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import gradio as gr
import hopsworks
import joblib
import pandas as pd
import numpy as np
import folium
import json
import time
from datetime import timedelta, datetime
from branca.element import Figure
from functions import decode_features, get_model
def greet(name):
project = hopsworks.login()
#api = project.get_dataset_api()
fs = project.get_feature_store()
feature_view = fs.get_feature_view(
name = 'weather_fv',
version = 1
)
# The latest available data timestamp
start_time = 1670972400000
#start_date = datetime.now() - timedelta(days=1)
#start_time = int(start_date.timestamp()) * 1000
X = feature_view.get_batch_data(start_time=start_time)
latest_date_unix = str(X.date.values[0])[:10]
latest_date = time.ctime(int(latest_date_unix))
print(X)
model = get_model(project=project,
model_name="temp_model",
evaluation_metric="f1_score",
sort_metrics_by="max")
preds = model.predict(X)
# cities = [city_tuple[0] for city_tuple in cities_coords.keys()]
next_day_date = datetime.today() + timedelta(days=1)
next_day = next_day_date.strftime ('%d/%m/%Y')
str1 = ""
for x in range(8):
if(x != 0):
str1 += (datetime.now() + timedelta(days=x)).strftime('%Y-%m-%d') + " predicted temperature: " + str(int(preds[len(preds) - 8 + x]))+"\n"
print(str1)
return str1
demo = gr.Interface(fn=greet, inputs="text", outputs="text")
if __name__ == "__main__":
demo.launch() |