Update README.md

README.md

@@ -13,6 +13,76 @@ duplicated_from: lllyasviel/control_v11p_sd15_inpaint
 pipeline_tag: other
 ---
 
+# Usage
+
+```python
+import base64
+
+import requests
+
+HF_TOKEN = 'hf_xxxxxxxxxxxxx'
+API_ENDPOINT = 'https://xxxxxxxxxxx.us-east-1.aws.endpoints.huggingface.cloud'
+
+def load_image(path):
+    try:
+        with open(path, 'rb') as file:
+            return file.read()
+    except FileNotFoundError as error:
+        print('Error reading image:', error)
+
+
+def get_b64_image(path):
+    image_buffer = load_image(path)
+    if image_buffer:
+        return base64.b64encode(image_buffer).decode('utf-8')
+
+
+def process_images(original_image_path, mask_image_path, result_path, prompt, width, height):
+    original_b64 = get_b64_image(original_image_path)
+    mask_b64 = get_b64_image(mask_image_path)
+
+    if not original_b64 or not mask_b64:
+        return
+
+    body = {
+        'inputs': prompt,
+        'image': original_b64,
+        'mask_image': mask_b64,
+        'width': width,
+        'height': height
+    }
+
+    headers = {
+        'Authorization': f'Bearer {HF_TOKEN}',
+        'Content-Type': 'application/json',
+        'Accept': 'image/png'
+    }
+
+    response = requests.post(
+        API_ENDPOINT,
+        json=body,
+        headers=headers
+    )
+    blob = response.content
+
+    save_image(blob, result_path)
+
+
+def save_image(blob, file_path):
+    with open(file_path, 'wb') as file:
+        file.write(blob)
+    print('File saved successfully!')
+
+
+if __name__ == '__main__':
+    original_image_path = 'images/original.png'
+    mask_image_path = 'images/mask.png'
+    result_path = 'images/result.png'
+    process_images(original_image_path, mask_image_path, result_path, 'cyberpunk mona lisa', 512, 768)
+
+```
+
+
 # Controlnet - v1.1 - *InPaint Version*
 
 **Controlnet v1.1** was released in [lllyasviel/ControlNet-v1-1](https://huggingface.co/lllyasviel/ControlNet-v1-1) by [Lvmin Zhang](https://huggingface.co/lllyasviel).