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flfwrld-style-lora
Ninifee/flfwrld-style-lora
flfwrld-style-lora is a machine learning model from Ninifee. Use it for the machine learning task on the model card, and read the license before you ship it in a product. The card lists the license as apache-2.0.
A style LoRA producing soft, felted, candy-colored 3D illustrations: round plush characters, fuzzy pom-pom landscapes, and pastel palettes.
Access
Public
Updated Jul 19, 2026
Repo size
370 MB
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.safetensors370 MB · 100%
At a glance
- License
- apache-2.0
- Access
- Public
- Created
- Jul 18, 2026
- Updated
- Jul 19, 2026
- SHA
- d352a3d3
Base models
Model card
From the Hugging Face model README
flfwrld — Fluffy 3D Style LoRA
A style LoRA producing soft, felted, candy-colored 3D illustrations: round plush characters, fuzzy pom-pom landscapes, and pastel palettes.
- Base model: black-forest-labs/FLUX.2-klein-base-4B
- Trigger word:
flfwrld - Training: AI-Toolkit on Ostris Cloud · rank 32 · LR 1e-4 · 3000 steps · batch 1
- Dataset: 35 curated images, captioned content-only (no style words) so the style binds to the trigger word
- Created for: LABASAD master's assignment "Create a LoRA"
Checkpoints
| File | Step | Character |
|---|---|---|
flfwrld_style_v1_000000500.safetensors | 500 | Palette converged, texture weak |
flfwrld_style_v1_000001000.safetensors | 1000 | Texture arriving, balanced |
flfwrld_style_v1_000001250.safetensors | 1250 | Best prompt adherence with plain prompts |
flfwrld_style_v1.safetensors | 3000 | Strongest felt texture — recommended with texture words in the prompt |
Recommended inference
Tested on fal.ai (fal-ai/flux-2/klein/4b/base/lora):
steps 28–40 · guidance 4 · LoRA scale 1.0 · no acceleration.
Note: the undistilled base needs 25+ inference steps — few-step endpoints
produce hazy, unconverged images.
Prompt template:
flfwrld style, [subject + action], fuzzy felted wool texture, soft plush surfaces, [background], [lighting], [composition]
Because style words were excluded from training captions, adding them at inference ("fuzzy felted wool texture") stacks with the trigger and strengthens the texture. With these words present, the 3000 checkpoint gives the best combination of texture and prompt adherence.
- License
- apache-2.0
- Created
- Jul 18, 2026
- Updated
- Jul 19, 2026