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A newer version of the Gradio SDK is available: 6.22.0

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metadata
title: FLUX.2-klein 1-step RDM
emoji: 
colorFrom: purple
colorTo: pink
sdk: gradio
sdk_version: 5.50.0
app_file: app.py
pinned: true
python_version: 3.11
license: apache-2.0
short_description: 1-step FLUX.2-klein that beats its 4-step teacher
models:
  - epfl-vita/flux2-klein-1step-rdm
  - black-forest-labs/FLUX.2-klein-4B

FLUX.2-klein · 1-step · RDM (EPFL VITA)

Live demo of epfl-vita/flux2-klein-1step-rdm — FLUX.2-klein-4B distilled from 4 denoising steps to one with Representation Distribution Matching (RDM).

GenEval ↑ PickScore-COCO ↑ steps
this model 0.826 22.76 1
FLUX.2-klein-4B teacher 0.794 22.58 4

Pipeline: prompt → Qwen3-4B ctx → fresh noise → 1-step flow-matching Euler → FLUX.2 VAE decode (identical to the evaluated pipeline). Runs on ZeroGPU; the first generation loads the models (~2 min).

Paper

Representation Distribution Matching for One-Step Visual Generation. arXiv:2607.02375 · Hugging Face Papers · Project page · Code

@article{feng2026rdm,
  title={Representation Distribution Matching for One-Step Visual Generation},
  author={Feng, Lan and Li, Wuyang and Zablocki, {\'E}loi and Cord, Matthieu and Alahi, Alexandre},
  journal={arXiv preprint arXiv:2607.02375},
  year={2026}
}