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Runtime error
rushidarge
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79621bd
1
Parent(s):
3b17146
Upload app.py
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app.py
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import cv2
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import time
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from PIL import Image, ImageOps
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import numpy as np
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import streamlit as st
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import tensorflow as tf
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@st.cache(allow_output_mutation=True)
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def load_model():
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model=tf.keras.models.load_model('MN21.h5')
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return model
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with st.spinner('Model is being loaded..'):
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model=load_model()
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st.write("""# SaferNet with AI""")
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file = st.file_uploader("Please upload an image to classify", type=["jpg", "png", "jpeg"])
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def import_and_predict(image_data, model):
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size = (224,224)
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image = ImageOps.fit(image_data, size, Image.ANTIALIAS)
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image = np.asarray(image)
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img = cv2.cvtColor(image, cv2.COLOR_BGR2RGB)
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#img_resize = (cv2.resize(img, dsize=(75, 75), interpolation=cv2.INTER_CUBIC))/255.
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img_reshape = img[np.newaxis,...]
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st.write(img_reshape.shape)
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start = time.time()
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prediction = model.predict(img_reshape)
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end = time.time()
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time_take = end - start
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return prediction, time_take
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if file is None:
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st.text("Please upload an image file")
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else:
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image = Image.open(file)
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st.image(image, use_column_width=True)
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predictions, time_take = import_and_predict(image, model)
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st.write("Time taken to predict is ", time_take, "second")
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st.write(predictions)
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print(predictions)
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print(np.argmax(predictions))
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st.write(np.argmax(predictions))
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if predictions[0][0] < 0.5:
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st.write("This is SFW image :sunglasses:")
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else:
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st.write("This is NSFW image")
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