Instructions to use FPHam/Regency_Bewildered_12B_GGUF with libraries, inference providers, notebooks, and local apps. Follow these links to get started.

Libraries

How to use FPHam/Regency_Bewildered_12B_GGUF with llama-cpp-python:

# !pip install llama-cpp-python

from llama_cpp import Llama

llm = Llama.from_pretrained(
	repo_id="FPHam/Regency_Bewildered_12B_GGUF",
	filename="Regency_Bewildered_12B_Q4_K_M_o.gguf",
)

output = llm(
	"Once upon a time,",
	max_tokens=512,
	echo=True
)
print(output)

Notebooks
Google Colab
Kaggle
Local Apps Settings

llama.cpp

How to use FPHam/Regency_Bewildered_12B_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 FPHam/Regency_Bewildered_12B_GGUF:Q4_K_M_O
# Run inference directly in the terminal:
llama cli -hf FPHam/Regency_Bewildered_12B_GGUF:Q4_K_M_O

Install from WinGet (Windows)

winget install llama.cpp
# Start a local OpenAI-compatible server with a web UI:
llama serve -hf FPHam/Regency_Bewildered_12B_GGUF:Q4_K_M_O
# Run inference directly in the terminal:
llama cli -hf FPHam/Regency_Bewildered_12B_GGUF:Q4_K_M_O

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 FPHam/Regency_Bewildered_12B_GGUF:Q4_K_M_O
# Run inference directly in the terminal:
./llama-cli -hf FPHam/Regency_Bewildered_12B_GGUF:Q4_K_M_O

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 FPHam/Regency_Bewildered_12B_GGUF:Q4_K_M_O
# Run inference directly in the terminal:
./build/bin/llama-cli -hf FPHam/Regency_Bewildered_12B_GGUF:Q4_K_M_O

Use Docker

docker model run hf.co/FPHam/Regency_Bewildered_12B_GGUF:Q4_K_M_O

LM Studio
Jan
Ollama
How to use FPHam/Regency_Bewildered_12B_GGUF with Ollama:
```
ollama run hf.co/FPHam/Regency_Bewildered_12B_GGUF:Q4_K_M_O
```

Unsloth Studio

How to use FPHam/Regency_Bewildered_12B_GGUF with Unsloth Studio:

Install Unsloth Studio (macOS, Linux, WSL)

curl -fsSL https://unsloth.ai/install.sh | sh
# Run unsloth studio
unsloth studio -H 0.0.0.0 -p 8888
# Then open http://localhost:8888 in your browser
# Search for FPHam/Regency_Bewildered_12B_GGUF to start chatting

Install Unsloth Studio (Windows)

irm https://unsloth.ai/install.ps1 | iex
# Run unsloth studio
unsloth studio -H 0.0.0.0 -p 8888
# Then open http://localhost:8888 in your browser
# Search for FPHam/Regency_Bewildered_12B_GGUF to start chatting

Using HuggingFace Spaces for Unsloth

# No setup required
# Open https://huggingface.co/spaces/unsloth/studio in your browser
# Search for FPHam/Regency_Bewildered_12B_GGUF to start chatting

Atomic Chat new
Docker Model Runner
How to use FPHam/Regency_Bewildered_12B_GGUF with Docker Model Runner:
```
docker model run hf.co/FPHam/Regency_Bewildered_12B_GGUF:Q4_K_M_O
```

Lemonade

How to use FPHam/Regency_Bewildered_12B_GGUF with Lemonade:

Pull the model

# Download Lemonade from https://lemonade-server.ai/
lemonade pull FPHam/Regency_Bewildered_12B_GGUF:Q4_K_M_O

Run and chat with the model

lemonade run user.Regency_Bewildered_12B_GGUF-Q4_K_M_O

List all available models

lemonade list

Reply is generated twice

by SandInTheDunes - opened Jul 18, 2025

Discussion

SandInTheDunes

Jul 18, 2025

•

edited Jul 18, 2025

For some reason the model reply is generated once, then underneath the same reply would be generated once more in the /* */ section. I see that this model uses a manual prompt template (Alpaca) instead of Jinja (in LM Studio).

SandInTheDunes

Jul 18, 2025

Interesting, some other chats instances I tried did not have this issue.

FPHam

Owner Feb 7

•

edited Feb 7

It should not use alpaca, but the hf to gghuf I used didn't apparenlly added the jinja correctly, at least nor for LM studio so this falls back to alpaca. I have to revisit this again, don't know where are all the bits and bobs from this model on my disk.

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