Instructions to use MagDevX/FormaFit-3B-GGUF with libraries, inference providers, notebooks, and local apps. Follow these links to get started.

Notebooks
Google Colab
Kaggle
Local Apps Settings

How to use MagDevX/FormaFit-3B-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 MagDevX/FormaFit-3B-GGUF:Q8_0
# Run inference directly in the terminal:
llama cli -hf MagDevX/FormaFit-3B-GGUF:Q8_0

Install from WinGet (Windows)

winget install llama.cpp
# Start a local OpenAI-compatible server with a web UI:
llama serve -hf MagDevX/FormaFit-3B-GGUF:Q8_0
# Run inference directly in the terminal:
llama cli -hf MagDevX/FormaFit-3B-GGUF:Q8_0

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 MagDevX/FormaFit-3B-GGUF:Q8_0
# Run inference directly in the terminal:
./llama-cli -hf MagDevX/FormaFit-3B-GGUF:Q8_0

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 MagDevX/FormaFit-3B-GGUF:Q8_0
# Run inference directly in the terminal:
./build/bin/llama-cli -hf MagDevX/FormaFit-3B-GGUF:Q8_0

Use Docker

docker model run hf.co/MagDevX/FormaFit-3B-GGUF:Q8_0

LM Studio
Jan
Ollama
How to use MagDevX/FormaFit-3B-GGUF with Ollama:
```
ollama run hf.co/MagDevX/FormaFit-3B-GGUF:Q8_0
```
Unsloth Desktop

How to use MagDevX/FormaFit-3B-GGUF with Pi:

Start the llama.cpp server

# Install llama.cpp:
brew install llama.cpp
# Start a local OpenAI-compatible server:
llama serve -hf MagDevX/FormaFit-3B-GGUF:Q8_0

Configure the model in Pi

# Install Pi:
npm install -g @earendil-works/pi-coding-agent
# Add to ~/.pi/agent/models.json:
{
  "providers": {
    "llama-cpp": {
      "baseUrl": "http://localhost:8080/v1",
      "api": "openai-completions",
      "apiKey": "none",
      "models": [
        {
          "id": "MagDevX/FormaFit-3B-GGUF:Q8_0"
        }
      ]
    }
  }
}

Run Pi

# Start Pi in your project directory:
pi

Docker Model Runner
How to use MagDevX/FormaFit-3B-GGUF with Docker Model Runner:
```
docker model run hf.co/MagDevX/FormaFit-3B-GGUF:Q8_0
```

Lemonade

How to use MagDevX/FormaFit-3B-GGUF with Lemonade:

Pull the model

# Download Lemonade from https://lemonade-server.ai/
lemonade pull MagDevX/FormaFit-3B-GGUF:Q8_0

Run and chat with the model

lemonade run user.FormaFit-3B-GGUF-Q8_0

List all available models

lemonade list

Hermes Agent

How to use MagDevX/FormaFit-3B-GGUF with Hermes Agent:

Start the llama.cpp server

# Install llama.cpp:
brew install llama.cpp
# Start a local OpenAI-compatible server:
llama serve -hf MagDevX/FormaFit-3B-GGUF:Q8_0

Configure Hermes

# Install Hermes:
curl -fsSL https://hermes-agent.nousresearch.com/install.sh | bash
hermes setup
# Point Hermes at the local server:
hermes config set model.provider custom
hermes config set model.base_url http://127.0.0.1:8080/v1
hermes config set model.default MagDevX/FormaFit-3B-GGUF:Q8_0

Run Hermes

hermes

Atomic Chat

OpenClaw

How to use MagDevX/FormaFit-3B-GGUF with OpenClaw:

Start the llama.cpp server

# Install llama.cpp:
brew install llama.cpp
# Start a local OpenAI-compatible server:
llama serve -hf MagDevX/FormaFit-3B-GGUF:Q8_0

Configure OpenClaw

# Install OpenClaw:
npm install -g openclaw@latest
# Register the local server and set it as the default model:
openclaw onboard --non-interactive --mode local \
  --auth-choice custom-api-key \
  --custom-base-url http://127.0.0.1:8080/v1 \
  --custom-model-id "MagDevX/FormaFit-3B-GGUF:Q8_0" \
  --custom-provider-id llama-cpp \
  --custom-compatibility openai \
  --custom-text-input \
  --accept-risk \
  --skip-health

Run OpenClaw

openclaw agent --local --agent main --message "Hello from Hugging Face"

FormaFit-3B-GGUF / space /ders_programi.csv

MagDevX

Upload folder using huggingface_hub

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ders_adi,egitmen,gun,saat,sure_dk,kontenjan,seviye,salon
Pilates,Defne Uçar,Pazartesi,09:00,50,15,başlangıç,Stüdyo A
Pilates,Defne Uçar,Çarşamba,19:00,50,15,orta,Stüdyo A
Spinning,Barış Ateş,Salı,07:30,45,20,orta,Bisiklet Salonu
Spinning,Barış Ateş,Perşembe,19:30,45,20,ileri,Bisiklet Salonu
Yoga,Ece Toprak,Pazartesi,19:00,60,18,başlangıç,Stüdyo B
Yoga,Ece Toprak,Cumartesi,10:00,75,18,tüm seviyeler,Stüdyo B
HIIT,Kaan Demirel,Salı,18:30,30,16,ileri,Fonksiyonel Alan
Zumba,Selin Akar,Cuma,19:00,55,25,tüm seviyeler,Stüdyo A
Aqua Aerobik,Melis Su,Çarşamba,10:00,45,12,başlangıç,Kapalı Havuz
Kick Boks,Kaan Demirel,Perşembe,18:00,60,14,orta,Fonksiyonel Alan
Mobilite,Ece Toprak,Pazar,11:00,40,18,tüm seviyeler,Stüdyo B
Core,Selin Akar,Pazartesi,07:00,30,16,orta,Stüdyo A

	ders_adi,egitmen,gun,saat,sure_dk,kontenjan,seviye,salon
	Pilates,Defne Uçar,Pazartesi,09:00,50,15,başlangıç,Stüdyo A
	Pilates,Defne Uçar,Çarşamba,19:00,50,15,orta,Stüdyo A
	Spinning,Barış Ateş,Salı,07:30,45,20,orta,Bisiklet Salonu
	Spinning,Barış Ateş,Perşembe,19:30,45,20,ileri,Bisiklet Salonu
	Yoga,Ece Toprak,Pazartesi,19:00,60,18,başlangıç,Stüdyo B
	Yoga,Ece Toprak,Cumartesi,10:00,75,18,tüm seviyeler,Stüdyo B
	HIIT,Kaan Demirel,Salı,18:30,30,16,ileri,Fonksiyonel Alan
	Zumba,Selin Akar,Cuma,19:00,55,25,tüm seviyeler,Stüdyo A
	Aqua Aerobik,Melis Su,Çarşamba,10:00,45,12,başlangıç,Kapalı Havuz
	Kick Boks,Kaan Demirel,Perşembe,18:00,60,14,orta,Fonksiyonel Alan
	Mobilite,Ece Toprak,Pazar,11:00,40,18,tüm seviyeler,Stüdyo B
	Core,Selin Akar,Pazartesi,07:00,30,16,orta,Stüdyo A