623 lines
24 KiB
Markdown
623 lines
24 KiB
Markdown
# ComfyUI Prompt Manager
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A comprehensive ComfyUI custom node that extends the standard text encoder with persistent prompt storage, advanced search capabilities, automatic image gallery system, and powerful ComfyUI workflow metadata analysis using SQLite.
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## Overview
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ComfyUI Prompt Manager functions as a drop-in replacement for ComfyUI's standard `CLIPTextEncode` node while adding comprehensive prompt management and automatic image tracking features:
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- **🔄 Drop-in Replacement**: Works exactly like the standard text encoder
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- **💾 Persistent Storage**: Automatically saves all prompts to a local SQLite database
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- **🔍 Advanced Search**: Query past prompts with text search, category filtering, and metadata
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- **🖼️ Automatic Image Gallery**: Automatically links generated images to their prompts
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- **🏷️ Rich Metadata**: Add categories, tags, ratings, notes, and workflow names to prompts
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- **🚫 Duplicate Prevention**: Uses SHA256 hashing to detect and prevent duplicate storage
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- **🌐 Advanced Web Interface**: Comprehensive admin dashboard with metadata analysis
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- **📊 Analytics**: Track prompt usage patterns and effectiveness over time
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- **🔬 Workflow Analysis**: Extract and analyze ComfyUI workflow data from PNG images
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- **📋 Metadata Viewer**: Standalone tool for analyzing ComfyUI-generated images
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- **🛠️ System Management**: Built-in diagnostics, backup/restore, and maintenance tools
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## Features
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### Core Functionality
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- **Text Encoding**: Standard CLIP text encoding for ComfyUI workflows
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- **Auto-Save**: Every prompt is automatically saved to the database
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- **Metadata Support**: Optional categories, tags, ratings (1-5), notes, and workflow names
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- **Hash-based Deduplication**: Prevents storing identical prompts multiple times
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### 🖼️ Advanced Image Gallery with ViewerJS Integration
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The image gallery has been completely redesigned with professional image viewing capabilities powered by [ViewerJS](https://fengyuanchen.github.io/viewerjs/):
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- **Professional Image Viewer**: Full-featured image viewing experience with zoom, rotation, and slideshow modes
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- **Advanced Navigation**: Smooth transitions, thumbnail navigation, and keyboard shortcuts
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- **Zoom Controls**: Mouse wheel zoom, drag to pan, and touch gesture support
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- **Toolbar Features**: Comprehensive toolbar with zoom, rotate, flip, reset, and fullscreen options
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- **Dark Theme Integration**: Seamless dark mode styling that matches the admin interface
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- **Smart Image Detection**: Automatically monitors ComfyUI output directory for new images
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- **Intelligent Linking**: Links generated images to their corresponding prompts based on execution timing
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- **Real-time Metadata Extraction**: Advanced PNG parsing with ComfyUI workflow analysis
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- **Integrated Metadata Sidebar**: Live workflow data panel with copy functionality for prompts and parameters
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- **Generation Parameter Display**: CFG scale, steps, sampler, seed, and model information
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- **One-click Copying**: Copy prompts, parameters, and workflow data directly from the viewer
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- **File Path Integration**: Direct access to image files in your output directory
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- **Responsive Design**: Works seamlessly across desktop, tablet, and mobile devices
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*Image viewing powered by [ViewerJS](https://github.com/fengyuanchen/viewerjs) - A powerful JavaScript image viewer with zoom, rotation, and slideshow features.*
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### 🔬 ComfyUI Workflow Analysis
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- **PNG Metadata Parsing**: Advanced PNG chunk analysis to extract embedded ComfyUI data
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- **Workflow Data Extraction**: Complete ComfyUI workflow JSON recovery from images
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- **Prompt Recovery**: Extract positive/negative prompts from any ComfyUI-generated image
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- **Generation Parameters**: Recover steps, CFG scale, sampler, seed, and model information
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- **Multi-Node Support**: Handles PromptManager, CLIPTextEncode, and other node types
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- **Copy & Export**: One-click copying of prompts and workflow JSON download
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- **Standalone Viewer**: Dedicated metadata analysis tool at `/prompt_manager/metadata.html`
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- **Drag & Drop Interface**: Easy analysis by dropping PNG files directly into the viewer
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- **Error Handling**: Robust parsing with NaN value cleaning and malformed JSON recovery
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### 📋 Standalone Metadata Viewer
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- **Independent Tool**: Access at `http://localhost:8188/prompt_manager/metadata.html`
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- **Real-time Analysis**: Instant PNG metadata extraction and display
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- **Comprehensive Display**: Shows all discoverable ComfyUI workflow information
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- **Export Capabilities**: Download workflow JSON files for reuse
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- **File Path Integration**: Click to reveal file locations in your system
