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Part 1: LoRA With Your Eyes Open — mflux Dreambooth

Part 1: LoRA With Your Eyes Open — mflux Dreambooth

Chapters 01–03: Learn what fine-tuning is for, train a visible image adapter, then sweep hyperparameters where failure modes are obvious.

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Part 1: LoRA With Your Eyes Open

mflux Dreambooth adapter · ~1 day

How these chapters are taught: concept → concept check → install/smoke test → prepare artifacts (raw → 512) → train/sweep. Tutors stop at each gate; do not paste the whole module as one command list.

ChapterWhat You’ll Do
01 · Why Fine-TuneWhat fine-tuning changes, what it shouldn’t, and how adapters work at a high level
02 · Train an AdapterDreambooth concept, mflux install + generate smoke test, raw→512 dataset, first train, what drives wall-clock tuning time
03 · The ExperimentsKnob intuition, then one-at-a-time sweeps into a contact sheet

What You’ll Have After Part 1

  • A clear sentence for what “success” means before any training run
  • A working mflux training setup on Apple Silicon
  • A trained Dreambooth LoRA of a subject you know well
  • A contact sheet: one grid image, same prompt, every adapter variant labeled
  • The ability to look at a generation and say “that’s overfit” or “that’s underbaked” without checking any numbers

This module is deliberately throwaway. The lasting artifact is judgment — and a contact sheet you’ll refer back to.


Chapter 01 →