Update app.py

app.py

@@ -12,15 +12,10 @@ from image_call import (create_image_ndvi,
                         create_image_from_coordinates)
 import numpy as np
 from PIL import Image
-from tensorflow.keras.models import model_from_json
+import tensorflow as tf
 
-# Load model architecture from JSON
-with open('model_architecture.json', 'r') as json_file:
-    loaded_model_json = json_file.read()
-loaded_model = model_from_json(loaded_model_json)
-
-# Load weights into the loaded model
-loaded_model.load_weights("model_weights.h5")
+# โหลดโมเดล
+loaded_model = tf.keras.models.load_model('combind_model.h5')
 
 def process_input(file):
   df_use = load_and_process_file(file)
@@ -40,7 +35,7 @@ def process_input(file):
   input_to_model = np.expand_dims(np_img_use, axis=0)
 
   predictions = loaded_model.predict(input_to_model)
-  predictions =  np.squeeze(predictions*255).astype(np.uint8)
+  predictions =  np.squeeze(predictions).astype(np.uint8)
   return_image = Image.fromarray(predictions).convert("RGB")
 
   path_save_img = "test.png"
@@ -57,4 +52,4 @@ iface = gr.Interface(
 )
 
 # รัน Gradio interface
-iface.launch()
+iface.launch(share=True)