | ~142 ms ~143 ms ~143 ms | |
#218 | Qwen3-0.6B | 0.6B | INT4 Q8 FP16 | 221 tok/s 190 tok/s 145 tok/s | ~312 ms ~312 ms ~314 ms | |
#219 | Llama 3 8B | 8B | INT4 Q8 | 62 tok/s 36 tok/s | ~3.7s ~4.1s | |
#221 | Phi-4-Mini | 3.8B | INT4 Q8 FP16 | 103 tok/s 69 tok/s 40 tok/s | ~1.8s ~1.8s ~1.9s | |
#223 | Qwen2.5-7B | 7B | INT4 Q8 | 68 tok/s 43 tok/s | ~3.3s ~3.3s | |
#224 | Ministral-8B-2410 | 8B | INT4 Q8 | 62 tok/s 36 tok/s | ~3.7s ~4.1s | |
#225 | DeepSeek-R1 1.5B | 1.5B | INT4 Q8 FP16 | 164 tok/s 126 tok/s 83 tok/s | ~778 ms ~779 ms ~783 ms | |
#226 | Llama 3.2 3B | 3B | INT4 Q8 FP16 | 118 tok/s 82 tok/s 49 tok/s | ~1.5s ~1.5s ~1.5s | |
#228 | Phi-3-mini | 3.8B | INT4 Q8 FP16 | 103 tok/s 69 tok/s 40 tok/s | ~1.8s ~1.8s ~1.9s | |
#229 | Gemma 3n E2B IT | 6B (2B active) | INT4 Q8 | 81 tok/s 70 tok/s | ~1.1s ~1.1s | |
#230 | Mistral-7B-Instruct-v0.1 | 7.3B | INT4 Q8 | 66 tok/s 41 tok/s | ~3.4s ~3.4s | |
#231 | Llama 3.2 1B | 1B | INT4 Q8 FP16 | 189 tok/s 154 tok/s 108 tok/s | ~533 ms ~534 ms ~536 ms | |
#232 | Gemma 2 2B | 2B | INT4 Q8 FP16 | 144 tok/s 106 tok/s 67 tok/s | ~1.0s ~1.0s ~1.0s | |
#233 | Phi-3-medium | 14B | INT4 | 39 tok/s | ~6.5s | |
#234 | OLMo 3 7B Instruct | 7B | INT4 Q8 | 49 tok/s 33 tok/s | ~3.3s ~3.6s | |
#236 | Qwen2-7B | 7B | INT4 Q8 | 68 tok/s 43 tok/s | ~3.3s ~3.3s | |
#237 | Phi-3-small | 7B | INT4 Q8 | 68 tok/s 43 tok/s | ~3.3s ~3.3s | |
#238 | Gemma 3 1B | 1B | INT4 Q8 FP16 | 189 tok/s 154 tok/s 108 tok/s | ~533 ms ~534 ms ~536 ms | |
#239 | Mistral-7B-Instruct-v0.2 | 7.3B | INT4 Q8 | 66 tok/s 41 tok/s | ~3.4s ~3.4s | |
#241 | Gemma 1 7B | 7B | INT4 Q8 | 49 tok/s 33 tok/s | ~3.3s ~3.6s | |
#242 | Gemma 1 2B | 2B | INT4 Q8 FP16 | 152 tok/s 110 tok/s 69 tok/s | ~1.0s ~1.0s ~1.0s | |
#243 | ChatGLM3-6B | 6B | INT4 Q8 | 55 tok/s 40 tok/s | ~2.8s ~2.8s | |
#244 | ChatGLM2-6B | 6B | INT4 Q8 | 55 tok/s 40 tok/s | ~2.8s ~2.8s | |
#245 | ChatGLM-6B | 6B | INT4 Q8 | 55 tok/s 40 tok/s | ~2.8s ~2.8s | |
Unranked Models (Sorted by Speed) | ||||||
- | DINOv3 ViT-L/16 | 0.3B | INT4 Q8 FP16 | 250 tok/s 229 tok/s 193 tok/s | ~157 ms ~158 ms ~159 ms | |
- | Qwen2-0.5B | 0.5B | INT4 Q8 FP16 | 230 tok/s 202 tok/s 158 tok/s | ~259 ms ~260 ms ~261 ms | |
