ostris / text-to-image updated 8 months ago

zimage_turbo_training_adapter

Name: zimage_turbo_training_adapter
Author: ostris

This is a training adapter designed to be used for fine-tuning Tongyi-MAI/Z-Image-Turbo. It was made for use with AI Toolkit but could potentially be used in other trainers as well. If you are implementing it into training code and have questions. I am always heppy to help. Just reach out. It can also be used as a general de-distillation LoRA for inference to remove the "Turbo" from "Z-Image-Turbo".

Params

—

Context

—

Downloads 30d

44 K

Likes

146

Commercial use: allowed apache-2.0 Not gated SAFETENSORS View on Hugging Face ↗

Download history

daily snapshots · 10 days

47 K44 K

Jul 28Jul 31Aug 3Aug 6

Can you run it?

Estimated VRAM at 8K context unless noted. Pick your hardware to see the verdict per quantization.

File	Quant	Size	Est. VRAM	Verdict on RTX 4090 · 24 GB
model.safetensors	fp16	0.5 GB	1.1 GB	✅ Runs comfortably

Estimate: file size × 1.1 + KV cache at 8K + 0.5 GB overhead. Not a benchmark — how we calculate this.

Specifications

Licence: apache-2.0
First seen on the Hub: 2025-11-28
Base model: Z-Image-Turbo
Training datasets: undisclosed
Added to our catalog: 2026-07-28

Family

Base model and the most-downloaded derivatives in the catalog.

Base Z-Image-Turbo Tongyi-MAI 1.1 M

Compare with

stable-diffusion-v1-5 1.6 M stable-diffusion-xl-base-1.0 1.5 M sdxl-turbo 1.1 M Z-Image-Turbo 1.1 M dreamshaper-7 895 K Flux2-Klein-9B-True-V2 792 K

Appears in

Best open coding models Commercial-use text models Models that fit in 12 GB