Update the Aesthetic score endpoint to by based on Composition#703
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Update the Aesthetic score endpoint to by based on Composition#703
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… weighting, and increase model influence to raise overall score calibration.
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Pull request overview
Updates the scoring pipeline so the admin “Aesthetic score” UI is driven primarily by composition-related signals (with optional model-based scoring), and surfaces more detailed score context in the preview UI.
Changes:
- Switch
/scoresto return a richer scoring payload (composition/interest/thirds/sharpness/tips/model breakdown) instead of a singleaesthetic_score. - Update the organize-preview UI to display the new score and provide a tooltip breakdown.
- Add offline weight-loading Makefile targets and document the new scorer setup.
Reviewed changes
Copilot reviewed 8 out of 8 changed files in this pull request and generated 4 comments.
Show a summary per file
| File | Description |
|---|---|
| src/components/ThumbImg/index.tsx | Adds editingThumb behavior to adjust viewed/highlight styling during thumb editing. |
| src/components/AdminAlbum/Thumbs.tsx | Enables editingThumb when rendering album thumbs. |
| src/components/OrganizePreviews/PreviewImage.tsx | Adapts score fetching/caching to the new payload and adds tooltip breakdown. |
| apps/api/main.py | Changes /scores endpoint handler to return the new scoring payload. |
| apps/api/aesthetic.py | Implements composition-based scoring, optional multi-attribute model scoring, and returns the expanded payload. |
| apps/api/requirements.txt | Adds transformers dependency for the new scorer. |
| apps/api/README.md | Documents how to fetch and run the new offline scorer weights. |
| Makefile | Adds targets to download the new scorer + CLIP backbone for offline use. |
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Pull request overview
Copilot reviewed 34 out of 35 changed files in this pull request and generated 12 comments.
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Summary
Test plan