Text Generation
PEFT
Safetensors
Russian
4b
reasoning
code
russian
thinking
qwen3
lora
helioai
4-bit precision
conversational
Instructions to use HelioAI/Helio1-Spark-4B-Preview with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- PEFT
How to use HelioAI/Helio1-Spark-4B-Preview with PEFT:
from peft import PeftModel from transformers import AutoModelForCausalLM base_model = AutoModelForCausalLM.from_pretrained("unsloth/qwen3-4b-unsloth-bnb-4bit") model = PeftModel.from_pretrained(base_model, "HelioAI/Helio1-Spark-4B-Preview") - Notebooks
- Google Colab
- Kaggle
File too large to display, you can check the raw version instead.