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Parent(s):
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Added files
Browse files- Dockerfile +14 -0
- app.py +24 -0
- model.pkl +3 -0
- requirements.txt +6 -0
- templates/index.html +25 -0
- templates/predict.html +17 -0
Dockerfile
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# read the doc: https://huggingface.co/docs/hub/spaces-sdks-docker
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# you will also find guides on how best to write your Dockerfile
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FROM python:3.9
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WORKDIR /code
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COPY ./requirements.txt /code/requirements.txt
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RUN pip install --no-cache-dir --upgrade -r /code/requirements.txt
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COPY . .
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CMD ["uvicorn", "main:app", "--host", "0.0.0.0", "--port", "7860"]
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app.py
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# import flask
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from flask import Flask, render_template, request, redirect, url_for
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import pickle
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app = Flask(__name__)
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# loaded_model = joblib.load('model.pkl')
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loaded_model = pickle.load(open('model.pkl', 'rb'))
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@app.route("/")
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def root():
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return render_template("index.html")
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@app.route("/predict", methods=['POST'])
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def make_prediction():
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if request.method == 'POST':
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exp = request.form['exp']
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X = [[float(exp)]]
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[prediction] = loaded_model.predict(X)
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salary = round(prediction, 2)
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# msg = "Standard salary for provided experience of " + str(exp) + " years, would be: ₹ " + str(salary) + "/-- "
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msg = "Standard salary for provided experience of " + str(exp) + " years, would be: Rp. " + str(salary)
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return render_template("index.html", prediction_text= msg)
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if __name__ == '__main__':
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app.run( debug=True)
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model.pkl
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version https://git-lfs.github.com/spec/v1
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oid sha256:b9123d8808c50fe91e2aeb83907ef24a5a0bf70f6b163591cd79991c35187605
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size 419
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requirements.txt
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joblib==0.13.2
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Flask==1.0.3
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numpy==1.17.2
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pandas==0.25.1
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scikit_learn==0.21.3
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gunicorn==19.9.0
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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>Base ML model</title>
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<style>
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body {
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background-color: #E6E6FA
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}
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</style>
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</head>
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<body>
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<h1> Predict standard salary from candidate experience </h1>
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<form action = {{ url_for('make_prediction')}} method = "post">
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<p>Enter candidate experience (in yrs):</p>
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<p><input type="float" name = "exp" pattern="[+-]?([0-9]*[.])?[0-9]+" oninvalid="setCustomValidity('Plz enter a valid experience value')"
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onchange="try{setCustomValidity('')}catch(e){}" /></p>
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<p><input type = "submit" value="predict"/> </p>
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</form>
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<br></br>
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<h3>{{ prediction_text }} </h3>
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</body>
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</html>
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templates/predict.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>Prediction</title>
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<style>
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body {
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background-color: #E6E6FA
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}
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</style>
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</head>
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<body>
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<h2> Standard salary for provided experience of {{ experience }} years would be :</h2>
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<!-- <h1> ₹ {{ salary }} /-- </h1> -->
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<h1> Rp. {{ salary }} /-- </h1>
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</body>
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</html>
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