Why it matters

SD family dominates open image generation. Understanding shapes vision generation.

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The architecture

Text encoder: CLIP or T5.

UNet: denoises latents.

VAE: latent to pixel.

Stable DiffusionText encoderprompt embedUNet iterationsdenoise latentsVAE decoderlatent to imageSD 1.5 base, SDXL enhanced, SD3 modern (MMDiT); FLUX competitor
SD architecture.
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How it works end to end

Training: predict noise added to latent.

Inference: 20-50 denoising steps.

Schedulers: DDIM, DPM++.

ControlNet: conditioning.