<h2 id="title:-lora-data-tool-ultimate-dataset-builder">Title: LORA Data Tool - Ultimate Dataset Builder </h2><h2 id="(dual-engine-ai)"> (Dual-Engine AI)</h2>LORA Data Tool is a powerful, portable, and all-in-one solution for preparing high-quality datasets for AI training. Designed specifically for LoRA creators, this tool automates image resizing and captioning in a single, streamlined workflow.<h1 id="key-features:">Key Features:</h1>- Dual-Engine AI Captioning: Switch between the analytical precision of Microsoft’s Florence-2 and the natural, fluid storytelling of Moondream2.- Smart Model Management: * Florence-2 is pre-integrated and ready to use out of the box. * Moondream2 is automatically downloaded into its dedicated folder upon first use, ensuring a seamless setup.- Three Detail Levels: Generate "Short", "Medium", or "Long" captions tailored to your specific training needs.- Intelligent Batch Processing: Scale thousands of images to standard resolutions (512, 768, 1024) and generate matching .txt files simultaneously.- Quick Analyzer Tab: Instantly test and compare both AI models on a single image before committing to a full batch process.- Integrated Data Auditor: A dedicated interface to review, manually edit, or delete images and captions with lightning speed.- Zero Installation: Optimized for portable environments with automatic local management of dependencies.Why choose LORA Data Tool?Dataset quality is 90% of the battle in LoRA training. This tool allows you to blend Florence-2’s cataloging capabilities with Moondream2’s artistic eye, resulting in captions that help the model understand not just "what" is in the image, but "how" it is composed.- Original Mac/Linux Core Scripts: SarcasticTofuTROUBLESHOOTING &amp; TIPS- First Run Delay: When you select Moondream2 for the first time, the application may appear "frozen" for a few minutes. This is normal! It is downloading approximately 3GB of model weights. Check your console/terminal to monitor the download progress.- Broken Downloads: If Moondream2 fails to load, delete the 'moondream' folder in your directory and restart the app to trigger a fresh download.===========================================================<h2 id="version-3.0:-moondream2-phase-1">🌟 Version 3.0: Moondream2 Phase 1</h2>This version introduces Moondream2 for single-image analysis while maintaining the classic Florence-2 automation for folders. Perfect for those who want the new UI features with standard batch processing.Key Updates:Quick Analyzer (Tab 3): High-quality Moondream2 support for single images.Anti-Freeze Tech: New system-level clipboard extraction (no more crashes with Windows Photos).Dataset Mode: Auto-saves matching Image + TXT pairs, ready for LORA training.Smart Navigation: "Open Folder" button to instantly access your files.Universal Input: Seamlessly switch between Clipboard (Paste) and Drag &amp; Drop.🏆 Credits &amp; DevelopmentWindows Port, CPU Optimization &amp; GUI Development: Jazara930New Features: Full Moondream2 Integration, Multi-resolution Scaling, Quick Analyzer, Universal Input (Paste/Drag &amp; Drop, New keys): by Jazara930Original Logic (Mac/Linux): SarcasticTofu💾 Storage NoteNote: The Moondream2 model (approx. 800MB) will be automatically downloaded to your Windows User profile cache (.cache/huggingface) on the first run. Ensure you have enough space on your C: drive.🔜 Coming Soon: Full Moondream2 batch processing in the next update! Stay tuned.<h2 id="lora-data-builder-2.0-(v2.0-final)">🚀 LORA Data Builder 2.0 (v2.0 FINAL)</h2>This is the definitive evolution of the Windows tagging tool. This software has been engineered as a professional Portable Suite for LoRA dataset preparation, designed to run entirely on CPU.Why CPU-Only?Many users face "WinError 126" or CUDA version conflicts with GPU-based tools. This version eliminates those issues, providing a stable, reliable, and fast experience on any modern Windows machine, regardless of your graphics card.🌟 Key New Features in v2.0The workflow has been completely modernized:<ul><li>📋 Paste from Clipboard: The ultimate time-saver. Simply copy an image from your browser and paste it directly into the tool for instant analysis.</li><li>💾 Live Text Editing: The Auditor is now interactive. Modify the generated prompt and save it directly to the <code>.txt</code> file with one click.</li><li>⚡ 5-Beam Precision Engine: We use a 5-beam search (num_beams=5) on the Florence-2 model to ensure the highest descriptive accuracy.</li><li>🚫 Popup-Free Workflow: All actions and "⏳ ANALYZING..." statuses are displayed in a sleek, non-blocking animated status bar.</li></ul>🧠 Performance &amp; HardwareOptimized with Torch 2.9.1, the tool leverages modern CPU instruction sets:<ul><li>High-End Desktop: Extremely fast batch processing.</li><li>Modern Laptops (Core Ultra / i9 / i7): High-speed inference (2-3 seconds for "Long" descriptions).</li><li>Standard Hardware: Solid and reliable performance on any modern PC.</li></ul>📊 Professional Dataset Management<ul><li>Deterministic Generation: Consistent tagging style across your entire dataset.</li><li>Smart Scaling: Automated high-quality resizing (512, 768, 1024px) using Lanczos filtering.</li><li>Bulk Tools: Instant Search &amp; Replace tags across thousands of files.</li></ul>📦 Fully Portable &amp; Offline<ul><li>Zero Setup: Includes the full portable Python environment and the Florence-2 model pre-installed.</li><li>Total Privacy: Everything stays local on your machine.