Workstation · 48 GB
70B Q4 serving begins here, with limited room for cache and concurrency.
Nex-N2.5-mini
The highest listed result may be a tight or offloaded fit. For daily use, prefer the first result marked Confortable and keep context modest.
vLLM
Linux GPU servers, concurrency and OpenAI-compatible production APIs. CUDA, ROCm and XPU feature coverage differs. Driver, shared-memory and quantization compatibility are version-specific.
Ouvrir le guideModèles open-weight représentatifs
Nex-N2.5-mini
English- Mémoire estimée
- ~21 GB
- Contexte
- 262,144 (config max_position_embeddings)
Qwen3.6 35B-A3B
- Mémoire estimée
- ~25 GB
- Contexte
- 262K native
Qwen3 32B
- Mémoire estimée
- ~24.5 GB
- Contexte
- 32K+
Qwen3 30B-A3B
- Mémoire estimée
- ~22.5 GB
- Contexte
- 32K+
Qwen3.6 27B
- Mémoire estimée
- ~18.5 GB
- Contexte
- 262K native
Qwen3.8 27B
- Mémoire estimée
- ~19.5 GB
- Contexte
- 262K native
Fit is based on estimated total model memory. Driver support, KV cache, multimodal projectors, concurrency, and desktop applications can all reduce available headroom. Current fit: Nex-N2.5-mini (Confortable), Qwen3.6 35B-A3B (Confortable), Qwen3 32B (Confortable), Qwen3 30B-A3B (Confortable), Qwen3.6 27B (Confortable), Qwen3.8 27B (Confortable).