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+# Image Generation Example with AUTOMATIC1111 API
+
+This example demonstrates how to use Python to generate images of a cat using the AUTOMATIC1111 Stable Diffusion API on a custom port. In this example, we'll generate **5 images** using a fixed prompt and save them locally as PNG files.
+
+## Overview
+
+The provided Python script does the following:
+- Generates a random seed for each image.
+- Sends a POST request to the AUTOMATIC1111 `txt2img` API endpoint with specified model parameters, a prompt, and a custom port.
+- Decodes the returned base64 image data.
+- Saves each image in the local directory as a PNG file.
+
+## Prerequisites
+
+Before running the script, ensure you have:
+
+- A working Python 3 environment.
+- The following Python packages installed:
+  - `requests`
+  - `Pillow`
+
+You can install these packages using pip:
+
+```bash
+pip install requests Pillow