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Topic starter
31/10/2026 9:57 上午
[Official FAQ] Corrections and follow-up questions welcome.
These are different ecosystems. GGUF pairs naturally with llama.cpp/Ollama-style workflows. GPTQ/AWQ appear more in Transformers/vLLM/TGW stacks on NVIDIA.
Rule of thumb:
- Simple cross-platform / CPU / Apple: start with GGUF.
- High-throughput multi-user NVIDIA serving: check vLLM’s supported formats (AWQ/GPTQ/FP8/etc.).
- Equal “4-bit” labels are not interchangeable across loaders.
Quality is empirical—compare on your prompts.