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359ba9b
1
Parent(s):
7b0aeff
added new
Browse files- app.py +10 -2
- requirements.txt +2 -1
- spam.csv +0 -0
app.py
CHANGED
@@ -1,12 +1,17 @@
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import gradio as gr
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from transformers import pipeline
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# Load
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classifier = pipeline("text-classification", model="mrm8488/bert-tiny-finetuned-sms-spam-detection")
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def spam_detector(text):
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result = classifier(text)
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return "Spam" if result[0]['label'] ==
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# Create Gradio UI
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app = gr.Interface(
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@@ -19,4 +24,7 @@ app = gr.Interface(
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# Run the app
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if __name__ == "__main__":
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app.launch()
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import gradio as gr
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from transformers import pipeline
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import pandas as pd
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# Load dataset
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DATASET_PATH = "spam.csv"
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df = pd.read_csv(DATASET_PATH)
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# Load a spam classification model
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classifier = pipeline("text-classification", model="mrm8488/bert-tiny-finetuned-sms-spam-detection")
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def spam_detector(text):
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result = classifier(text)
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return "Spam" if result[0]['label'].lower() == "spam" else "ham"
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# Create Gradio UI
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app = gr.Interface(
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# Run the app
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if __name__ == "__main__":
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print("Loaded dataset preview:")
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print(df.head())
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app.launch()
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requirements.txt
CHANGED
@@ -3,4 +3,5 @@ pipeline
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gradio
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tensorflow
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torch
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tf-keras
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gradio
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tensorflow
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torch
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tf-keras
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pandas
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spam.csv
ADDED
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