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README.md
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**FluxFactories** is a LoRA trained to evoke intricate, full-frame compositions of industrial architecture and machinery. Designed for Stable Diffusion models (e.g., FLUX.1-dev), it produces dense, chaotic arrangements of metal pipes, structural beams, vents, tubing, and rusted components — ideal for cyberpunk, industrial surrealism, or mechanical horror styles.
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## 🧠 Training Data
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This LoRA was trained on **69 hand-cropped photographs** of industrial and factory environments. Each image was selected and framed to emphasize **dense, immersive fields of machinery**, often eliminating sky, ground, or human context. Key visual elements include:
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- Steel girders, scaffolding, and support beams
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- Tangled pipelines and ductwork
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- Rusted, aging machine surfaces
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- Vents, bolts, gauges, and electrical wiring
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All images were captioned using Ostris’s AI Toolkit, with minor dropout and token shuffle to emphasize structural features over specific object labels.
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## 🧪 Model Details
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- **Trained on**: `FLUX.1-dev` (custom Stable Diffusion variant)
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- **LoRA Rank**: 16
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- **LoRA Alpha**: 16
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- **Trigger word**: `fact0ry` *(optional but encouraged for thematic control)*
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- **Best for**: ComfyUI, InvokeAI, Diffusers with LoRA support
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## 🔧 Example Prompts
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> "cyberpunk cityscape, viewed through a tangle of exposed factory piping, steel scaffolding and oxidized vents, ultra-detailed, cinematic lighting, (fact0ry)"
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> "surreal biomechanical construct, dense rusted framework of tubes and cables, industrial horror aesthetic, 35mm photo, (fact0ry)"
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You can blend this LoRA with others to create rich mechanical hybrids, industrial dreamscapes, or techno-fantasy environments.
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## 📁 Files Included
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- `FluxFactories.safetensors` – trained LoRA weights
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- `adapter_config.json` – inference metadata
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- `config.yaml` – training configuration
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- `captions/` – autogenerated captions for each training image
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## 🧩 Usage (ComfyUI)
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1. Place `FluxFactories.safetensors` in your `ComfyUI/models/loras/` folder
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2. Load LoRA using a LoRA Loader node
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3. (Optional) Include `fact0ry` in your prompt to emphasize stylistic activation
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## 🏷 Suggested Tags
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```
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LoRA, industrial, pipes, machinery, factory, cyberpunk, surreal, gritty, rust, ComfyUI, stable-diffusion, AI-art, architecture
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```
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---
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license: creativeml-openrail-m
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base_model:
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- black-forest-labs/FLUX.1-dev
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---
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# Model Card for Model ID
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Flux LoRA trained on industrial infrastructure
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### Model Description
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FluxFactories is a LoRA trained on densely cropped photographs of industrial infrastructure. It evokes chaotic tangles of steel beams, rusted machinery, and pipework — perfect for creating cyberpunk cityscapes, mechanical dreamworlds, or industrial horror scenes. Trained on 69 curated images using Ostris’s AI Toolkit and the FLUX.1-dev base model
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## 🧠 Training Details
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- Base Model: FLUX.1-dev
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- LoRA Rank: 16
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- LoRA Alpha: 16
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- Steps: 2000
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- Trigger word: fact0ry
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- Toolkit: Ostris’s AI Toolkit on Replicate
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- Captions: Auto-generated, 5% dropout, no token shuffle
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## 🔧 How to Use
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For ComfyUI:
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Place FluxFactories.safetensors in your ComfyUI/models/loras/ folder and load via a LoRA Loader node. Prompt with fact0ry for full effect.
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## 📜 License
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This LoRA is a derivative of [FLUX.1-dev](https://huggingface.co/black-forest-labs/FLUX.1-dev) and inherits its licensing conditions.
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- ✅ You **can** use this LoRA to generate images for commercial or non-commercial purposes.
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- ❌ You **may not** sell, repackage, or redistribute the LoRA weights themselves.
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- ✅ Sharing for free with attribution is allowed and encouraged.
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