Action
Check compatibility
Send us your model list, workload description, and software stack. We will review whether the shared platform is likely to support it.
What to include
Send details for review
Model information
- • Model names and sizes (e.g., Qwen3 70B, Llama 3.1 70B)
- • Expected quantization (4-bit, 8-bit, FP16)
- • Typical context length
Workload information
- • Primary use case (LLM, RAG, agent, multimodal)
- • Expected concurrency
- • Latency or throughput requirements
Software stack
- • Ollama, LM Studio, Open WebUI, ComfyUI, etc.
- • CUDA dependencies, if any
- • Operating system preference
Environment
- • Destination country
- • Preferred partner brand, if any
- • Timing or batch requirements
Quick reference
Typical memory requirements
| Model size | 4-bit quantized | 8-bit quantized | Fit on 128 GB unified memory |
|---|---|---|---|
| 7B | ~4 GB | ~7 GB | Yes |
| 13B | ~8 GB | ~13 GB | Yes |
| 30B – 40B | ~18 – 24 GB | ~35 – 48 GB | Yes |
| 70B | ~40 GB | ~80 GB | Yes, with context limits |
| MoE 8x22B | Variable | Variable | Depends on active experts |
Estimates include weights only. Context length, KV cache, and software overhead will increase memory use.
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