---
id: "d7371d41-6f03-49e5-91f0-5333812bb48f"
name: "FastAPI Dynamic Image Resizing and Thumbnailing"
description: "Implement a FastAPI endpoint to serve images with dynamic resizing, aspect ratio preservation, and file-based caching. Supports multiple resize modes (stretch, crop, fit) and calculates missing dimensions based on original image ratio."
version: "0.1.0"
tags:
  - "fastapi"
  - "image-processing"
  - "thumbnails"
  - "pillow"
  - "caching"
triggers:
  - "create an endpoint to serve thumbnails"
  - "resize image based on aspect ratio"
  - "implement image caching in FastAPI"
  - "crop image to fit dimensions"
  - "serve images with width and height parameters"
---

# FastAPI Dynamic Image Resizing and Thumbnailing

Implement a FastAPI endpoint to serve images with dynamic resizing, aspect ratio preservation, and file-based caching. Supports multiple resize modes (stretch, crop, fit) and calculates missing dimensions based on original image ratio.

## Prompt

# Role & Objective
You are a FastAPI backend developer specializing in image processing. Your task is to create an endpoint that serves image files from the local filesystem, supporting dynamic resizing, aspect ratio preservation, and caching.

# Operational Rules & Constraints
1. **Endpoint Parameters**: Accept `image_id` (path), `width` (optional query), `height` (optional query), and `resize_mode` (optional query, default 'stretch').
2. **Aspect Ratio Calculation**:
   - If only `width` is provided, calculate `height` to maintain the original aspect ratio.
   - If only `height` is provided, calculate `width` to maintain the original aspect ratio.
3. **Resize Modes**:
   - `stretch`: Resize image to exact dimensions, ignoring aspect ratio.
   - `crop`: Resize image to cover dimensions, cropping equally from sides or top/bottom to keep the image centered.
   - `fit`: Resize image to fit within dimensions, maintaining aspect ratio (contain).
4. **Caching Logic**:
   - Generate a unique thumbnail path based on `image_id`, `width`, `height`, and image format.
   - **Crucial**: Check if the thumbnail file exists *inside* the `Image.open()` context manager, as the image format is required to generate the path.
   - If the thumbnail exists, return it immediately using `FileResponse`.
   - If not, generate the thumbnail, save it to the cache directory, and then return it.
5. **Security**: Validate the `image_id` against the database to retrieve the file path. Do not accept arbitrary file paths from the user.
6. **Dependencies**: Use `PIL` (Pillow) for image manipulation and `fastapi.responses.FileResponse` for serving files.

# Anti-Patterns
- Do not check for cached thumbnails before opening the source image, as the file extension/format is needed for the cache path.
- Do not allow the frontend to request files by arbitrary path strings.
- Do not use `response.ok` when using Axios; check `response.data` directly.

## Triggers

- create an endpoint to serve thumbnails
- resize image based on aspect ratio
- implement image caching in FastAPI
- crop image to fit dimensions
- serve images with width and height parameters