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Runtime error
Santiago Roman
commited on
Commit
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34c1b45
1
Parent(s):
39ec31e
add app
Browse files- app.py +41 -0
- requirements.txt +1 -0
app.py
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import gradio as gr
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from PIL import Image
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import hopsworks
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import datetime
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project = hopsworks.login()
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fs = project.get_feature_store()
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air_fg = fs.get_or_create_feature_group(name="air_quality_predictions",
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version=2,
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primary_key=["date"],
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description="Air quality predictions"
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)
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air_fg = air_fg.show(20).sort_values('date', ignore_index=True)
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prediction = air_fg.iloc[-1]['pred_aqi']
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date = air_fg.iloc[-1]['date']
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date_str = datetime.date.fromtimestamp(date//1000).strftime("%Y-%m-%d")
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with gr.Blocks() as demo:
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if prediction == 0 or prediction <= 50 :
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img_string = "aqi_green.png"
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elif prediction > 50 or prediction <= 100:
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img_string= "aqi_yellow.png"
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elif prediction > 100 or prediction <= 150:
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img_string= "aqi_red.png"
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elif prediction > 150 or prediction <= 200:
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img_string= "aqi_purple.png"
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else:
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img_string= "aqi_black.png"
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with gr.Row():
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with gr.Column():
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gr.Label(f"Predicted AQI for {date_str} in Madrid is {prediction}")
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input_img = gr.Image("images/" + img_string, elem_id="predicted-img")
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demo.launch()
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requirements.txt
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hopsworks
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