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Runtime error
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•
d47d510
1
Parent(s):
9e5f3ef
Update app.py
Browse files
app.py
CHANGED
@@ -11,6 +11,81 @@ from branca.element import Figure
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from functions import decode_features, get_model, get_model1, get_model2
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def greet(total_pred_days):
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project = hopsworks.login()
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@@ -86,4 +161,6 @@ demo = gr.Interface(
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if __name__ == "__main__":
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demo.launch()
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from functions import decode_features, get_model, get_model1, get_model2
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def greet(total_pred_days):
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project = hopsworks.login()
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#api = project.get_dataset_api()
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fs = project.get_feature_store()
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feature_view = fs.get_feature_view(
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name = 'weather_fv',
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version = 1
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)
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# The latest available data timestamp
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start_time = 1635112800000
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#start_date = datetime.now() - timedelta(days=1)
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#start_time = int(start_date.timestamp()) * 1000
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X = feature_view.get_batch_data(start_time=start_time)
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latest_date_unix = str(X.datetime.values[0])[:10]
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latest_date = time.ctime(int(latest_date_unix))
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model = get_model(project=project,
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model_name="temp_model",
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evaluation_metric="f1_score",
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sort_metrics_by="max")
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model1 = get_model1(project=project,
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model_name="tempmax_model",
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evaluation_metric="f1_score",
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sort_metrics_by="max")
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model2 = get_model2(project=project,
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model_name="tempmin_model",
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evaluation_metric="f1_score",
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sort_metrics_by="max")
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X = X.drop(columns=["datetime"]).fillna(0)
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preds = model.predict(X)
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preds1= model1.predict(X)
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preds2= model2.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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str1 = ""
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if(total_pred_days == ""):
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return "Empty input"
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count = int(total_pred_days)
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if count > 20:
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str1 += "Warning: 20 days at most. " + '\n'
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count = 20
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if count <0:
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str1 = "Invalid input."
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return str1
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for x in range(count):
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if (x != 0):
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str1 += (datetime.now() + timedelta(days=x)).strftime('%Y-%m-%d') + " predicted temperature: " +str(int(preds[len(preds) - count + x]))+ " predicted max temperature: " +str(int(preds1[len(preds1) - count + x]))+ " predicted min temperature: " +str(int(preds2[len(preds2) - count + x]))+"\n"
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#print(str1)
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return str1
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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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'''
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def greet(total_pred_days):
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project = hopsworks.login()
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if __name__ == "__main__":
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demo.launch()
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'''
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