Instructions to use fcmeyer/Nanbeige4.3-33B-MLX-8bit with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- MLX
How to use fcmeyer/Nanbeige4.3-33B-MLX-8bit with MLX:
# Make sure mlx-lm is installed # pip install --upgrade mlx-lm # Generate text with mlx-lm from mlx_lm import load, generate model, tokenizer = load("fcmeyer/Nanbeige4.3-33B-MLX-8bit") prompt = "Write a story about Einstein" messages = [{"role": "user", "content": prompt}] prompt = tokenizer.apply_chat_template( messages, add_generation_prompt=True ) text = generate(model, tokenizer, prompt=prompt, verbose=True) - Notebooks
- Google Colab
- Kaggle
- Local Apps Settings
- LM Studio
- Pi
How to use fcmeyer/Nanbeige4.3-33B-MLX-8bit with Pi:
Start the MLX server
# Install MLX LM: uv tool install mlx-lm # Start a local OpenAI-compatible server: mlx_lm.server --model "fcmeyer/Nanbeige4.3-33B-MLX-8bit"
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": "fcmeyer/Nanbeige4.3-33B-MLX-8bit" } ] } } }Run Pi
# Start Pi in your project directory: pi
- MLX LM
How to use fcmeyer/Nanbeige4.3-33B-MLX-8bit with MLX LM:
Generate or start a chat session
# Install MLX LM uv tool install mlx-lm # Interactive chat REPL mlx_lm.chat --model "fcmeyer/Nanbeige4.3-33B-MLX-8bit"
Run an OpenAI-compatible server
# Install MLX LM uv tool install mlx-lm # Start the server mlx_lm.server --model "fcmeyer/Nanbeige4.3-33B-MLX-8bit" # Calling the OpenAI-compatible server with curl curl -X POST "http://localhost:8000/v1/chat/completions" \ -H "Content-Type: application/json" \ --data '{ "model": "fcmeyer/Nanbeige4.3-33B-MLX-8bit", "messages": [ {"role": "user", "content": "Hello"} ] }' - Hermes Agent
How to use fcmeyer/Nanbeige4.3-33B-MLX-8bit 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 "fcmeyer/Nanbeige4.3-33B-MLX-8bit"
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 fcmeyer/Nanbeige4.3-33B-MLX-8bit
Run Hermes
hermes
- Atomic Chat
- OpenClaw
How to use fcmeyer/Nanbeige4.3-33B-MLX-8bit with OpenClaw:
Start the MLX server
# Install MLX LM: uv tool install mlx-lm # Start a local OpenAI-compatible server: mlx_lm.server --model "fcmeyer/Nanbeige4.3-33B-MLX-8bit"
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 "fcmeyer/Nanbeige4.3-33B-MLX-8bit" \ --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"
Download 8bit.validation.json from fcmeyer/Nanbeige4.3-33B-MLX-8bit: direct link, hf CLI and curl.
- Browser
- Download file 1.71 kB
-
https://huggingface.co/fcmeyer/Nanbeige4.3-33B-MLX-8bit/resolve/main/8bit.validation.json
- Command line
-
hf download hf://fcmeyer/Nanbeige4.3-33B-MLX-8bit/8bit.validation.json
-
curl -L -o 8bit.validation.json https://huggingface.co/fcmeyer/Nanbeige4.3-33B-MLX-8bit/resolve/main/8bit.validation.json
1.71 kB
| { | |
| "variant": "8bit", | |
| "tensor_count": 1203, | |
| "smoke": [ | |
| { | |
| "prompt": "In one sentence, explain why the sky looks blue.", | |
| "response": "The sky looks blue because Earth's atmosphere scatters shorter blue wavelengths of sunlight in all directions much more than longer wavelengths through a process called Rayleigh scattering." | |
| }, | |
| { | |
| "prompt": "请用一句中文解释为什么天空是蓝色的。", | |
| "response": "天空是蓝色的,是因为太阳光穿过大气层时,波长较短的蓝光更容易被空气分子散射到四面八方,而人眼对此最为敏感,因此我们看到的天空呈现蓝色。" | |
| } | |
| ], | |
| "corpus_sha256": "c2e959e93b1c558cf0f0c6ac1f06a94c8370133e9cec5ad6d48cc0030e21bd2f", | |
| "losses": [ | |
| { | |
| "category": "english", | |
| "tokens": 57, | |
| "nll": 2.748599052429199 | |
| }, | |
| { | |
| "category": "english", | |
| "tokens": 53, | |
| "nll": 3.8327388763427734 | |
| }, | |
| { | |
| "category": "chinese", | |
| "tokens": 53, | |
| "nll": 4.1638922691345215 | |
| }, | |
| { | |
| "category": "chinese", | |
| "tokens": 47, | |
| "nll": 4.196776390075684 | |
| }, | |
| { | |
| "category": "code", | |
| "tokens": 111, | |
| "nll": 0.3274889290332794 | |
| }, | |
| { | |
| "category": "code", | |
| "tokens": 90, | |
| "nll": 0.9880163073539734 | |
| }, | |
| { | |
| "category": "tool-use", | |
| "tokens": 82, | |
| "nll": 1.5624058246612549 | |
| }, | |
| { | |
| "category": "tool-use", | |
| "tokens": 70, | |
| "nll": 1.9568743705749512 | |
| } | |
| ], | |
| "mean_nll": 2.0747980628407445, | |
| "perplexity": 7.962938283528738, | |
| "weight_bytes": 35189757302, | |
| "template_cases_passed": 8, | |
| "status": "passed", | |
| "nll_delta_bf16": 0.0011051661379593014 | |
| } | |