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- **Visual Interface**: Clean, organized presentation of complex workflow data
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### Search & Retrieval
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- **Full-text search** across all stored prompts
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- **Category filtering** for organized prompt collections
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- **Tag-based search** with support for multiple tags
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- **Rating filters** to find your best prompts
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- **Date range filtering** for temporal searches
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- **Recent prompts** quick access
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- **Top-rated prompts** for quality discovery
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- **Image search** by file properties and metadata
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### 🌐 Advanced Web Interface
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- **Admin Dashboard**: Comprehensive browser-based management interface with modern dark theme
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- **Responsive Design**: Works on desktop, tablet, and mobile devices
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- **Real-time Search**: Instant search results as you type
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- **Bulk Operations**: Edit multiple prompts simultaneously with batch tools
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- **Settings Panel**: Configure behavior and display options
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- **System Management**: Complete toolset for database operations:
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- **🔍 Metadata Viewer**: Launch standalone PNG analysis tool
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- **📸 Scan Images**: Bulk scan output directories for ComfyUI images
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- **💾 Backup/Restore**: Database backup and recovery operations
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- **🔧 Maintenance**: Database optimization and cleanup tools including orphaned prompt removal
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- **📋 Logs**: Comprehensive logging system with download capability
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- **🔍 Diagnostics**: System health checks and troubleshooting
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- **Export Tools**: Download prompts and metadata in various formats
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- **Progress Tracking**: Real-time progress indicators for long operations
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- **Error Handling**: Graceful error display with recovery suggestions
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### Database Management
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- **SQLite backend** for reliable local storage
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- **Automatic schema creation** and management
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- **Database optimization** with proper indexing and maintenance tools
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- **Export functionality** to JSON or CSV formats
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- **Backup and restore** capabilities
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- **Relationship tracking** between prompts and generated images
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- **Orphaned prompt cleanup** to remove prompts without linked images
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## Installation
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### For ComfyUI Users
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1. **Clone the repository** into your ComfyUI custom_nodes directory:
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```bash
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cd ComfyUI/custom_nodes/
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git clone https://github.com/ComfyAssets/ComfyUI_PromptManager
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cd ComfyUI_PromptManager
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```
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2. **Install dependencies**:
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```bash
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pip install -r requirements.txt
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```
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3. **Restart ComfyUI** to load the new node
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4. **Add the node** to your workflow:
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- Look for "Prompt Manager" in the conditioning category
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- Use it exactly like the standard "CLIP Text Encode" node
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5. **Access the web interface**:
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- **Admin Dashboard**: `http://localhost:8188/prompt_manager/admin` - Full management interface
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- **Metadata Viewer**: `http://localhost:8188/prompt_manager/metadata.html` - Standalone PNG analysis tool
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- **Simple Interface**: `http://localhost:8188/prompt_manager/` - Basic prompt browser
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### Prerequisites
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- ComfyUI installation
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- Python 3.8 or higher
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- SQLite3 (included with Python)
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- `watchdog` library for automatic image monitoring
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## Usage
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### Basic Usage
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Replace any `CLIPTextEncode` node with `PromptManager`:
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1. **Add the node** to your workflow
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2. **Connect CLIP model** (same as standard text encoder)
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3. **Enter your prompt** in the text field
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4. **Optionally add metadata**:
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- Category: "portraits", "landscapes", "abstract", etc.
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- Tags: "detailed, anime, masterpiece" (comma-separated)
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- Rating: 1-5 stars for prompt quality
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- Notes: Any additional information
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- Workflow Name: Name of your workflow for organization
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The node will encode your text, automatically save it to the database, and link any generated images to the prompt.
