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LoRA Troubleshooting ​

LoRA problems usually come from compatibility, weight, trigger words, or conflicts with other conditioning.

Quick Take

Use the smallest reproducible test: one compatible model, one LoRA, one trigger word, one simple prompt, and no extra adapters.

Common Symptoms ​

SymptomLikely Cause
No visible effectMissing trigger word, low weight, wrong model family
Strong artifactsWeight too high, incompatible LoRA, poor training
Style overwhelms subjectWeight too high or prompt too vague
Other LoRA stops workingAdapter conflict or competing trigger words

Debug Steps ​

  1. Confirm the LoRA loads without errors.
  2. Confirm model-family compatibility.
  3. Use the creator's example prompt if available.
  4. Test a moderate weight.
  5. Disable other LoRAs and embeddings.
  6. Change one variable at a time.

Minimal Reproduction ​

Create a tiny test case before debugging the full workflow:

text
trigger_word, one clear subject, simple background

Use one model, one LoRA, one seed, and no other adapters. If the LoRA works there, the problem is probably a conflict in the full workflow. If it fails there, check compatibility, trigger words, file loading, or training quality.

If The LoRA Is Too Strong ​

Symptoms:

  • face or anatomy collapses
  • texture becomes crunchy
  • style overwhelms the subject
  • colors shift unexpectedly
  • every object starts resembling the LoRA concept

Fixes:

  • lower the weight
  • reduce repeated trigger words
  • remove competing style terms
  • test a different seed
  • use inpainting for local application

If The LoRA Does Nothing ​

Check whether it is actually loaded, whether the model family matches, whether the trigger word is needed, and whether the UI supports that LoRA type for the selected model.

Keep Notes

Useful LoRA settings are workflow-specific. Record the model, trigger, weight, prompt, and any conflicting adapters when you find a stable setup.