How to use from the
Use from the
Diffusers library
pip install -U diffusers transformers accelerate
import torch
from diffusers import DiffusionPipeline

# switch to "mps" for apple devices
pipe = DiffusionPipeline.from_pretrained("black-forest-labs/flux-3-image-klein-base", dtype=torch.bfloat16, device_map="cuda")
pipe.load_lora_weights("SimpleTuner/flux-3-klein-image-LoRA-experiments")

prompt = "Astronaut in a jungle, cold color palette, muted colors, detailed, 8k"
image = pipe(prompt).images[0]

FLUX.3 Klein Image: A LoRA Experiment Journal

This journal follows three FLUX.3 Klein training experiments: learning Domokun at different resolutions, training a broad-data assistant LoRA, and using that assistant to finetune distilled Klein on photographic data.

The recipes build on the Qwen Image 2.1 experiments and their v3 training assistant.

Contents

  1. Training setup
  2. Domokun: three resolution controls
  3. A real-data-only training assistant
  4. Photo aesthetics with an assistant
  5. Progress and runtime notes

Each chapter includes its settings, checkpoint links, and previews. The complete recipes and run manifest are available alongside them.

Campaign At A Glance

Run Updates / target Status
domokun-512 10,000 / 10,000 Complete
domokun-1024 10,000 / 10,000 Complete
domokun-512-1024 10,000 / 10,000 Complete
training-assistant-real-v3 30,000 / 30,000 Complete
photo-aesthetics-distilled-assisted-512 50,000 / 50,000 Complete
photo-aesthetics-distilled-assisted-1024 23,601 / 50,000 Training
photo-aesthetics-distilled-assisted-512-v2-kohaku-fa 6,511 / 50,000 Training
photo-aesthetics-distilled-assisted-1024-v2-kohaku-fa 0 / 50,000 Queued

Updated 2026-10-16T22:48:21.704875+00:00.

Training uses BF16 transformers and regional compilation. Checkpoint previews and settings are linked from each chapter.

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