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### 🖼️ Using the Image Gallery
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The image gallery automatically captures and links generated images:
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1. **Generate images** using workflows with the Prompt Manager node
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2. **Open the admin interface** at `http://localhost:8188/prompt_manager/admin`
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3. **Click the "🖼️ Gallery" button** on any prompt to view its images
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4. **Click any thumbnail** to open the full-size image viewer with integrated metadata panel
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5. **Navigate images** using:
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- **Arrow keys** (←/→) for keyboard navigation
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- **Navigation buttons** for mouse control
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- **ESC key** to close the viewer
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6. **View metadata** in the right panel showing:
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- **File path** in output directory
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- **Model/checkpoint** information
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- **Prompts** (positive and negative)
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- **Generation parameters** (steps, CFG, sampler, seed)
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- **Raw workflow data** with download option
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### 🔬 Analyzing ComfyUI Images
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Use the standalone metadata viewer to analyze any ComfyUI-generated PNG:
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1. **Open the metadata viewer** at `http://localhost:8188/prompt_manager/metadata.html`
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2. **Drag and drop** any PNG file with ComfyUI workflow data
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3. **View extracted information**:
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- **Prompts**: Copy positive/negative prompts with one click
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- **Parameters**: See all generation settings used
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- **Model Info**: Identify checkpoint and settings
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- **Workflow**: Download complete workflow JSON
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4. **Copy data** using the built-in copy buttons
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5. **Export workflow** as JSON file for reuse in ComfyUI
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### 📸 Bulk Image Scanning
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Import existing ComfyUI images into your database:
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1. **Open admin dashboard** and click **"📸 Scan Images"**
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2. **Start scan** to analyze your entire output directory
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3. **Monitor progress** with real-time status updates
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4. **Review results** showing:
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- Images found and processed
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- Prompts extracted and linked
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- Any errors or issues encountered
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5. **Access imported data** through the normal gallery interface
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### 🌐 Web Interface Features
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The comprehensive web interface provides:
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- **Search Bar**: Real-time search across all prompts
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- **Filter Options**: Filter by category, tags, rating, and date
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- **Bulk Operations**: Select multiple prompts for batch editing
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- **Export Tools**: Download your prompt collection
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- **Settings Panel**: Configure auto-save and display options
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- **Diagnostics**: System health checks and troubleshooting
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### 🔧 Database Maintenance
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Keep your database optimized with built-in maintenance tools:
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1. **Open the admin dashboard** and click **"🔧 Maintenance"**
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2. **Select maintenance operations**:
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- **Remove Duplicates**: Find and merge duplicate prompts while preserving images
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- **Vacuum Database**: Optimize database file size and performance
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- **Clean Orphaned Images**: Remove image records for missing files
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- **🚮 Prune Orphaned Prompts**: Remove prompts that have no linked images
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- **Check Consistency**: Verify database integrity and relationships
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- **Database Statistics**: Generate detailed database reports
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3. **Run selected operations** and monitor progress in real-time
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4. **Review results** showing detailed information about each operation
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### Database Location
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By default, the database is saved as `example_prompts.db` in the node directory. This file contains all your prompts and linked images and can be backed up or shared.
