Update README.md

README.md

@@ -115,14 +115,14 @@ Returns top-5 most similar artists with confidence scores:
 
 ### Installation / Установка
 ```bash
-pip install onnxruntime onnx pillow numpy
+pip install onnxruntime onnx pillow numpy huggingface_hub
 # or for GPU / или для GPU:
-pip install onnxruntime-gpu onnx pillow numpy
+pip install onnxruntime-gpu onnx pillow numpy huggingface_hub
 ```
 
 ### Inference / Инференс
 
-``python
+```python
 import onnxruntime as ort
 import onnx
 import numpy as np
@@ -154,11 +154,9 @@ class AuthorID:
             elif prop.key == "input_size":
                 self.input_size = int(prop.value)
         
-        # Create inference session
         providers = ['CUDAExecutionProvider', 'CPUExecutionProvider']
         self.session = ort.InferenceSession(onnx_path, providers=providers)
         
-        # ImageNet normalization
         self.mean = np.array([0.485, 0.456, 0.406], dtype=np.float32).reshape(1, 3, 1, 1)
         self.std = np.array([0.229, 0.224, 0.225], dtype=np.float32).reshape(1, 3, 1, 1)