ComfyUI Extension: InitialB Util

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Run ComfyUI workflows without the setup

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ComfyUI Custom Node Package with Logic Nodes, Sigma Utilities, Text Tools, and Image Collage

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    README

    InitialB Util for ComfyUI

    InitialB Util is a ComfyUI custom node package that provides various utility nodes for workflow automation, logic operations, sigma manipulation, text processing, image collage creation, and flow control.

    ✨ Features

    Core Features

    • 🖱️ Interactive Graph Editor: Add, move, or delete control points directly on the node's graph
    • 🟦 Smooth Catmull-Rom Spline: Uses centripetal Catmull-Rom spline for smooth interpolation
    • 📤 Export Schedules as Tensors: Outputs sigma value tensors for use in sampling pipelines
    • 👀 Visual Feedback: Live preview of curves and control points
    • 🎲 Seed Support: Reproducible results with seed input/output
    • 🖼️ Collage Creation: Combine multiple images with directional control
    • 🔄 Flow Control: For loops and while loops for iterative workflows

    Node Collection

    2026-03-02 042235

    Sigma Utilities

    • 📈 Custom Graph Sigma: Main interactive curve editor with 12+ presets
    • 🔗 Sigma Joiner: Combine multiple sigma schedules with blend modes
    • 📏 Sigma Scaler: Scale and transform sigma values
    • 🔍 Sigma Analyzer: Get detailed statistics about sigma schedules
    • 🎚️ Denoising Strength Modifier: Control denoising for img2img workflows
    • 📋 Preset Sigma Generator: Quick access to common schedules

    2026-03-02 042135

    Logic Nodes

    • 🔬 Compare: Compare two values with various operators (==, !=, <, >, <=, >=)
    • 🔬 Int/Float/String/Bool: Data type nodes for handling different value types
    • 🔬 If ANY return A else B: Conditional execution based on boolean
    • 🔬 DebugPrint: Print any input to console for debugging

    2026-03-02 042217

    Text Tools

    • 📝 Multi-Line String: Input multiline text and output as single string
    • 🔗 String Joiner: Join multiple strings with configurable separator

    2026-03-02 042252

    Flow Control

    • 🔄 For Loop Start/End: Execute nodes in a loop with iteration counting
    • 🔁 While Loop Start/End: Execute nodes while condition is true
    • 📊 Range Int: Generate integer sequences (start, stop, step)
    • 🔢 Math Int: Integer math operations (add, subtract, multiply, divide, modulo, power)

    📦 Installation

    Method 1: ComfyUI Manager (Recommended)

    1. Open ComfyUI Manager
    2. Search for "InitialB Util"
    3. Click Install

    Method 2: Manual Installation

    cd ComfyUI/custom_nodes/
    git clone https://github.com/yourusername/comfyui_InitialB_Util.git
    cd comfyui_InitialB_Util
    pip install -r requirements.txt
    

    Method 3: Download ZIP

    1. Download the ZIP file from releases
    2. Extract to ComfyUI/custom_nodes/comfyui_InitialB_Util/
    3. Restart ComfyUI

    🎯 Node Reference

    Sigma Utility Nodes

    See earlier sections for sigma utility documentation.

    Logic Nodes

    See earlier sections for logic nodes documentation.

    Text Tool Nodes

    See earlier sections for text tools documentation.

    Image Collage Nodes

    See earlier sections for image collage documentation.

    Flow Control Nodes

    🔄 For Loop

    Execute a set of nodes multiple times with incrementing index.

    For Loop Start:

    • Inputs:
      • total: Number of iterations (1-10000)
      • value1-5: Optional values to pass through loop
    • Outputs:
      • flow: Flow control connection
      • index: Current iteration number (0-based)
      • value1-5: Passed-through values

    For Loop End:

    • Inputs:
      • flow: Connection from For Loop Start
      • value1-5: Values from loop body
    • Outputs:
      • value1-5: Final values after loop completion

    Usage:

    [For Loop Start: total=5] → [Your Nodes] → [For Loop End]
             ↓                      ↑
          index=0,1,2,3,4          ↓
                               (auto-increments)
    

    🔁 While Loop

    Execute nodes while a condition is true.

    While Loop Start:

    • Inputs:
      • condition: Boolean to continue loop
      • value0-4: Values to pass through (5 carriers)
    • Outputs:
      • flow: Flow control connection
      • value0-4: Passed-through values

    While Loop End:

    • Inputs:
      • flow: Connection from While Loop Start
      • condition: Boolean to continue or exit
      • value0-4: Values from loop body
    • Outputs:
      • value0-4: Final values after loop exits

    Usage:

    [While Loop Start] → [Your Nodes] → [Compare/Condition] → [While Loop End]
            ↓                                                      ↑
        (pass values)                                          (check condition)
    

    📊 Range Int

    Generate a sequence of integers.

    Inputs:

    • start: Starting value (default: 0)
    • stop: Ending value (exclusive, default: 10)
    • step: Step size (default: 1)

    Outputs:

    • values: List of integers from start to stop with step

    Example:

    • start=0, stop=10, step=2 → [0, 2, 4, 6, 8]

    🔢 Math Int

    Perform integer mathematical operations.

    Inputs:

    • a: First integer
    • b: Second integer
    • operation: Math operation (add, subtract, multiply, divide, modulo, power)

    Outputs:

    • result: Result of the operation

    Operations:

    • add: a + b
    • subtract: a - b
    • multiply: a * b
    • divide: a // b (integer division)
    • modulo: a % b
    • power: a ** b

    🎨 Usage Guide

    For Loop Example

    [For Loop Start: total=10]
             ↓
        [index: 0-9]
             ↓
      [Generate Image per iteration]
             ↓
    [For Loop End] → [Final Output]
    

    While Loop Example

    [While Loop Start: condition=True]
             ↓
      [Process Data]
             ↓
    [Compare: check if done] → [While Loop End]
                                      ↓
                                (exit when condition=False)
    

    Combining Flow Control

    [Range Int: 0-100, step=10] → [For Loop Start]
                                          ↓
                                    [Process Each]
                                          ↓
                                    [For Loop End]
    

    📝 Requirements

    • Python 3.9+
    • PyTorch
    • NumPy
    • SciPy
    • Pillow
    • ComfyUI (with dynamic execution graph support for loops)

    📄 License

    MIT License

    🤝 Credits

    • InitialB Util package structure and architecture
    • Logic nodes based on ComfyUI-Logic by theUpsider
    • Flow control patterns inspired by ComfyUI-Easy-Use yolain
    • Sigma functionality from original work by JoeNavark

    📮 Support

    For issues and feature requests, please open an issue on GitHub.

    Run ComfyUI workflows without the setup

    No installs, no CUDA version roulette, no GPU sitting idle on your bill. Bring a workflow and run it in the browser.

    Learn more