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### Searching Prompts
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Use the web interface for intuitive searching, or access the database directly:
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```python
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from database.operations import PromptDatabase
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db = PromptDatabase()
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# Search for landscape prompts
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results = db.search_prompts(text="landscape", limit=10)
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# Find highly rated prompts
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results = db.search_prompts(rating_min=4)
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# Search by category and tags
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results = db.search_prompts(
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category="portraits",
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tags=["anime", "detailed"]
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)
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# Get recent prompts
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recent = db.get_recent_prompts(limit=20)
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# Get images for a prompt
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images = db.get_prompt_images(prompt_id="123")
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```
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## Examples
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### Example 1: Basic Prompt Storage
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```
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Input: "A beautiful sunset over a mountain lake"
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Category: "landscapes"
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Tags: "nature, sunset, mountains, water"
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Rating: 5
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Notes: "Perfect for peaceful scenes"
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```
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### Example 2: Character Prompt
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```
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Input: "Portrait of a cyberpunk hacker with neon implants"
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Category: "characters"
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Tags: "cyberpunk, portrait, sci-fi, neon"
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Rating: 4
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Workflow: "character_generator_v2"
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```
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### Example 3: Abstract Art
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```
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Input: "Swirling colors in an abstract geometric pattern"
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Category: "abstract"
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Tags: "geometric, colorful, pattern, modern"
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Rating: 3
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Notes: "Good for experimental art"
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```
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## Database Schema
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```sql
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-- Prompts table
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CREATE TABLE prompts (
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id INTEGER PRIMARY KEY AUTOINCREMENT,
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text TEXT NOT NULL,
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created_at TIMESTAMP DEFAULT CURRENT_TIMESTAMP,
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updated_at TIMESTAMP DEFAULT CURRENT_TIMESTAMP,
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workflow_name TEXT,
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category TEXT,
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tags TEXT, -- JSON array of tags
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rating INTEGER CHECK(rating >= 1 AND rating <= 5),
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notes TEXT,
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hash TEXT UNIQUE -- SHA256 hash for deduplication
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);
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-- Generated images table
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CREATE TABLE generated_images (
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id INTEGER PRIMARY KEY AUTOINCREMENT,
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prompt_id TEXT NOT NULL,
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image_path TEXT NOT NULL,
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filename TEXT NOT NULL,
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generation_time TIMESTAMP DEFAULT CURRENT_TIMESTAMP,
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file_size INTEGER,
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width INTEGER,
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height INTEGER,
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format TEXT,
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workflow_data TEXT, -- JSON workflow metadata
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prompt_metadata TEXT, -- JSON prompt parameters
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parameters TEXT, -- JSON generation parameters
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FOREIGN KEY (prompt_id) REFERENCES prompts(id)
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);
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```
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## Architecture
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### Core Components
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- **`prompt_manager.py`** - Main ComfyUI node implementation
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- **`database/models.py`** - Database schema and connection management
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- **`database/operations.py`** - CRUD operations and search functionality
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- **`py/api.py`** - Web API endpoints for the interface
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- **`py/config.py`** - Configuration management
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- **`utils/hashing.py`** - SHA256 hashing for deduplication
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- **`utils/validators.py`** - Input validation and sanitization
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- **`utils/image_monitor.py`** - Automatic image detection system
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- **`utils/prompt_tracker.py`** - Prompt execution tracking
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- **`utils/metadata_extractor.py`** - PNG metadata analysis engine
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- **`utils/logging_config.py`** - Comprehensive logging system
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- **`utils/diagnostics.py`** - System diagnostics and health checks
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- **`web/admin.html`** - Advanced admin dashboard with metadata panel
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- **`web/index.html`** - Simple web interface
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- **`web/prompt_manager.js`** - JavaScript functionality
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- **`web/metadata.html`** - Standalone PNG metadata viewer
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### File Structure
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```
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ComfyUI_PromptManager/
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├── __init__.py # Node registration
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├── prompt_manager.py # Main node implementation
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├── database/
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│ ├── __init__.py
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│ ├── models.py # Database schema
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│ └── operations.py # Database operations
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├── py/
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│ ├── __init__.py
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│ ├── api.py # Web API endpoints
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│ └── config.py # Configuration
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├── utils/
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│ ├── __init__.py
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│ ├── hashing.py # Hashing utilities
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│ ├── validators.py # Input validation
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│ ├── image_monitor.py # Automatic image detection
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│ ├── prompt_tracker.py # Prompt execution tracking
