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Baseline concept training

Contents 路 Next: Training the assistant: v1 and v2

At 500 updates, ordinary 512px training produced a recognisable Domokun in the beach scene, with unusual geometry. At 1,000 updates, both original scene prompts returned people and the unrelated fox acquired a large toothed mouth.

Setting Value
Training Domokun only, 512px, 1,000 updates
Learning rate 1e-4
Assistant None

Training progression

CPU-generator seed 42 路 40 inference steps 路 CFG 1 路 Details-fixed VAE (madebyollin) 路 full-frame decoding. Output: 512px. Columns show prompts; rows show checkpoints or methods. Click a sample to view it at full resolution.

512px output

Checkpoint / methodBeach (original prompt)Scarf (original prompt)FoxPortrait
BaseBase, 512pxBase, 512pxBase, 512pxBase, 512px
Update 500Update 500, 512pxUpdate 500, 512pxUpdate 500, 512pxUpdate 500, 512px
Update 1,000Update 1,000, 512pxUpdate 1,000, 512pxUpdate 1,000, 512pxUpdate 1,000, 512px

Prompt and guidance comparison

With the character noun and CFG 4, the final checkpoint produces Domokun-like imagery with facial-placement and shape errors; the fox is conventional.

512px output 路 40 inference steps 路 true two-pass CFG 4 路 CUDA-generator seeds shown below 路 Details-fixed VAE (madebyollin) 路 full-frame decoding. Seed: 123.

Final checkpoint, CFG 4, seed 123

Checkpoint / methodBeach (original prompt)BeachRed scarfFoxPortrait
Basedomo_beachcharacter_beachcharacter_scarfprior_foxprior_portrait
Unassisted 512, update 1,000domo_beachcharacter_beachcharacter_scarfprior_foxprior_portrait

Reproduce

Training configuration 路 Datasets 路 Prompts

500 updates 路 1,000 updates 路 Shared training and evaluation settings

Limitations

Prompt wording and CFG change together in the second comparison, so their individual effects remain unresolved.

Contents 路 Next: Training the assistant: v1 and v2