Image-Text-to-Text
MLX
Safetensors
English
Turkish
qwen3_5
loopl
on-device
agent
tool-calling
qwen3.5
sft
vision
4-bit precision
conversational
Instructions to use cagataydev/loopl-2b-4bit with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- MLX
How to use cagataydev/loopl-2b-4bit with MLX:
# Make sure mlx-vlm is installed # pip install --upgrade mlx-vlm from mlx_vlm import load, generate from mlx_vlm.prompt_utils import apply_chat_template from mlx_vlm.utils import load_config # Load the model model, processor = load("cagataydev/loopl-2b-4bit") config = load_config("cagataydev/loopl-2b-4bit") # Prepare input image = ["http://images.cocodataset.org/val2017/000000039769.jpg"] prompt = "Describe this image." # Apply chat template formatted_prompt = apply_chat_template( processor, config, prompt, num_images=1 ) # Generate output output = generate(model, processor, formatted_prompt, image) print(output) - Notebooks
- Google Colab
- Kaggle
- Local Apps Settings
- LM Studio
- Pi
How to use cagataydev/loopl-2b-4bit with Pi:
Start the MLX server
# Install MLX LM: uv tool install mlx-lm # Start a local OpenAI-compatible server: mlx_lm.server --model "cagataydev/loopl-2b-4bit"
Configure the model in Pi
# Install Pi: npm install -g @earendil-works/pi-coding-agent # Add to ~/.pi/agent/models.json: { "providers": { "mlx-lm": { "baseUrl": "http://localhost:8080/v1", "api": "openai-completions", "apiKey": "none", "models": [ { "id": "cagataydev/loopl-2b-4bit" } ] } } }Run Pi
# Start Pi in your project directory: pi
- Hermes Agent
How to use cagataydev/loopl-2b-4bit with Hermes Agent:
Start the MLX server
# Install MLX LM: uv tool install mlx-lm # Start a local OpenAI-compatible server: mlx_lm.server --model "cagataydev/loopl-2b-4bit"
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 cagataydev/loopl-2b-4bit
Run Hermes
hermes
- Atomic Chat
- OpenClaw
How to use cagataydev/loopl-2b-4bit with OpenClaw:
Start the MLX server
# Install MLX LM: uv tool install mlx-lm # Start a local OpenAI-compatible server: mlx_lm.server --model "cagataydev/loopl-2b-4bit"
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 "cagataydev/loopl-2b-4bit" \ --custom-provider-id mlx-lm \ --custom-compatibility openai \ --custom-text-input \ --accept-risk \ --skip-health
Run OpenClaw
openclaw agent --local --agent main --message "Hello from Hugging Face"
card: loopl 2B v1.1 (mlx) — train/cards.py
Browse files
README.md
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<a href="https://loopl.dev"><img src="https://huggingface.co/cagataydev/loopl-2b-4bit/resolve/main/assets/banner.png" alt="loopl — Agents that run on your phone." width="100%"></a>
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<div align="center" style="display:flex;flex-wrap:wrap;gap:6px;justify-content:center"><a href="https://huggingface.co/cagataydev/loopl-2b-4bit/blob/main/README.md#license"><img alt="license: Apache 2.0" src="https://img.shields.io/badge/license-Apache%202.0-5d5d63?style=flat-square&labelColor=0b0b0c"></a> <img alt="MLX: 4-bit · 1.72 GB" src="https://img.shields.io/badge/MLX-4--bit%20%C2%B7%201.72%20GB-5d5d63?style=flat-square&labelColor=0b0b0c"> <img alt="vision: ✓ 297 tensors kept" src="https://img.shields.io/badge/vision-%E2%9C%93%20297%20tensors%20kept-5d5d63?style=flat-square&labelColor=0b0b0c"> <img alt="tool calling: native + loopl JSON" src="https://img.shields.io/badge/tool%20calling-native%20%2B%20loopl%20JSON-5d5d63?style=flat-square&labelColor=0b0b0c"> <img alt="params: 2B" src="https://img.shields.io/badge/params-2B-5d5d63?style=flat-square&labelColor=0b0b0c"> <img alt="version: v1.1" src="https://img.shields.io/badge/version-v1.1-5d5d63?style=flat-square&labelColor=0b0b0c"> <a href="https://testflight.apple.com/join/uUNjfzW9"><img alt="Get it on: TestFlight" src="https://img.shields.io/badge/Get%20it%20on-TestFlight-ff5a1f?style=flat-square&labelColor=0b0b0c&logo=apple&logoColor=white"></a> <a href="https://loopl.dev"><img alt="site: loopl.dev" src="https://img.shields.io/badge/site-loopl.dev-c2410c?style=flat-square&labelColor=0b0b0c"></a> <a href="https://huggingface.co/collections/cagataydev/loopl-on-device-agents-swift-6ac51395b13a9c41d4932eaf"><img alt="collection:
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# loopl 2B · v1.1
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<a href="https://loopl.dev"><img src="https://huggingface.co/cagataydev/loopl-2b-4bit/resolve/main/assets/banner.png" alt="loopl — Agents that run on your phone." width="100%"></a>
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<div align="center" style="display:flex;flex-wrap:wrap;gap:6px;justify-content:center"><a href="https://huggingface.co/cagataydev/loopl-2b-4bit/blob/main/README.md#license"><img alt="license: Apache 2.0" src="https://img.shields.io/badge/license-Apache%202.0-5d5d63?style=flat-square&labelColor=0b0b0c"></a> <img alt="MLX: 4-bit · 1.72 GB" src="https://img.shields.io/badge/MLX-4--bit%20%C2%B7%201.72%20GB-5d5d63?style=flat-square&labelColor=0b0b0c"> <img alt="vision: ✓ 297 tensors kept" src="https://img.shields.io/badge/vision-%E2%9C%93%20297%20tensors%20kept-5d5d63?style=flat-square&labelColor=0b0b0c"> <img alt="tool calling: native + loopl JSON" src="https://img.shields.io/badge/tool%20calling-native%20%2B%20loopl%20JSON-5d5d63?style=flat-square&labelColor=0b0b0c"> <img alt="params: 2B" src="https://img.shields.io/badge/params-2B-5d5d63?style=flat-square&labelColor=0b0b0c"> <img alt="version: v1.1" src="https://img.shields.io/badge/version-v1.1-5d5d63?style=flat-square&labelColor=0b0b0c"> <a href="https://testflight.apple.com/join/uUNjfzW9"><img alt="Get it on: TestFlight" src="https://img.shields.io/badge/Get%20it%20on-TestFlight-ff5a1f?style=flat-square&labelColor=0b0b0c&logo=apple&logoColor=white"></a> <a href="https://loopl.dev"><img alt="site: loopl.dev" src="https://img.shields.io/badge/site-loopl.dev-c2410c?style=flat-square&labelColor=0b0b0c"></a> <a href="https://huggingface.co/collections/cagataydev/loopl-on-device-agents-swift-6ac51395b13a9c41d4932eaf"><img alt="collection: 10 models" src="https://img.shields.io/badge/collection-10%20models-c2410c?style=flat-square&labelColor=0b0b0c"></a></div>
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# loopl 2B · v1.1
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