meghost commited on
Commit
5f58630
·
1 Parent(s): dde006c

Update app.py

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Files changed (1) hide show
  1. app.py +9 -1
app.py CHANGED
@@ -1,11 +1,19 @@
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  import gradio as gr
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  from keras.layers import TextVectorization
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  import tensorflow as tf
 
 
 
 
 
 
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  MAX_FEATURES = 200000
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  vectorizer = TextVectorization(max_tokens=MAX_FEATURES,
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  output_sequence_length=1800,
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  output_mode='int')
 
 
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  model = tf.keras.models.load_model('pfilter.h5')
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@@ -22,5 +30,5 @@ def score_comment(comment):
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  interface = gr.Interface(fn=score_comment,
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  inputs=gr.components.Textbox
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- (lines=2, placeholder='Comment to Score'),outputs = 'text')
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  interface.launch(inline=False)
 
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  import gradio as gr
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  from keras.layers import TextVectorization
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  import tensorflow as tf
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+ import pandas as pd
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+
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+ df = pd.read_csv('train.csv')
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+
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+ X = df['comment_text']
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+ y = df[df.columns[2:]].values
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  MAX_FEATURES = 200000
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  vectorizer = TextVectorization(max_tokens=MAX_FEATURES,
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  output_sequence_length=1800,
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  output_mode='int')
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+ vectorizer.adapt(X.values)
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+
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  model = tf.keras.models.load_model('pfilter.h5')
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  interface = gr.Interface(fn=score_comment,
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  inputs=gr.components.Textbox
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+ (lines=2, placeholder='Comment to Score'), outputs='text')
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  interface.launch(inline=False)