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Orangefish00
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3e1025e
1
Parent(s):
67a805d
Create app.py
Browse files
app.py
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import gradio as gr
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import hopsworks
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import joblib
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import pandas as pd
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import numpy as np
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import folium
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import json
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import time
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from datetime import timedelta, datetime
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from branca.element import Figure
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from functions import decode_features, get_model
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def greet(name):
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project = hopsworks.login()
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fs = project.get_feature_store()
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feature_view = fs.get_feature_view(
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name = 'hel_air_fv1',
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version = 1
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)
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start_time = 1630533600000
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X = feature_view.get_batch_data(start_time=start_time)
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latest_date_unix = str(X.date.values[0])[:10]
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latest_date = time.ctime(int(latest_date_unix))
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X = X.drop(columns=["date"]).fillna(0)
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model = get_model(project=project,
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model_name="gradient_boost_model",
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evaluation_metric="f1_score",
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sort_metrics_by="max")
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preds = model.predict(X)
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cities = [city_tuple[0] for city_tuple in cities_coords.keys()]
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next_day_date = datetime.today() + timedelta(days=1)
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next_day = next_day_date.strftime ('%d/%m/%Y')
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df = pd.DataFrame(data=preds[0], index=cities, columns=[f"AQI Predictions for {next_day}"], dtype=int)
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return df
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demo = gr.Interface(fn=greet, inputs="text", outputs="text")
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if __name__ == "__main__":
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demo.launch()
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