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│ ├── metadata_extractor.py # PNG metadata analysis
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│ ├── logging_config.py # Logging system
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│ └── diagnostics.py # System diagnostics
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├── web/
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│ ├── admin.html # Advanced admin dashboard
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│ ├── index.html # Simple web interface
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│ ├── metadata.html # Standalone metadata viewer
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│ └── prompt_manager.js # JavaScript functionality
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├── tests/
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│ ├── __init__.py
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│ └── test_basic.py # Test suite
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├── requirements.txt # Dependencies
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├── example_usage.py # Standalone examples
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├── example_prompts.db # Example database
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└── README.md # This file
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```
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## Configuration
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### Database Settings
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You can customize the database path by modifying the configuration:
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```python
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# In py/config.py
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DATABASE_PATH = "custom_path/prompts.db"
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```
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### Gallery & Monitoring Settings
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Configure the automatic image detection and gallery system:
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```python
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# Gallery monitoring configuration (GalleryConfig class)
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MONITORING_ENABLED = True
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MONITORING_DIRECTORIES = [] # Auto-detect ComfyUI output if empty
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SUPPORTED_EXTENSIONS = ['.png', '.jpg', '.jpeg', '.webp', '.gif']
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PROCESSING_DELAY = 2.0 # Delay before processing new images
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PROMPT_TIMEOUT = 120 # Seconds to keep prompt context active
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CLEANUP_INTERVAL = 300 # Seconds between cleanup of expired prompts
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# Performance settings
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MAX_CONCURRENT_PROCESSING = 3
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METADATA_EXTRACTION_TIMEOUT = 10 # Seconds for PNG analysis
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IMAGES_PER_PAGE = 20
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THUMBNAIL_SIZE = 256
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```
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### Web Interface Settings
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Configure the web interface behavior:
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```python
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# Web UI settings (PromptManagerConfig class)
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RESULT_TIMEOUT = 5 # Seconds to auto-hide results in ComfyUI node
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WEBUI_DISPLAY_MODE = 'newtab' # 'popup' or 'newtab' for Web UI button
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SHOW_TEST_BUTTON = False # Show API test button in node UI
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```
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### Performance Tuning
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- The database automatically creates indexes for optimal search performance
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- Regular `VACUUM` operations keep the database optimized
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- Consider backing up the database periodically
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## Advanced Features
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### Export Your Prompts
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```python
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from database.operations import PromptDatabase
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db = PromptDatabase()
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# Export to JSON
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db.export_prompts("my_prompts.json", format="json")
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# Export to CSV
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db.export_prompts("my_prompts.csv", format="csv")
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```
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### Database Statistics
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```python
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info = db.model.get_database_info()
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print(f"Total prompts: {info['total_prompts']}")
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print(f"Average rating: {info['average_rating']}")
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```
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### Backup and Restore
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```python
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# Create backup
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db.model.backup_database("backup_prompts.db")
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# The database file can be copied directly for backup
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```
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## Development
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### Running Tests
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```bash
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cd KikoTextEncode
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python -m pytest tests/ -v
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```
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### Code Style
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The project follows PEP 8 guidelines with:
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- Black formatter (88 character line limit)
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- Type hints for all functions
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- Comprehensive docstrings
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- Proper error handling
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### Contributing
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1. Fork the repository
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2. Create a feature branch
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3. Add tests for new functionality
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4. Ensure all tests pass
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5. Submit a pull request
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## Troubleshooting
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### Common Issues
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**Database Permission Errors**
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- Ensure the ComfyUI process has write permissions to the node directory
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- Check that the database file isn't locked by another process
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**Import Errors**
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|
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- Verify ComfyUI is properly installed
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- Check that all required dependencies are available
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|
|
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**Performance Issues**
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|
|
|
- Run `VACUUM` on the database occasionally
|
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- Consider archiving old prompts if the database becomes very large
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|
|
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### Debug Mode
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For debugging, you can enable verbose logging in the node:
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|
```python
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# Add to kiko_text_encode.py
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import logging
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logging.basicConfig(level=logging.DEBUG)
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```
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## License
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MIT License - see LICENSE file for details.
