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  # IMageDucHaiten
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- **Version:** `V1.1.1`
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  ## Table of Contents
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  - [Introduction](#introduction)
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  - [Key Features](#key-features)
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  - [Installation](#installation)
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  - [Community and Support](#community-and-support)
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  - [Support and Contributions](#support-and-contributions)
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  ## Introduction
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- **IMageDucHaiten** is a powerful tool specifically designed for AI professionals to assist in the preparation of image data for training generative AI models. Version `V1.1.1` offers a suite of automated and flexible tools for processing, tagging, and captioning images, making the data preparation process more efficient and streamlined.
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  Whether you're an AI researcher, data engineer, or someone who enjoys working with images, **IMageDucHaiten** can be an invaluable tool. It not only excels in supporting AI data preparation but is also accessible and beneficial to anyone looking to work with images effortlessly and effectively.
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  - **Image To Tag**: Automatically tag images, optimizing the data labeling process for AI models.
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  - **Image To Caption**: Automatically generate captions, providing context to images, useful in image recognition and captioning tasks.
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  - **Photo Fantasy**: Create artistic effects on images, useful for data augmentation or enhancing creative content.
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- - **Shuffle Image**: Shuffle or sequence images to create a diverse dataset, suitable for analysis and modeling tasks.
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  ![Screenshot_1.png](https://cdn-uploads.huggingface.co/production/uploads/630b58b279d18d5e53e3a5a9/Lfy93t29PfhazAAm9PzEi.png)
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  ![Screenshot_2.png](https://cdn-uploads.huggingface.co/production/uploads/630b58b279d18d5e53e3a5a9/-YdFtf3_-hCsjykh7XkDX.png)
 
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  # IMageDucHaiten
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+ **Version:** `V1.1.2`
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  ## Table of Contents
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+ - [Recent Updates](#recent-updates)
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  - [Introduction](#introduction)
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  - [Key Features](#key-features)
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  - [Installation](#installation)
 
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  - [Community and Support](#community-and-support)
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  - [Support and Contributions](#support-and-contributions)
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+ ## Recent Updates
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+ ### Version V1.1.2
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+ Version `V1.1.2` introduces significant optimizations and new features, especially in the **Image To Caption** module. The key enhancements include:
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+ - **Added Bit Precision Options**: Users can now select between different bit precision levels when processing images:
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+ - **4-bit**: Requires at least 20GB RAM and 12GB VRAM.
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+ - **8-bit**: Requires at least 20GB RAM and 16GB VRAM.
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+ - **16-bit**: Requires at least 50GB RAM and 24GB VRAM.
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+ - **32-bit**: Although the previous version required 40GB VRAM for 32-bit float32, this update optimizes it to run even with 24GB VRAM, though at significantly reduced speeds. This lower VRAM option is not recommended for performance-critical tasks.
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+ > **NOTE**: Although optimization has been made to allow GPUs with lower VRAM to run at higher bit precision, the speed will be significantly reduced.
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  ## Introduction
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+ **IMageDucHaiten** is a powerful tool specifically designed for AI professionals to assist in the preparation of image data for training generative AI models. Version `V1.1.2` offers a suite of automated and flexible tools for processing, tagging, and captioning images, making the data preparation process more efficient and streamlined.
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  Whether you're an AI researcher, data engineer, or someone who enjoys working with images, **IMageDucHaiten** can be an invaluable tool. It not only excels in supporting AI data preparation but is also accessible and beneficial to anyone looking to work with images effortlessly and effectively.
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  - **Image To Tag**: Automatically tag images, optimizing the data labeling process for AI models.
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  - **Image To Caption**: Automatically generate captions, providing context to images, useful in image recognition and captioning tasks.
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  - **Photo Fantasy**: Create artistic effects on images, useful for data augmentation or enhancing creative content.
 
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  ![Screenshot_1.png](https://cdn-uploads.huggingface.co/production/uploads/630b58b279d18d5e53e3a5a9/Lfy93t29PfhazAAm9PzEi.png)
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  ![Screenshot_2.png](https://cdn-uploads.huggingface.co/production/uploads/630b58b279d18d5e53e3a5a9/-YdFtf3_-hCsjykh7XkDX.png)