zen-nano-0.6b/README.md

language, license, tags, pipeline_tag, library_name

language	license	tags	pipeline_tag	library_name
en	apache-2.0	text-generation zen zenlm hanzo edge mobile lightweight	text-generation	transformers

Zen Nano 0.6b

Ultra-lightweight 0.6B language model optimized for edge and mobile deployment.

Overview

Built on Zen MoDE (Mixture of Distilled Experts) architecture with 0.6B parameters and 32K context window.

Developed by Hanzo AI and the Zoo Labs Foundation.

Quick Start

from transformers import AutoModelForCausalLM, AutoTokenizer

model_id = "zenlm/zen-nano-0.6b"
tokenizer = AutoTokenizer.from_pretrained(model_id)
model = AutoModelForCausalLM.from_pretrained(model_id, torch_dtype="auto", device_map="auto")

messages = [{"role": "user", "content": "Hello!"}]
text = tokenizer.apply_chat_template(messages, tokenize=False, add_generation_prompt=True)
inputs = tokenizer([text], return_tensors="pt").to(model.device)
outputs = model.generate(**inputs, max_new_tokens=512)
print(tokenizer.decode(outputs[0][inputs.input_ids.shape[1]:], skip_special_tokens=True))

API Access

curl https://api.hanzo.ai/v1/chat/completions \
  -H "Authorization: Bearer $HANZO_API_KEY" \
  -H "Content-Type: application/json" \
  -d '{"model": "zen-nano-0.6b", "messages": [{"role": "user", "content": "Hello"}]}'

Get your API key at console.hanzo.ai — $5 free credit on signup.

Model Details

Attribute	Value
Parameters	0.6B
Architecture	Zen MoDE
Context	32K tokens
License	Apache 2.0

License

Apache 2.0