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## Support
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|
|
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- **Issues**: Report bugs and request features via GitHub Issues
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|
- **Documentation**: See the Wiki for detailed guides
|
|
- **Community**: Join the discussion in ComfyUI Discord
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|
|
|
## Roadmap
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|
|
|
### Completed in v3.0.0
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|
|
|
- **✅ PNG Metadata Analysis**: Complete ComfyUI workflow extraction from images
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|
- **✅ Standalone Metadata Viewer**: Dedicated tool for analyzing any ComfyUI image
|
|
- **✅ Advanced Admin Dashboard**: Comprehensive management interface with modern UI
|
|
- **✅ Integrated Metadata Panel**: Real-time workflow analysis in image viewer
|
|
- **✅ Bulk Image Scanning**: Mass import of existing ComfyUI images
|
|
- **✅ System Management Tools**: Backup, restore, diagnostics, and maintenance
|
|
- **✅ Enhanced Error Handling**: Robust PNG parsing with NaN value cleaning
|
|
|
|
### Planned Features
|
|
|
|
- **☁️ Cloud Sync**: Optional cloud backup and sync
|
|
- **🤝 Collaboration**: Share prompt collections with other users
|
|
- **🧠 AI Suggestions**: Recommend similar prompts based on metadata analysis
|
|
- **📈 Advanced Analytics**: Detailed usage statistics and trends with workflow insights
|
|
- **🔌 Plugin System**: Support for third-party extensions and custom analyzers
|
|
- **🎨 Enhanced Batch Processing**: Advanced bulk operations with metadata editing
|
|
- **🔄 Workflow Templates**: Save and reuse common workflow patterns
|
|
- **📊 Visual Analytics**: Charts and graphs for prompt effectiveness analysis
|
|
|
|
### Integration Ideas
|
|
|
|
- **Auto-tagging**: Use AI to automatically categorize prompts
|
|
- **Workflow linking**: Connect prompts to specific workflow templates
|
|
- **Image analysis**: Analyze generated images to improve suggestions
|
|
- **Version control**: Track prompt iterations and effectiveness
|
|
|
|
## Changelog
|
|
|
|
### v3.0.3 (ViewerJS Integration & Enhanced Gallery)
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|
|
|
- **🖼️ Professional Image Viewer**: Complete gallery redesign with [ViewerJS](https://github.com/fengyuanchen/viewerjs) integration
|
|
- **⚡ Advanced Image Navigation**: Zoom, rotation, slideshow, and professional viewing controls
|
|
- **🎨 Dark Theme Integration**: Seamless ViewerJS styling that matches the admin interface
|
|
- **🔬 Enhanced Metadata Parsing**: Improved ComfyUI workflow parameter extraction with targeted parsing
|
|
- **📊 Real-time Parameter Display**: Live CFG, steps, sampler, and seed extraction from workflow nodes
|
|
- **📋 Integrated Copy Functionality**: One-click copying of prompts and generation parameters
|
|
- **🛠️ Robust Value Detection**: Smart parsing that targets specific node types and validates parameters
|
|
- **⌨️ Keyboard Navigation**: Full keyboard support for gallery navigation and viewer controls
|
|
- **📱 Responsive Design**: Enhanced mobile and tablet compatibility
|
|
|
|
### v3.0.0 (Metadata Analysis Release)
|
|
|
|
- **🔬 PNG Metadata Analysis**: Advanced ComfyUI workflow extraction from PNG images
|
|
- **📋 Standalone Metadata Viewer**: Dedicated tool at `/web/metadata.html` for analyzing any ComfyUI image
|
|
- **🖼️ Integrated Metadata Panel**: Real-time workflow analysis in the image viewer
|
|
- **📸 Bulk Image Scanning**: Mass import and analysis of existing ComfyUI output directories
|
|
- **🛠️ System Management Suite**: Complete backup, restore, maintenance, and diagnostic tools
|
|
- **🚮 Orphaned Prompt Cleanup**: Remove prompts that have no linked images for database optimization
|
|
- **📋 Advanced Logging**: Comprehensive logging system with web-based log viewer
|
|
- **🎨 Enhanced Admin Dashboard**: Modern dark theme with improved UX and management tools
|
|
- **🔧 Robust Error Handling**: Advanced PNG parsing with NaN value cleaning and error recovery
|
|
- **📁 File Path Integration**: Direct file path display and system integration
|
|
- **⚡ Performance Optimizations**: Improved metadata extraction and database operations
|
|
|
|
### v2.0.0 (Gallery Release)
|
|
|
|
- **🖼️ Automatic Image Gallery**: Complete image tracking and gallery system
|
|
- **🌐 Advanced Web Interface**: Comprehensive admin dashboard with responsive design
|
|
- **📱 Image Viewer**: Full-screen modal with navigation and keyboard shortcuts
|
|
- **🔍 Enhanced Search**: Real-time search with advanced filtering options
|
|
- **⚡ Performance Improvements**: Optimized database operations
|
|
- **🛠️ Basic Diagnostics**: Initial system diagnostics and health monitoring
|
|
- **📊 Bulk Operations**: Multi-select prompt editing and management
|
|
|
|
### v1.0.0 (Initial Release)
|
|
|
|
- Core text encoding with database storage
|
|
- Search and filtering functionality
|
|
- Metadata support (categories, tags, ratings, notes)
|
|
- Hash-based deduplication
|
|
- SQLite backend with optimized schema
|
|
- Basic web interface
|
|
- Export functionality
|