Instructions to use nuofang/Qwen3.5-4B-MiniFantasy-GGUF with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Notebooks
- Google Colab
- Kaggle
- Local Apps Settings
- llama.cpp
How to use nuofang/Qwen3.5-4B-MiniFantasy-GGUF with llama.cpp:
Install (macOS, Linux)
curl -LsSf https://llama.app/install.sh | sh # Start a local OpenAI-compatible server with a web UI: llama serve -hf nuofang/Qwen3.5-4B-MiniFantasy-GGUF:Q4_K_M # Run inference directly in the terminal: llama cli -hf nuofang/Qwen3.5-4B-MiniFantasy-GGUF:Q4_K_M
Install from WinGet (Windows)
winget install llama.cpp # Start a local OpenAI-compatible server with a web UI: llama serve -hf nuofang/Qwen3.5-4B-MiniFantasy-GGUF:Q4_K_M # Run inference directly in the terminal: llama cli -hf nuofang/Qwen3.5-4B-MiniFantasy-GGUF:Q4_K_M
Use pre-built binary
# Download pre-built binary from: # https://github.com/ggerganov/llama.cpp/releases # Start a local OpenAI-compatible server with a web UI: ./llama-server -hf nuofang/Qwen3.5-4B-MiniFantasy-GGUF:Q4_K_M # Run inference directly in the terminal: ./llama-cli -hf nuofang/Qwen3.5-4B-MiniFantasy-GGUF:Q4_K_M
Build from source code
git clone https://github.com/ggerganov/llama.cpp.git cd llama.cpp cmake -B build cmake --build build -j --target llama-server llama-cli # Start a local OpenAI-compatible server with a web UI: ./build/bin/llama-server -hf nuofang/Qwen3.5-4B-MiniFantasy-GGUF:Q4_K_M # Run inference directly in the terminal: ./build/bin/llama-cli -hf nuofang/Qwen3.5-4B-MiniFantasy-GGUF:Q4_K_M
Use Docker
docker model run hf.co/nuofang/Qwen3.5-4B-MiniFantasy-GGUF:Q4_K_M
- LM Studio
- Jan
- Ollama
How to use nuofang/Qwen3.5-4B-MiniFantasy-GGUF with Ollama:
ollama run hf.co/nuofang/Qwen3.5-4B-MiniFantasy-GGUF:Q4_K_M
- Unsloth Desktop
- Docker Model Runner
How to use nuofang/Qwen3.5-4B-MiniFantasy-GGUF with Docker Model Runner:
docker model run hf.co/nuofang/Qwen3.5-4B-MiniFantasy-GGUF:Q4_K_M
- Lemonade
How to use nuofang/Qwen3.5-4B-MiniFantasy-GGUF with Lemonade:
Pull the model
# Download Lemonade from https://lemonade-server.ai/ lemonade pull nuofang/Qwen3.5-4B-MiniFantasy-GGUF:Q4_K_M
Run and chat with the model
lemonade run user.Qwen3.5-4B-MiniFantasy-GGUF-Q4_K_M
List all available models
lemonade list
- Atomic Chat
Auto-Quantized GGUF Model
This repository contains automated GGUF quantization files for Nubinu/Qwen3.5-4B-MiniFantasy.
The calibration data for the imatrix is targeted at Chinese novels and role-playing (RP), while preserving logic and common sense.
imatrix ็ๆ กๅๆฐๆฎไปฅไธญๆ็ๅฐ่ฏดใ่ง่ฒๆฎๆผไธบ็ฎๆ ๏ผๅๆถไฟ็้ป่พๅๅธธ่ฏใ
๐ Perplexity Evaluation
(Tested against the provided calibration dataset)
- Base (F16/BF16): PPL = 16.5300 +/- 0.13828
- IQ4_XS: PPL = 14.1688 +/- 0.11587
- Q4_K_M: PPL = 14.0570 +/- 0.11458
- Q5_K_M: PPL = 13.9765 +/- 0.11426
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Hardware compatibility
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Model tree for nuofang/Qwen3.5-4B-MiniFantasy-GGUF
Base model
Qwen/Qwen3.5-4B-Base Finetuned
Qwen/Qwen3.5-4B Finetuned
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Nubinu/Qwen3.5-4B-MiniFantasy