RohanSardar commited on
Commit
a655577
·
verified ·
1 Parent(s): 8d997ae

Update app.py

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Files changed (1) hide show
  1. app.py +5 -1
app.py CHANGED
@@ -4,6 +4,10 @@ import tensorflow as tf
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  model = tf.keras.models.load_model('model.h5')
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  def temp(image):
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  img = (image['composite'])
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  img = np.expand_dims(img, axis=0).astype('float32')
@@ -11,7 +15,7 @@ def temp(image):
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  y_pred = model.predict(img)
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  prediction = {0:'অ', 1:'আ', 3:'ই', 4:'ঈ', 5:'উ', 6:'ঊ', 7:'ঋ', 8:'এ', 9:'ঐ', 10:'ও', 2:'ঔ'}
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  for i in range(11):
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- if y_pred[0][i] == 1:
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  return prediction[i]
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  iface = gr.Interface(
 
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  model = tf.keras.models.load_model('model.h5')
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+ def softmax(x):
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+ e_x = np.exp(x - np.max(x))
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+ return e_x / e_x.sum()
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+
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  def temp(image):
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  img = (image['composite'])
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  img = np.expand_dims(img, axis=0).astype('float32')
 
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  y_pred = model.predict(img)
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  prediction = {0:'অ', 1:'আ', 3:'ই', 4:'ঈ', 5:'উ', 6:'ঊ', 7:'ঋ', 8:'এ', 9:'ঐ', 10:'ও', 2:'ঔ'}
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  for i in range(11):
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+ if np.argmax(softmax(y_pred[0])) == i:
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  return prediction[i]
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  iface = gr.Interface(