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6052053
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Parent(s):
afe6bcc
Update app.py
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app.py
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import gradio as gr
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import gradio.inputs
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import pandas as pd
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import numpy as np # linear algebra
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import os #interacting with input and output directories
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import tensorflow as tf #framework for creating the neural network
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from tensorflow.keras.preprocessing.sequence import pad_sequences
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import pickle
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with open('tokenizer.pickle', 'rb') as handle:
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tokenizer = pickle.load(handle)
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# loading
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def fn(X_test):
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sentiment = ['Do you really dislike the movie so much?','Hmm...your thoughts are neutral about the movie.','Wow! Your a big fan.']
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sequence_test = tokenizer.texts_to_sequences([X_test])
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padded_test = pad_sequences(sequence_test, maxlen= 52)
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Xtest=padded_test
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model = tf.keras.models.load_model(os.path.join(os.getcwd(), 'deepverse.h5'))
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X = [Xtest for _ in range(len(model.input))]
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a=model.predict(X, verbose=0)
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return sentiment[np.around(a, decimals=0).argmax(axis=1)[0]]
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description = "Give a review of a movie that you like(or hate, sarcasm intended XD) and the model will let you know just how much your review truely reflects your emotions. "
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here = gr.Interface(fn,
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inputs= gradio.inputs.Textbox( lines=1, placeholder=None, default="", label=None),
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outputs='text',
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title="Sentiment analysis of movie reviews",
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description=description,
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theme="peach",
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allow_flagging="auto",
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flagging_dir='flagging records')
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here.launch(inline=False, share = True)
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