Neural Identity Matrix (NIM)

Create futuristic clone identities with AI-generated profiles and images. The Neural Identity Matrix (NIM) is a Python-based tool that goes beyond standard text-to-image generation. It crafts detailed personas for futuristic clones, including names, ages, professions, cosmic traits (e.g., “Nebula Kitten” pet), and AI-crafted images using ComfyUI and the FLUX.1 model(s). Users can customize clone designs dynamically via a Gradio GUI, making it a powerful text-to-image and prompt-to-story generator.

Features

• Identity Generation: Generate up to 250 clone profiles with attributes like name, age, profession, height, weight, cosmic traits (e.g., aura, tattoo, pet), and more.

• Image Generation: Create AI-crafted clone images using ComfyUI and FLUX.1 [dev], customizable with style themes (e.g., “Galactic Royalty”), locations (e.g., “Cosmic Nebula”), and overall themes (e.g., “Ethereal Dreamscape”).

• Gradio Interface: User-friendly GUI with dropdowns for styles, locations, and themes, a table for viewing identities, an image gallery, and a training loss plot.

• Social Sharing: Share generated images to X with auto-suggested captions.

• Open-Source Datasets: Includes style_themes.csv, locations.csv, overall_themes.csv, and more for customizable clone traits.

• Latest Update:

• 30/05/2025: Distribution of Clone Professions:

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Getting Started

Prerequisites

• Python: 3.10.6 or higher
• Conda: For environment management
• ComfyUI: Running locally at http://127.0.0.1:8188 for image generation
• X API Credentials: For sharing to X (optional)
• Hardware: GPU recommended for image generation with Flux-Dev.

Getting Started

1. You need Python 3.10.6
2. Clone this repository: git clone https://github.com/CRCODE22/Neural-Identity-Matrix.git
3. Install dependencies: pip install -r requirements.txt
4. You need https://github.com/rgthree/rgthree-comfy in \ComfyUI\custom_nodes
5. Set up your environment (see requirements.txt for details) and ensure ComfyUI is running locally at http://127.0.0.1:8188.
6. Place the required .csv files (dataset.csv, previous_names.csv, upper_clothing.csv, lower_clothing.csv, footwear.csv, style_themes.csv, locations.csv, overall_themes.csv) in the project directory.
7. Verify that you have the necessary ComfyUI Custom Nodes, and that you can generate images. open CLN-010_SparPro_00001_.png as the workflow in ComfyUI and try to generate an image.
8. Run the script: python Neural_Identity_Matrix.py or python app.py
9. Open the Gradio interface in your browser and start generating clones!

Flux Requirements:

Models used in Neural_Identity_Matrix.py

flux1-dev-fp8-e4m3fn.safetensors or acornIsSpinningFLUX_devfp8V11.safetensors or any other fp8-e4m3fn flux model. https://huggingface.co/Kijai/flux-fp8/blob/main/flux1-dev-fp8-e4m3fn.safetensors https://huggingface.co/datasets/John6666/flux1-backup-202408/blob/main/acornIsSpinningFLUX_devfp8V11.safetensors

t5xxl_fp16.safetensors https://huggingface.co/comfyanonymous/flux_text_encoders/blob/main/t5xxl_fp16.safetensors

clip_l.safetensors https://huggingface.co/comfyanonymous/flux_text_encoders/blob/main/clip_l.safetensors

clip_g.safetensors https://huggingface.co/second-state/stable-diffusion-3.5-large-GGUF/blob/main/clip_g.safetensors

You can use other Flux Models by modifying Neural_Identity_Matrix.py. Search for: "inputs": {"unet_name": "flux1-dev-fp8-e4m3fn.safetensors", "weight_dtype": "fp8_e4m3fn"},

30/05/2025: Added: Distribution of Clone Professions Chart:

30/05/2025: Updated Preview of Clone Identities:

Acknowledgments

• Created by CRCODE22 and Grok 3 (xAI).
• Powered by PyTorch, Gradio, and ComfyUI for a seamless AI experience.