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Project description
twat-genai
(work in progress)
Image generation package that leverages fal.ai's models for AI image generation. Provides a flexible command-line interface and Python API for generating images using various AI models and techniques.
Features
- Multiple AI image generation modes:
- Text-to-image generation
- Image-to-image transformation
- Canny edge-guided generation
- Depth-guided generation
- Support for LoRA (Low-Rank Adaptation) models with a built-in library of style presets
- Flexible prompt expansion with alternatives using brace syntax
- Concurrent image generation for multiple prompts
- Comprehensive metadata storage for generated images
- Modern Python packaging with PEP 621 compliance
- Type hints and runtime type checking
- Comprehensive test suite and documentation
- CI/CD ready configuration
Installation
pip install twat-genai
Usage
Command Line Interface
## Basic text-to-image generation
python -m twat_genai "a beautiful sunset" --output_dir images
## Using a specific style from the LoRA library
python -m twat_genai "a beautiful sunset" --lora "shou_xin"
## Image-to-image transformation
python -m twat_genai "enhance this photo" --model image --input_image input.jpg
## Multiple prompts with alternatives
python -m twat_genai "a {red; blue; green} house with {white; black} windows"
Python API
import twat_genai
from twat_genai.main import async_main, ModelTypes
## Generate images asynchronously
results = await async_main(
prompts="a beautiful sunset",
output_dir="generated_images",
model=ModelTypes.TEXT,
lora="shou_xin",
image_size="SQ"
)
Key Features in Detail
Prompt Expansion
The tool supports flexible prompt expansion using brace syntax:
"a {red; blue} house"generates two images: "a red house" and "a blue house"- Nested alternatives are supported
- Semicolons separate alternatives
LoRA Styles
Built-in library of LoRA styles for different artistic effects:
- Gesture drawing
- Sketch and smudge effects
- 2-color illustrations
- Pencil sketches
- Tarot card style
- And more...
Image Generation Modes
- Text-to-Image: Generate images from text descriptions
- Image-to-Image: Transform existing images
- Canny Edge: Use edge detection to guide generation
- Depth-Guided: Use depth information for generation
Output Management
- Automatic file naming with customizable prefixes/suffixes
- Metadata storage in JSON format
- Various image size options (square, landscape, portrait)
- Support for custom dimensions
Development
This project uses Hatch for development workflow management.
Setup Development Environment
## Install hatch if you haven't already
pip install hatch
## Create and activate development environment
hatch shell
## Run tests
hatch run test
## Run tests with coverage
hatch run test-cov
## Run linting
hatch run lint
## Format code
hatch run format
License
MIT License
.
Project details
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