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import hopsworks | |
import pandas as pd | |
import gradio as gr | |
from datetime import datetime | |
today = datetime.now().strftime('%Y-%m-%d') | |
# Get data | |
project = hopsworks.login() | |
fs = project.get_feature_store() | |
dataset_api = project.get_dataset_api() | |
most_positive_fg = fs.get_feature_group(name="articles_most_positive", version=1) | |
most_positive_df = most_positive_fg.read() | |
#most_positive_df = most_positive_df[most_positive_df['pubdate'] == today] | |
most_positive_article = most_positive_df.iloc[-1] # get most recent most positive article (in case today's failed) | |
# Get images | |
dataset_api.download("Resources/images/average_sentiment_timeline.png") | |
dataset_api.download("Resources/images/most_positive_timeline.png") | |
if most_positive_article['pubdate'] == today: # show image generated for today's article | |
try: | |
dataset_api.download("Resources/images/news_image.png") | |
news_img = 'news_image.png' | |
except: | |
news_img = 'https://raw.githubusercontent.com/SamuelHarner/app-images/main/images/delight-news-logo.png?raw=true' | |
else: | |
news_img = 'https://raw.githubusercontent.com/SamuelHarner/app-images/main/images/delight-news-logo.png?raw=true' | |
# Get content | |
news_headline = most_positive_article["title"] | |
news_source = most_positive_article["source_id"] | |
news_description = most_positive_article["description"] | |
news_link = most_positive_article["link"] | |
# Create UI | |
with gr.Blocks(theme=gr.themes.Default(font=[gr.themes.GoogleFont("IBM Plex Mono"), "Arial", "sans-serif"])) as demo: | |
gr.Markdown("<div align='center'><h1>The Delight Dispatch โ๏ธ๐๏ธ</h1></div") | |
gr.Markdown("## Today's News: " + news_headline) | |
gr.Markdown(news_description) | |
gr.Markdown("Reported by: " + news_source) | |
with gr.Row(): | |
with gr.Column(): | |
pass | |
with gr.Column(): | |
gr.Image(news_img, elem_id="news-img") | |
with gr.Column(): | |
pass | |
with gr.Row(): | |
gr.Markdown("Read the full article here: " + news_link) | |
with gr.Row(): | |
with gr.Column(): | |
gr.Label("Average Sentiment History of News in General") | |
gr.Image("average_sentiment_timeline.png", elem_id="general-history") | |
with gr.Column(): | |
gr.Label("Sentiment History of News on this Demo") | |
gr.Image("most_positive_timeline.png", elem_id="demo-history") | |
demo.launch() |