Instructions to use BreyAIrev/AInewgen-CNC-Controller-Complete with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- llama-cpp-python
How to use BreyAIrev/AInewgen-CNC-Controller-Complete with llama-cpp-python:
# !pip install llama-cpp-python from llama_cpp import Llama llm = Llama.from_pretrained( repo_id="BreyAIrev/AInewgen-CNC-Controller-Complete", filename="jarvis-cnc-14b-q4_k_m.gguf", )
llm.create_chat_completion( messages = [ { "role": "user", "content": "What is the capital of France?" } ] ) - Notebooks
- Google Colab
- Kaggle
- Local Apps Settings
- llama.cpp
How to use BreyAIrev/AInewgen-CNC-Controller-Complete 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 BreyAIrev/AInewgen-CNC-Controller-Complete:Q4_K_M # Run inference directly in the terminal: llama cli -hf BreyAIrev/AInewgen-CNC-Controller-Complete:Q4_K_M
Install from WinGet (Windows)
winget install llama.cpp # Start a local OpenAI-compatible server with a web UI: llama serve -hf BreyAIrev/AInewgen-CNC-Controller-Complete:Q4_K_M # Run inference directly in the terminal: llama cli -hf BreyAIrev/AInewgen-CNC-Controller-Complete: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 BreyAIrev/AInewgen-CNC-Controller-Complete:Q4_K_M # Run inference directly in the terminal: ./llama-cli -hf BreyAIrev/AInewgen-CNC-Controller-Complete: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 BreyAIrev/AInewgen-CNC-Controller-Complete:Q4_K_M # Run inference directly in the terminal: ./build/bin/llama-cli -hf BreyAIrev/AInewgen-CNC-Controller-Complete:Q4_K_M
Use Docker
docker model run hf.co/BreyAIrev/AInewgen-CNC-Controller-Complete:Q4_K_M
- LM Studio
- Jan
- vLLM
How to use BreyAIrev/AInewgen-CNC-Controller-Complete with vLLM:
Install from pip and serve model
# Install vLLM from pip: pip install vllm # Start the vLLM server: vllm serve "BreyAIrev/AInewgen-CNC-Controller-Complete" # Call the server using curl (OpenAI-compatible API): curl -X POST "http://localhost:8000/v1/chat/completions" \ -H "Content-Type: application/json" \ --data '{ "model": "BreyAIrev/AInewgen-CNC-Controller-Complete", "messages": [ { "role": "user", "content": "What is the capital of France?" } ] }'Use Docker
docker model run hf.co/BreyAIrev/AInewgen-CNC-Controller-Complete:Q4_K_M
- Ollama
How to use BreyAIrev/AInewgen-CNC-Controller-Complete with Ollama:
ollama run hf.co/BreyAIrev/AInewgen-CNC-Controller-Complete:Q4_K_M
- Unsloth Studio
How to use BreyAIrev/AInewgen-CNC-Controller-Complete 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 BreyAIrev/AInewgen-CNC-Controller-Complete 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 BreyAIrev/AInewgen-CNC-Controller-Complete to start chatting
Using HuggingFace Spaces for Unsloth
# No setup required # Open https://huggingface.co/spaces/unsloth/studio in your browser # Search for BreyAIrev/AInewgen-CNC-Controller-Complete to start chatting
- Pi
How to use BreyAIrev/AInewgen-CNC-Controller-Complete with Pi:
Start the llama.cpp server
# Install llama.cpp: brew install llama.cpp # Start a local OpenAI-compatible server: llama serve -hf BreyAIrev/AInewgen-CNC-Controller-Complete:Q4_K_M
Configure the model in Pi
# Install Pi: npm install -g @mariozechner/pi-coding-agent # Add to ~/.pi/agent/models.json: { "providers": { "llama-cpp": { "baseUrl": "http://localhost:8080/v1", "api": "openai-completions", "apiKey": "none", "models": [ { "id": "BreyAIrev/AInewgen-CNC-Controller-Complete:Q4_K_M" } ] } } }Run Pi
# Start Pi in your project directory: pi
- Hermes Agent new
How to use BreyAIrev/AInewgen-CNC-Controller-Complete with Hermes Agent:
