ComfyUI Basics & Interface
The hardware, setup, and interface concepts you’ll run into before anything else.
VRAM
The memory on your GPU that holds the model and sets the ceiling on what you can run.
Custom Nodes
Third-party node types that add functionality ComfyUI doesn’t ship with by default.
ComfyUI Manager
The in-app menu for installing and updating custom nodes and missing models.
Workflow
Your saved node graph — every node, setting, and wire — as a reloadable JSON file.
Queue Prompt
The button that actually runs your workflow and generates the output.
Generation Modes
The different ways a workflow can start — from nothing, from a photo, or building a video.
Text-to-Image
Builds an image entirely from a prompt, starting from random noise instead of a photo.
Image-to-Image
Redraws an existing picture based on a prompt and a denoise strength setting.
Text-to-Video
Generates a short video clip directly from a prompt, with no starting image.
Image-to-Video
Animates a single still photo into a short video clip.
Core Concepts
The building blocks every ComfyUI workflow is made of.
Node
The single-purpose block you connect to others to build a workflow.
Checkpoint
The main AI model file that controls your image’s style and subject.
Diffusion Model
The AI technique that turns random noise into an image, step by step.
U-Net
The network inside a diffusion model that predicts and removes noise at each step.
Latent Space
The compressed, numerical form your image lives in while it’s being generated.
Models & Files
What you’re actually downloading, and what each file type does.
VAE
Converts the model’s internal data into a viewable image, and back again.
Checkpoint vs Diffusion Model
The technique vs the trained file — the distinction that trips up most beginners.
Safetensors
The file format almost every checkpoint, LoRA, and VAE ships in today.
GGUF
A compressed model format with selectable quality levels, for running big models on smaller GPUs.
Quantized Model
A model stored with fewer bits of precision to shrink its size and VRAM needs.
fp8
A fixed 8-bit precision format that roughly halves a model’s VRAM footprint.
Fine-Tuning Methods
The different ways a checkpoint gets customized toward a specific style or subject.
LoRA
A small add-on file that nudges a checkpoint toward a specific style, without retraining it.
LyCORIS
A family of LoRA-like methods — LoHa, LoKr, LoCon — that customize a checkpoint using different math.
Hypernetwork
An older side-network method for nudging style, mostly replaced today by LoRA.
Dreambooth
Trains a whole new checkpoint on photos of one subject, for maximum accuracy.
Trigger Word
The specific word you must include in your prompt to activate a LoRA or fine-tuned checkpoint.
LoRA Training
What goes into actually training a LoRA from scratch, before you get to fine-tuning methods.
Sampling & Settings
The KSampler dials that decide how your image actually gets generated.
KSampler
The node that actually turns noise into your finished image.
Sampler
The algorithm that turns noise into a finished image, step by step.
Scheduler
Paces how the noise-removal effort is spread across your sampling steps.
Steps
How many denoising passes the sampler runs to build your finished image.
CFG Scale
Controls how strictly the model follows your prompt versus its own creative freedom.
Seed
The starting number behind your image’s randomness — lock it to reproduce a result.
Denoise Strength
Controls how much of a starting image gets erased and replaced during sampling.
Performance & Optimization
Tools that make generation faster or run on smaller hardware, without changing your workflow’s logic.
Post-Processing
What happens to an image or video after the initial generation is done.
Video Generation
Terms specific to building and controlling AI video clips.
Text & Encoding
How your typed prompt actually reaches the model.
Editing & Control
Steering composition, structure, and identity beyond what text alone can describe.
Inpainting & Outpainting
Editing part of an image, or extending it beyond its original borders.
New to ComfyUI?
Start with the full roadmap instead.
The glossary is best used as a reference while you learn — the roadmap walks you through everything in order, from install to advanced.
ComfyUI Roadmap →