</li></ul>🏆 Credits<ul><li>Original Logic: SarcasticTofu</li><li>Windows Port, CPU Optimization &amp; GUI Development: Jazara930</li></ul>=========================================================<h2 id="lora-data-builder-(v1.4-cpuwin)-portable">LORA DATA BUILDER - (v1.4 CPU/WIN) Portable</h2>=========================================================This v1.4 update is a major stability release. It refines the multi-resolution engine and introduces the Quick Analyzer, making it the most complete and stable portable tool for LoRA dataset preparation.📌 NEW IN VERSION 1.4:* Quick Analyzer Tab: Instantly caption single images to test styles before bulk processing.* Web Drag &amp; Drop: Drag images directly from Civitai into the tool for instant analysis.* Full English UI: The entire interface is now in English for global accessibility.* Stability Fix: Improved GUI engine with "Groove" relief to prevent startup crashes.* Smart Selection: Click the analyzer area to browse files or use Ctrl+C to copy generated prompts.📌 CORE FEATURES (v1.3 Legacy):* Resolution Selector: Choose between 512px, 768px, or 1024px.* Smart Scaling: Automatic shortest-side calculation preserving original aspect ratios.* Dynamic Folders: Automatic organization into resolution-specific subfolders.📌 WHAT IS INCLUDED:Pre-configured *Python 3.11.9** environment.Pre-downloaded *Florence-2 Base** model (integrated for offline use).* Startup &amp; Repair Batch Files for immediate execution.🚀 HOW TO START:1. Extract the folder to your desktop (**DO NOT** run from inside ZIP).2. Double-click on: "Avvio_Lora_Tool_v1.4_MultiRes.bat".3. To Test: Go to "Quick Analyzer" and drag an image from Civitai or your PC.4. To Batch: Select your folder, resolution, and click "Scale + Caption".----------------------------------------------------------------------------------------------------⚠️ TECHNICAL NOTES:* CPU Mode: Guaranteed stability on all Windows systems (no specialized GPU drivers required).* Web Drop: Optimized for Civitai. If a specific website blocks dragging, simply save the image and drag it from your PC.* Copying: Select the generated text in the Analyzer and press Ctrl+C.CREDITS:Porting, English UI - Multiresolutions &amp; Quick Analyzer: Jazara930Original Scripts: SarcasticTofu=========================================================<h3></h3>Title: LoRA Data Tool v1.3 - Multi-Resolution Ed. (Universal Windows &amp; CPU Portable)Description:This tool is an evolved, Windows-native, and Portable version of the original LoRA Data Builder. After the success of the first porting, this v1.3 "Multi-Resolution Edition" introduces the most requested feature: the ability to choose your target scaling resolution.Whether you are training a LoRA at 512px, 768px, or 1024px, this tool handles everything automatically, ensuring your dataset is perfectly prepared with high-quality captions and correctly scaled images.🚀 Key Features in v1.3:NEW: Multi-Resolution Selector: Choose between 512, 768, or 1024 from a simple dropdown menu.Smart Scaling: The tool automatically calculates the correct aspect ratio based on your choice, scaling the shortest side and keeping the image proportions intact.Dynamic Folders: Images are automatically saved in resolution-specific subfolders (e.g., /512_scaled/) to keep your workspace organized.No GPU Required: Fully optimized for CPU (Florence-2 model), making it accessible to everyone, even on laptops or older systems.Portable &amp; Zero Setup: No Python environment to configure. Just unzip and run the executable.Integrated Auditor: Review, edit, or delete captions and images in real-time through the built-in gallery.🛠 How to use:Select Folder: Choose the folder containing your raw images.Set Resolution: Pick your target resolution (512, 768, or 1024).Caption Style: Choose between Short, Medium, or Long (Civitai style) descriptions.Process: Click "Scale + Caption" and let the tool do the magic.🙏 Credits &amp; Resources:This project is a collaborative evolution of the community's effort:Original Linux Scripts: Huge thanks to SarcasticTofu for the original concept and scripts. You can find his original Linux version HERE: <a target="_blank" rel="ugc" href="https://civarchive.com/models/2219046?modelVersionId=2498241">https://civarchive.com/models/2219046?modelVersionId=2498241</a>.Previous Version: If you are looking for the legacy 1024px-only version or GPU (3090) Version, it's available HERE: <a target="_blank" rel="ugc" href="https://civarchive.com/models/2266157?modelVersionId=2550818">https://civarchive.com/models/2266157?modelVersionId=2550818</a>.Porting &amp; Optimization: Developed and refined by Jazara930.

LoRA Data Tool - Multi-Res

SHORT CHANGELOG (TECHNICAL UPDATES)Update: AI Engine Overhaul &amp; Dual-Model Support- Moondream2 Integration: Added full support for the Moondream2 model.- Automatic Model Downloader: Implemented a check-and-download system; Moondream2 will be automatically fetched and stored in its local folder during the first run.- Pre-configured Florence-2: The default Florence-2 engine remains integrated for immediate use.- Centralized Generation Logic: Optimized model loading to prevent RAM spikes; the AI model is now loaded once and reused throughout the entire batch process.- Targeted Prompting: Implemented model-specific instruction sets (Short, Medium, Long) to maximize the performance of each AI engine.- UI Enhancements: Synchronized model selection across the automation and quick analysis tabs.

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