- | Qwen2.5-0.5B | 0.5B | INT4 Q8 FP16 | 230 tok/s 202 tok/s 158 tok/s | ~259 ms ~260 ms ~261 ms | |
- | ERNIE-4.5-0.3B | 0.3B | INT4 Q8 FP16 | 226 tok/s 210 tok/s 180 tok/s | ~158 ms ~158 ms ~159 ms | |
- | ERNIE-4.5-0.3B-Base | 0.3B | INT4 Q8 FP16 | 226 tok/s 210 tok/s 180 tok/s | ~158 ms ~158 ms ~159 ms | |
- | Liquid D1-Omni 600M | 0.6B | INT4 Q8 FP16 | 221 tok/s 190 tok/s 145 tok/s | ~312 ms ~312 ms ~314 ms | |
- | PixArt-α XL 2 1024-MS | 0.61B | INT4 Q8 FP16 | 220 tok/s 189 tok/s 144 tok/s | ~316 ms ~317 ms ~319 ms | |
- | PixArt-Σ XL 2 1024-MS | 0.61B | INT4 Q8 FP16 | 220 tok/s 189 tok/s 144 tok/s | ~316 ms ~317 ms ~319 ms | |
- | Nemotron 3.5 Parse | 0.63B | INT4 Q8 FP16 | 218 tok/s 187 tok/s 141 tok/s | ~329 ms ~329 ms ~331 ms | |
- | SD 2.1 Turbo | 0.86B | INT4 Q8 FP16 | 200 tok/s 165 tok/s 119 tok/s | ~453 ms ~454 ms ~456 ms | |
- | Stable Diffusion 1.4 | 0.86B | INT4 Q8 FP16 | 200 tok/s 165 tok/s 119 tok/s | ~453 ms ~454 ms ~456 ms | |
- | Stable Diffusion 2.1 | 0.86B | INT4 Q8 FP16 | 200 tok/s 165 tok/s 119 tok/s | ~453 ms ~454 ms ~456 ms | |
- | Falcon-1B | 1B | INT4 Q8 FP16 | 198 tok/s 159 tok/s 111 tok/s | ~532 ms ~534 ms ~536 ms | |
- | Falcon3-1B | 1B | INT4 Q8 FP16 | 189 tok/s 154 tok/s 108 tok/s | ~533 ms ~534 ms ~536 ms | |
- | MiniCPM-V 4.7 1B | 1B | INT4 Q8 FP16 | 189 tok/s 154 tok/s 108 tok/s | ~533 ms ~534 ms ~536 ms | |
- | Kandinsky 2.2 Decoder | 1.22B | INT4 Q8 FP16 | 177 tok/s 140 tok/s 96 tok/s | ~641 ms ~642 ms ~646 ms | |
- | Wan 2.1 T2V 1.3B | 1.3B | INT4 Q8 FP16 | 173 tok/s 136 tok/s 92 tok/s | ~678 ms ~679 ms ~683 ms | |
- | Qwen2-1.5B | 1.5B | INT4 Q8 FP16 | 164 tok/s 126 tok/s 83 tok/s | ~778 ms ~779 ms ~783 ms | |
- | Qwen2.5-1.5B | 1.5B | INT4 Q8 FP16 | 164 tok/s 126 tok/s 83 tok/s | ~778 ms ~779 ms ~783 ms | |
- | SVD Image-to-Video XT | 1.5B | INT4 Q8 FP16 | 164 tok/s 126 tok/s 83 tok/s | ~778 ms ~779 ms ~783 ms | |
- | SVD Image-to-Video XT 1.1 | 1.5B | INT4 Q8 FP16 | 164 tok/s 126 tok/s 83 tok/s | ~778 ms ~779 ms ~783 ms | |
- | LFM3 1.7B | 1.7B | INT4 Q8 FP16 | 155 tok/s 117 tok/s 76 tok/s | ~878 ms ~880 ms ~885 ms | |
- | LFM3 1.7B Base | 1.7B | INT4 Q8 FP16 | 155 tok/s 117 tok/s 76 tok/s | ~878 ms ~880 ms ~885 ms | |
- | Spark X2.5 1.7B | 1.7B | INT4 Q8 FP16 | 155 tok/s 117 tok/s 76 tok/s | ~878 ms ~880 ms ~885 ms | |
