LDS: A Tool for LoRA Dataset Creation and Training

Ill-Ant-9489 · reddit · 2026-07-16

The author introduces **Lora Dataset Studio (LDS)**, a tool for LoRA dataset creation and training, focusing on image data organization, cleaning, captioning, and training. ### Key Capabilities - Supports three dataset types: **character / concept / style** - Three image sources: base image generation, importing own images, web scraping - Step-by-step workspace for building, filtering, training, and testing ### Pre-Training Data Processing - Auto face detection with similarity scoring to reduce contamination - Auto composition type detection to maintain target ratio distribution - Model-matched caption generation with prose or booru tags - Auto watermark/logo/URL removal from scraped images, with manual review option ### Training and Testing - One-click training without manual configuration - Built-in model family presets: **Z-Image, SDXL, Krea 2, FLUX.1, FLUX.2 Klein** - Save/import/export training recipes - Cloud training via **vast.ai** at ~**$1–2/run** - Grid comparison and voting for checkpoints and intensities - Export image-caption pairs for other toolchains ### Additional Features - Access via phone QR scan on LAN or Tailscale - Built-in installation wizard, diagnostics, and help docs

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