Text Generation
GGUF
Rust
English
Vietnamese
dioxus
accessibility
wcag
fine-tuned
raft
code
server-functions
qwen3
scoped-css
syncstore
conversational
Instructions to use rockypod/neotoi-coder-4b 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 rockypod/neotoi-coder-4b 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 rockypod/neotoi-coder-4b:Q4_K_M # Run inference directly in the terminal: llama cli -hf rockypod/neotoi-coder-4b:Q4_K_M
Install from WinGet (Windows)
winget install llama.cpp # Start a local OpenAI-compatible server with a web UI: llama serve -hf rockypod/neotoi-coder-4b:Q4_K_M # Run inference directly in the terminal: llama cli -hf rockypod/neotoi-coder-4b:Q4_K_M
Build from source code
git clone https://github.com/ggml-org/llama.cpp.git cd llama.cpp cmake -B build cmake --build build -j --target llama-app # Start a local OpenAI-compatible server with a web UI: ./build/bin/llama serve -hf rockypod/neotoi-coder-4b:Q4_K_M # Run inference directly in the terminal: ./build/bin/llama cli -hf rockypod/neotoi-coder-4b:Q4_K_M
Use Docker
docker model run hf.co/rockypod/neotoi-coder-4b:Q4_K_M
- Llama new
- LM Studio
- Jan
- vLLM
How to use rockypod/neotoi-coder-4b with vLLM:
Install from pip and serve model
# Install vLLM from pip: pip install vllm # Start the vLLM server: vllm serve "rockypod/neotoi-coder-4b" # Call the server using curl (OpenAI-compatible API): curl -X POST "http://localhost:8000/v1/chat/completions" \ -H "Content-Type: application/json" \ --data '{ "model": "rockypod/neotoi-coder-4b", "messages": [ { "role": "user", "content": "What is the capital of France?" } ] }'Use Docker
docker model run hf.co/rockypod/neotoi-coder-4b:Q4_K_M
- Ollama
How to use rockypod/neotoi-coder-4b with Ollama:
ollama run hf.co/rockypod/neotoi-coder-4b:Q4_K_M
- Unsloth Desktop
- Pi
How to use rockypod/neotoi-coder-4b with Pi:
Start the llama.cpp server
# Install llama.cpp: brew install llama.cpp # Start a local OpenAI-compatible server: llama serve -hf rockypod/neotoi-coder-4b:Q4_K_M
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": "rockypod/neotoi-coder-4b:Q4_K_M" } ] } } }Run Pi
# Start Pi in your project directory: pi
- Docker Model Runner
How to use rockypod/neotoi-coder-4b with Docker Model Runner:
docker model run hf.co/rockypod/neotoi-coder-4b:Q4_K_M
- Lemonade
How to use rockypod/neotoi-coder-4b with Lemonade:
Pull the model
# Download Lemonade from https://lemonade-server.ai/ lemonade pull rockypod/neotoi-coder-4b:Q4_K_M
Run and chat with the model
lemonade run user.neotoi-coder-4b-Q4_K_M
List all available models
lemonade list
- Hermes Agent
How to use rockypod/neotoi-coder-4b with Hermes Agent:
Start the llama.cpp server
# Install llama.cpp: brew install llama.cpp # Start a local OpenAI-compatible server: llama serve -hf rockypod/neotoi-coder-4b: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 rockypod/neotoi-coder-4b:Q4_K_M
Run Hermes
hermes
- Atomic Chat
- OpenClaw
How to use rockypod/neotoi-coder-4b with OpenClaw:
Start the llama.cpp server
# Install llama.cpp: brew install llama.cpp # Start a local OpenAI-compatible server: llama serve -hf rockypod/neotoi-coder-4b: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 "rockypod/neotoi-coder-4b: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"
File size: 797 Bytes
eab01d6 94be4fe | 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 | # Neotoi Coder v3.1 (4B) — Rust / Dioxus 0.7 specialist
# Fine-tuned work licensed under Neotoi Coder Community License v1.0 (see LICENSE)
# Base model: Qwen3-4B (Apache 2.0) — Alibaba Cloud
# Teacher: Qwen3-Coder-Next 80B (Apache 2.0) — Alibaba Cloud
# See LICENSE-APACHE and NOTICE for upstream attribution.
FROM ./neotoi-coder-v3.1-4b-q4_k_m_patched.gguf
PARAMETER temperature 0.2
PARAMETER num_predict 2000
PARAMETER num_ctx 8192
PARAMETER repeat_penalty 1.1
PARAMETER stop "<|im_end|>"
TEMPLATE """<|im_start|>system
{{ .System }}<|im_end|>
<|im_start|>user
{{ .Prompt }}<|im_end|>
<|im_start|>assistant
<think>
"""
SYSTEM You are NeoToi, an expert Rust and Dioxus 0.7 developer specialized in Tailwind v4 and WCAG 2.2 AAA accessibility. Always think step-by-step before answering.
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