# [WIP] minna-pima > Picture manager intended for usage with Minna. **minna-pima** integrates with [minna-caos](https://git.moritzruth.de/minna/minna-caos) to provide picture management features. Similarly to the latter, it is intended as a companion to a single application (“the app”) that has full authority. ## Features - automatic conversion of unwanted file formats - [ThumbHash](https://evanw.github.io/thumbhash/) generation - on-demand resizing and format conversion (without caching, see below) - similarity search for finding duplicates - CLI for administrative tasks ## Notes ### Pictures are not cached minna-pima does not cache the pictures it generates on-demand. This is by design: Caching is hard and better left to tools designated for this purpose. It is therefore recommended to use a caching reverse-proxy in front of minna-pima. ### Example picture upload flow 1. The client uploads a PNG file to minna-caos in cooperation with the app. 2. Because minna-caos detected that the file is a PNG image, the app decides to use minna-pima. 3. The app sends a `GET /objects/ORIGINAL_UPLOAD_HASH/similar` request to minna-pima: 1. minna-pima fetches the object’s content and media type from minna-caos. 2. minna-pima computes a perceptual hash of the picture and uses it to search its database for similar pictures. 3. It finds two matching pictures and returns the following result: ```json { "similar_picture_ids": ["abc123", "def456"] } ``` 4. The app notifies the client that there are similar pictures. 5. The user decides that… 1. the first picture is unrelated, and 2. the second picture is a lower-quality version of the uploaded picture and should be replaced by the higher-quality version. 6. The client notifies the app of the user’s decision. 7. The app creates a new upload through minna-caos. Its ID is `CONVERTED_UPLOAD_ID`. 8. The app sends a `POST /pictures/` request to _`minna_pima`_ with the following payload: ```json { "hash": "ORIGINAL_UPLOAD_HASH", "upload_id": "CONVERTED_UPLOAD_ID", "replaces": ["def456"] } ``` 1. minna-pima fetches the content and the media type of the object from minna-caos. 2. minna-pima generates a ThumbHash and converts the picture to AVIF because PNG is not in the list of allowed source formats. 3. minna-pima uploads the picture to minna-caos using `PATCH /uploads/CONVERTED_UPLOAD_ID`. 9. The app waits for the `CONVERTED_UPLOAD_ID` upload to finish. The new picture’s ID is also `CONVERTED_UPLOAD_ID`. A 100×100 WebP version could then, for example, be fetched from `/pictures/CONVERTED_UPLOAD_ID/100x100.webp`.