Start the llama.cpp server
# Install llama.cpp: brew install llama.cpp # Start a local OpenAI-compatible server: llama serve -hf BreyAIrev/AInewgen-CNC-Controller-Complete:Q4_K_M
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 BreyAIrev/AInewgen-CNC-Controller-Complete:Q4_K_M
Run Hermes
hermes
- Atomic Chat new
- OpenClaw new
How to use BreyAIrev/AInewgen-CNC-Controller-Complete with OpenClaw:
Start the llama.cpp server
# Install llama.cpp: brew install llama.cpp # Start a local OpenAI-compatible server: llama serve -hf BreyAIrev/AInewgen-CNC-Controller-Complete:Q4_K_M
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 "BreyAIrev/AInewgen-CNC-Controller-Complete:Q4_K_M" \ --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"
- Docker Model Runner
How to use BreyAIrev/AInewgen-CNC-Controller-Complete with Docker Model Runner:
docker model run hf.co/BreyAIrev/AInewgen-CNC-Controller-Complete:Q4_K_M
- Lemonade
How to use BreyAIrev/AInewgen-CNC-Controller-Complete with Lemonade:
Pull the model
# Download Lemonade from https://lemonade-server.ai/ lemonade pull BreyAIrev/AInewgen-CNC-Controller-Complete:Q4_K_M
Run and chat with the model
lemonade run user.AInewgen-CNC-Controller-Complete-Q4_K_M
List all available models
lemonade list
🛠️ AInewgen CNC Controller — Complete (14B)
[English below]
Modèle expert CNC & G-code d'AInewgen : génération de G-code de qualité production pour Fanuc, Siemens, Heidenhain, GRBL et LinuxCNC. Fine-tuné à partir de Qwen2.5-Coder-14B et distribué en GGUF Q4_K_M (9 Go), prêt pour Ollama, llama.cpp et LM Studio — il tourne sur un GPU 16 Go ou en CPU.
C'est la version complète de notre gamme CNC : voir aussi AInewgen-CNC-Controller-Basic, le dataset cnc-gcode-expert et le Space Cnc Gcode Auditor.
Utilisation rapide (Ollama)
ollama run hf.co/BreyAIrev/AInewgen-CNC-Controller-Complete
Prompt système recommandé :
Tu es un expert CNC. Tu génères du G-code Fanuc, Siemens et Heidenhain de qualité
production. Tu réponds toujours avec du code complet, commenté, avec paramètres de
coupe justifiés et vérifications de sécurité avant usinage.
Capacités
- Cycles de perçage/taraudage (G81-G84), poches, contournage, filetage (G76)
- Compensations d'outil (G41/G42/G43), décalages (G54-G59)
- Paramètres de coupe par matériau (aluminium, acier, inox, plastiques)
- Diagnostics d'erreurs et vérifications de sécurité avant usinage
- Bilingue : instructions en français ou en anglais
Détails techniques
| Base | Qwen2.5-Coder-14B-Instruct (Apache-2.0) |
| Format | GGUF Q4_K_M — 9,0 Go |
| Contexte | 32k tokens |
| Entraînement | Fine-tuning LoRA sur corpus CNC spécialisé AInewgen |
🛠️ AInewgen CNC Controller — Complete (14B) (English)
AInewgen's expert CNC & G-code model: production-grade G-code generation for Fanuc, Siemens, Heidenhain, GRBL and LinuxCNC. Fine-tuned from Qwen2.5-Coder-14B, shipped as GGUF Q4_K_M (9 GB) — runs on a 16 GB GPU or CPU via Ollama, llama.cpp or LM Studio.
ollama run hf.co/BreyAIrev/AInewgen-CNC-Controller-Complete
Covers drilling/tapping cycles, pocketing, threading, tool compensation, per-material cutting parameters, error diagnostics and pre-machining safety checks. Instructions in French or English.
About AInewgen
AInewgen is a Canadian 🍁 company building specialized AI for electronics (PCB), scientific computing and manufacturing.
License
Apache-2.0 (same as the Qwen2.5-Coder base). Attribution appreciated: AInewgen CNC Controller Complete (BreyAIrev, 2026).
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Model tree for BreyAIrev/AInewgen-CNC-Controller-Complete
Base model
Qwen/Qwen2.5-14B