- | Hy-MT2 1.8B | 1.8B | INT4 Q8 FP16 | 151 tok/s 113 tok/s 73 tok/s | ~925 ms ~927 ms ~932 ms | |
- | CogVideoX 2B | 2B | INT4 Q8 FP16 | 144 tok/s 106 tok/s 67 tok/s | ~1.0s ~1.0s ~1.0s | |
- | LFM3 Audio 2B | 2B | INT4 Q8 FP16 | 144 tok/s 106 tok/s 67 tok/s | ~1.0s ~1.0s ~1.0s | |
- | LFM3 Omni 2B | 2B | INT4 Q8 FP16 | 144 tok/s 106 tok/s 67 tok/s | ~1.0s ~1.0s ~1.0s | |
- | LFM3 VL 2B | 2B | INT4 Q8 FP16 | 144 tok/s 106 tok/s 67 tok/s | ~1.0s ~1.0s ~1.0s | |
- | Liquid D1 2B | 2B | INT4 Q8 FP16 | 144 tok/s 106 tok/s 67 tok/s | ~1.0s ~1.0s ~1.0s | |
- | LTX-Video 0.9.1 | 2B | INT4 Q8 FP16 | 144 tok/s 106 tok/s 67 tok/s | ~1.0s ~1.0s ~1.0s | |
- | Moondream 3.1 | 9B (2B active) | INT4 Q8 | 144 tok/s 101 tok/s | ~1.2s ~1.3s | |
- | Stable Diffusion 3 Medium | 2B | INT4 Q8 FP16 | 144 tok/s 106 tok/s 67 tok/s | ~1.0s ~1.0s ~1.0s | |
- | Kandinsky 3.0 | 2.1B | INT4 Q8 FP16 | 141 tok/s 103 tok/s 65 tok/s | ~1.1s ~1.1s ~1.1s | |
- | LTX-2 | 2.2B | INT4 Q8 FP16 | 138 tok/s 100 tok/s 63 tok/s | ~1.1s ~1.1s ~1.1s | |
- | SDXL 1.0 Refiner | 2.31B | INT4 Q8 FP16 | 135 tok/s 97 tok/s 60 tok/s | ~1.2s ~1.2s ~1.2s | |
- | Stable Diffusion 3.5 Medium | 2.5B | INT4 Q8 FP16 | 130 tok/s 93 tok/s 57 tok/s | ~1.3s ~1.3s ~1.3s | |
- | SDXL 1.0 Base | 2.56B | INT4 Q8 FP16 | 128 tok/s 91 tok/s 56 tok/s | ~1.3s ~1.3s ~1.3s | |
- | SDXL Turbo | 2.56B | INT4 Q8 FP16 | 128 tok/s 91 tok/s 56 tok/s | ~1.3s ~1.3s ~1.3s | |
- | Falcon-3B | 3B | INT4 Q8 FP16 | 124 tok/s 85 tok/s 50 tok/s | ~1.5s ~1.5s ~1.5s | |
- | CroissantLLM Base | 1.3B | INT4 Q8 FP16 | 122 tok/s 104 tok/s 76 tok/s | ~680 ms ~681 ms ~685 ms | |
- | Phi-1 | 1.3B | INT4 Q8 FP16 | 122 tok/s 104 tok/s 76 tok/s | ~680 ms ~681 ms ~685 ms | |
- | Phi-1.5 | 1.3B | INT4 Q8 FP16 | 122 tok/s 104 tok/s 76 tok/s | ~680 ms ~681 ms ~685 ms | |
- | DeepSeek-R1 3B | 3B | INT4 Q8 FP16 | 119 tok/s 83 tok/s 49 tok/s | ~1.5s ~1.5s ~1.5s | |
- | Mellum 2.1 12B A2.5B Thinking | 12B (2.5B active) | INT4 | 119 tok/s | ~1.4s | |
- | Falcon3-3B | 3B | INT4 Q8 FP16 | 118 tok/s 82 tok/s 49 tok/s | ~1.5s ~1.5s ~1.5s | |
- | LFM2-VL 3B | 3B | INT4 Q8 FP16 | 118 tok/s 82 tok/s 49 tok/s | ~1.5s ~1.5s ~1.5s | |
- | Liquid D1 3B | 3B | INT4 Q8 FP16 | 118 tok/s 82 tok/s 49 tok/s | ~1.5s ~1.5s ~1.5s | |
