Spaces:
Runtime error
Runtime error
Commit
•
06f4ba9
1
Parent(s):
09e6f1b
big bang
Browse files- Dockerfile +17 -0
- app.py +25 -0
- gs_clf.pickle +0 -0
- gs_clf.pickle:Zone.Identifier +3 -0
- requirements.txt +3 -0
- static/style.css +44 -0
- templates/index.html +20 -0
Dockerfile
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# Use a official Python runtime as a parent image
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FROM python:3.8-slim-buster
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# Set the working directory in the container
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WORKDIR /app
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# Copy the current directory contents into the container
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ADD . /app
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# Install any needed packages specified in requirements.txt
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RUN pip install --no-cache-dir -r requirements.txt
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# Make port 80 available to the world outside this container
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EXPOSE 80
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# Run app.py when the container launches
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CMD ["gunicorn", "-b", ":80", "app:app"]
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app.py
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from flask import Flask, request, render_template
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import pickle
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# Load the model from the pickle file
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with open('gs_clf.pickle', 'rb') as f:
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spam_classifier = pickle.load(f)
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# Load the spam classifier
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app = Flask(__name__)
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@app.route('/', methods=['GET', 'POST'])
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def classify_message():
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if request.method == 'POST':
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message = request.form['message']
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print(message)
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prediction = spam_classifier.predict([message])
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print(prediction)
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return render_template('index.html', prediction=prediction[0])
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return render_template('index.html', prediction=None)
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if __name__ == '__main__':
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app.run(host='0.0.0.0', port=5000)
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gs_clf.pickle
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Binary file (942 kB). View file
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gs_clf.pickle:Zone.Identifier
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[ZoneTransfer]
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ZoneId=3
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HostUrl=about:internet
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requirements.txt
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Flask
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gunicorn
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scikit-learn
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static/style.css
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body {
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font-family: Arial, sans-serif;
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color: #333;
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background-color: #f9f9f9;
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padding: 30px;
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}
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.container {
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display: flex;
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flex-direction: column;
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align-items: center;
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justify-content: center;
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height: 100vh;
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text-align: center;
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}
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textarea, button {
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width: 300px;
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margin-bottom: 20px;
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padding: 10px;
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font-size: 1em;
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border: none;
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border-radius: 5px;
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}
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textarea {
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height: 100px;
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resize: none;
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}
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button {
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color: #fff;
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background-color: #007BFF;
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cursor: pointer;
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transition: background-color 0.3s ease;
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}
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button:hover {
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background-color: #0056b3;
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}
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.result {
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font-size: 1.5em;
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}
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templates/index.html
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<!DOCTYPE html>
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<html lang="en">
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<head>
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<meta charset="UTF-8">
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<title>Spam Classifier App</title>
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<link rel="stylesheet" href="{{ url_for('static', filename='style.css') }}">
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</head>
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<body>
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<div class="container">
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<h1>Spam Classifier</h1>
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<form method="POST">
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<textarea name="message" required></textarea>
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<button type="submit">Classify</button>
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</form>
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{% if prediction %}
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<div class="result">Classification Result: {{ prediction }}</div>
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{% endif %}
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</div>
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</body>
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</html>
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