wine-monitoring / app.py
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import gradio as gr
from PIL import Image
import hopsworks
import os
project = hopsworks.login(api_key_value=os.environ['UNI_HOPSWORKS_API_KEY'])
fs = project.get_feature_store()
dataset_api = project.get_dataset_api()
dataset_api.download("Resources/images/wine_df_recent.png")
dataset_api.download("Resources/images/wine_confusion_matrix.png")
with gr.Blocks() as demo:
with gr.Row():
with gr.Column():
gr.Label("Recent Prediction History")
input_img = gr.components.Image("wine_df_recent.png", elem_id="wine_recent-predictions")
with gr.Column():
gr.Label("Confusion Maxtrix with Historical Prediction Performance")
input_img = gr.components.Image("wine_confusion_matrix.png", elem_id="wine_confusion-matrix")
demo.launch()