- | Liquid D1-VL 3B | 3B | INT4 Q8 FP16 | 118 tok/s 82 tok/s 49 tok/s | ~1.5s ~1.5s ~1.5s | |
- | Liquid LFM2-VL 3B D1 | 3B | INT4 Q8 FP16 | 118 tok/s 82 tok/s 49 tok/s | ~1.5s ~1.5s ~1.5s | |
- | Qwen2.5-3B | 3B | INT4 Q8 FP16 | 118 tok/s 82 tok/s 49 tok/s | ~1.5s ~1.5s ~1.5s | |
- | FLUX.2 Klein 4B | 4B | INT4 Q8 FP16 | 100 tok/s 67 tok/s 39 tok/s | ~1.9s ~1.9s ~1.9s | |
- | FrogNano 4B | 4B | INT4 Q8 FP16 | 100 tok/s 67 tok/s 39 tok/s | ~1.9s ~1.9s ~1.9s | |
- | Mage-VL Cowork | 4B | INT4 Q8 FP16 | 100 tok/s 67 tok/s 39 tok/s | ~1.9s ~1.9s ~1.9s | |
- | Spark X2.5 4B | 4B | INT4 Q8 FP16 | 100 tok/s 67 tok/s 39 tok/s | ~1.9s ~1.9s ~1.9s | |
- | EmbeddingGemma 2 | 2B | INT4 Q8 FP16 | 96 tok/s 79 tok/s 55 tok/s | ~1.0s ~1.0s ~1.0s | |
- | CogVideoX 1.5 5B | 5B | INT4 Q8 FP16 | 86 tok/s 56 tok/s 30 tok/s | ~2.4s ~2.4s ~2.6s | |
- | CogVideoX 5B | 5B | INT4 Q8 FP16 | 86 tok/s 56 tok/s 30 tok/s | ~2.4s ~2.4s ~2.6s | |
- | Wan 2.2 TI2V 5B | 5B | INT4 Q8 FP16 | 86 tok/s 56 tok/s 30 tok/s | ~2.4s ~2.4s ~2.6s | |
- | Phi-2 | 2.7B | INT4 Q8 FP16 | 85 tok/s 68 tok/s 45 tok/s | ~1.3s ~1.3s ~1.4s | |
- | MaLLaM-3B | 3B | INT4 Q8 FP16 | 81 tok/s 64 tok/s 42 tok/s | ~1.5s ~1.5s ~1.5s | |
- | SmolLM3 3B | 3B | INT4 Q8 FP16 | 81 tok/s 64 tok/s 42 tok/s | ~1.5s ~1.5s ~1.5s | |
- | Falcon-7B | 7B | INT4 Q8 | 71 tok/s 44 tok/s | ~3.3s ~3.3s | |
- | AuraFlow v0.2 | 6.8B | INT4 Q8 | 70 tok/s 44 tok/s | ~3.2s ~3.2s | |
- | AuraFlow v0.3 | 6.8B | INT4 Q8 | 70 tok/s 44 tok/s | ~3.2s ~3.2s | |
- | Falcon3-7B | 7B | INT4 Q8 | 68 tok/s 43 tok/s | ~3.3s ~3.3s | |
- | Hy-MT2 7B | 7B | INT4 Q8 | 68 tok/s 43 tok/s | ~3.3s ~3.3s | |
- | Mistral-7B-v0.1 | 7.3B | INT4 Q8 | 66 tok/s 41 tok/s | ~3.4s ~3.4s | |
- | Youtu Parsing Omni | 8B | INT4 Q8 | 63 tok/s 39 tok/s | ~3.7s ~3.8s | |
- | Stable Diffusion 3.5 Large | 8.1B | INT4 Q8 | 61 tok/s 36 tok/s | ~3.8s ~4.1s | |
- | Stable Diffusion 3.5 Large Turbo | 8.1B | INT4 Q8 | 61 tok/s 36 tok/s | ~3.8s ~4.1s | |
- | FLUX.2 Klein 9B | 9B | INT4 Q8 | 56 tok/s 33 tok/s | ~4.2s ~4.6s | |
- | LensVLM 9B | 9B | INT4 Q8 | 56 tok/s 33 tok/s | ~4.2s ~4.6s | |
- | MiMo V2.6 Distill Qwen 9B | 9B | INT4 Q8 | 56 tok/s 33 tok/s | ~4.2s ~4.6s | |
