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Home/Explore/Training Tools/wavespeed-ai/z-image-lora-trainer

Z-Image-LoRA-trainer - Train custom Z-Image LoRA models 10x faster - WaveSpeedAI

wavespeed-ai/z-image-lora-trainer

Z-Image-LoRA-Trainer – train custom image LoRA models from your own dataset, with zip uploads, auto-tuned defaults and fast iteration for brand, character or IP looks. Ready-to-use REST inference API, best performance, no coldstarts, affordable pricing.

training
Input

Drag & drop or click to upload

Idle

Your request will cost $1.25 per run.

README

Z-Image LoRA Trainer

Z-Image LoRA Trainer is a high-performance custom model training service for the Z-Image-Turbo text-to-image generation models. It allows you to train lightweight LoRA (Low-Rank Adaptation) adapters for personalized styles, characters, and concepts, while preserving the fast and high-quality generation properties of Z-Image.

Training Architecture

The trainer is designed around Z-Image’s efficient diffusion architecture and its Turbo distilled variants, and produces one or more specialized LoRA adapters depending on your configuration:

  • Base LoRA adapter Trains on the core Z-Image representation to capture your target style, character, or object, while keeping the base model frozen and stable.

  • Turbo-aware fine-tuning (optional) When used with Z-Image-Turbo, the trainer applies Turbo-compatible optimization settings (step-aware learning rate, safe rank and scaling) to maintain high image quality even at low sampling steps.

This architecture ensures that your LoRA:

  • Remains compact and easy to share
  • Is plug-and-play with supported UIs and pipelines (e.g. ComfyUI / AI Toolkit)
  • Preserves the speed and efficiency of Z-Image / Z-Image-Turbo

Training Process

  1. Data Upload Prepare and upload a ZIP file containing your training images and, optionally, captions or prompts.

  2. Automatic Preprocessing The trainer automatically:

  • Validates and filters your dataset
  • Resizes and normalizes images for Z-Image
  • Aligns captions / prompts (or auto-generates basic captions if enabled)
  1. LoRA Training The system runs a tailored LoRA optimization loop for Z-Image:
  • Freezes the base model weights
  • Trains only the low-rank adapter layers
  • Applies Turbo-safe settings when targeting Z-Image-Turbo
  1. Model Export After training completes, you receive:
  • A LoRA adapter file compatible with Z-Image / Z-Image-Turbo
  • Recommended loading settings (weight scale, steps, and sampling tips) for image generation

Price

  • You pay $1.25 for every 1,000 training steps, billed proportionally to the total number of steps in your job.

Examples

Training stepsPrice (USD)
1,000$1.25
2,000$2.50
5,000$6.25
10,000$12.50

Try more trainers

  • Wan 2.2 Image LoRA Trainer - High-performance LoRA trainer for the Wan 2.2 image model, ideal for custom styles and characters that integrate smoothly into the Wan video/image ecosystem.

  • Qwen Image LoRA Trainer - Built on the Qwen image model with strong multi-language prompt support and rich semantic understanding, great for text-sensitive image customization.

  • Flux Dev LoRA Trainer - LoRA trainer tailored for the Flux Dev model, focusing on high-fidelity, creative visuals and experimentation with new artistic styles.

Guidance