#88th of 8 in Image and video

FluxGym

Web UI for training FLUX LoRAs on 12 to 20 GB GPUs

Stars
3.3k
License
MIT
Last commit
Jul 2026

Overview

Gradio front end (forked from AI-Toolkit) over Kohya sd-scripts that trains FLUX.1-dev LoRAs with 12 GB, 16 GB or 20 GB VRAM presets. Upload images, caption them with a trigger word and press start; base models download automatically and an Advanced tab exposes every sd-scripts flag. Runs via Pinokio, a manual venv or docker compose on port 7860, for hobbyists training FLUX LoRAs on consumer GPUs.

Who it is for: Hobbyists training FLUX LoRAs on consumer GPUs

Strengths

  • VRAM presets for 12, 16 and 20 GB cards
  • Advanced tab is generated from sd-scripts flags, so every option is reachable
  • Sample images every N steps with fixed seeds to watch the LoRA evolve
  • Publish trained LoRAs to Hugging Face from the UI

Weaknesses

  • FLUX.1 only (dev, dev2pro, schnell); schnell results are called not recommended
  • Manual install clones sd-scripts separately and uses PyTorch nightly builds
  • Docker image must be built locally; PUID and PGID must match your user
  • Last commit July 2026

What it needs

  • GPU required
  • Docker + Compose
  • Needs kohya-ss/sd-scripts (sd3 branch)
  • Models: Flux1-dev, Flux1-dev2pro, Flux1-schnell, custom bases via models.yaml
  • port 7860

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