- | ChatGLM3-6B-32K | 6B | INT4 Q8 | 55 tok/s 40 tok/s | ~2.8s ~2.8s | |
- | Yi-6B | 6B | INT4 Q8 | 55 tok/s 40 tok/s | ~2.8s ~2.8s | |
- | Falcon3-10B | 10B | INT4 Q8 | 52 tok/s 28 tok/s | ~4.7s ~5.5s | |
- | Mochi 1 Preview | 10B | INT4 Q8 | 52 tok/s 28 tok/s | ~4.7s ~5.5s | |
- | Falcon2-11B | 11B | INT4 Q8 | 50 tok/s 27 tok/s | ~5.1s ~6.0s | |
- | Hunyuan Lite | 7B | INT4 Q8 | 49 tok/s 33 tok/s | ~3.3s ~3.6s | |
- | OLMo 3 7B Base | 7B | INT4 Q8 | 49 tok/s 33 tok/s | ~3.3s ~3.6s | |
- | SEA-LION-7B | 7.1B | INT4 Q8 | 49 tok/s 33 tok/s | ~3.3s ~3.6s | |
- | SEA-LION-7B-Instruct | 7.1B | INT4 Q8 | 49 tok/s 33 tok/s | ~3.3s ~3.6s | |
- | FLUX.1 Canny Dev | 11.9B | INT4 | 45 tok/s | ~5.5s | |
- | FLUX.1 Depth Dev | 11.9B | INT4 | 45 tok/s | ~5.5s | |
- | FLUX.1 Dev | 11.9B | INT4 | 45 tok/s | ~5.5s | |
- | FLUX.1 Fill Dev | 11.9B | INT4 | 45 tok/s | ~5.5s | |
- | FLUX.1 Schnell | 11.9B | INT4 | 45 tok/s | ~5.5s | |
- | Sahabat-AI-Llama3-8B-Instruct | 8B | INT4 Q8 | 45 tok/s 29 tok/s | ~3.8s ~4.4s | |
- | Typhoon-2-8B | 8B | INT4 Q8 | 45 tok/s 29 tok/s | ~3.8s ~4.4s | |
- | HunyuanVideo 1.5 720P T2V | 13B | INT4 | 42 tok/s | ~6.0s | |
- | GLM-4-9B | 9B | INT4 | 41 tok/s | ~4.2s | |
- | GLM-4-9B-Chat | 9B | INT4 | 41 tok/s | ~4.2s | |
- | GLM-4-9B-Chat-1M | 9B | INT4 | 41 tok/s | ~4.2s | |
- | Yi-9B | 9B | INT4 | 41 tok/s | ~4.2s | |
- | Sahabat-AI-Gemma2-9B | 9.2B | INT4 | 40 tok/s | ~4.3s | |
- | Sahabat-AI-Gemma2-9B-Instruct | 9.2B | INT4 | 40 tok/s | ~4.3s | |
- | Wan 2.1 I2V 14B 720P | 14B | INT4 | 39 tok/s | ~6.5s | |
- | Wan 2.1 T2V 14B | 14B | INT4 | 39 tok/s | ~6.5s | |
- | Wan 2.2 T2V A14B | 14B | INT4 | 39 tok/s | ~6.5s | |
- | FLUX.2 Dev | 15B | INT4 | 37 tok/s | ~6.9s | |
- | GreenMind-14B-R1 | 14B | INT4 | 26 tok/s | ~7.6s | |
Maximum model parameter class runnable by weight precision.
Context:
4-bit
14B Models
8-bit
8B Models
16-bit
3B Models
Hardware capacity for local training and adapter fine-tuning.
Context Length:
QLoRA
14B Models
LoRA
8B Models
Full Parameter Training
1B Models
Guidance for optimal precision and operational ceilings on AMD RX 6750 XT (12GB).
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 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.
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