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import gradio as gr | |
from PIL import Image | |
import hopsworks | |
import os | |
hopsworks_iris_api_key = os.environ["HOPSWORKS_API_LAB1"] | |
project = hopsworks.login(api_key_value = hopsworks_iris_api_key) | |
fs = project.get_feature_store() | |
dataset_api = project.get_dataset_api() | |
dataset_api.download("Resources/images/latest_iris.png") | |
dataset_api.download("Resources/images/actual_iris.png") | |
dataset_api.download("Resources/images/df_recent_iris.png") | |
dataset_api.download("Resources/images/confusion_matrix_iris.png") | |
with gr.Blocks() as demo: | |
with gr.Row(): | |
with gr.Column(): | |
gr.Label("Today's Predicted Image") | |
input_img = gr.Image("latest_iris.png", elem_id="predicted-img") | |
with gr.Column(): | |
gr.Label("Today's Actual Image") | |
input_img = gr.Image("actual_iris.png", elem_id="actual-img") | |
with gr.Row(): | |
with gr.Column(): | |
gr.Label("Recent Prediction History") | |
input_img = gr.Image("df_recent_iris.png", elem_id="recent-predictions") | |
with gr.Column(): | |
gr.Label("Confusion Maxtrix with Historical Prediction Performance") | |
input_img = gr.Image("confusion_matrix_iris.png", elem_id="confusion-matrix") | |
demo.launch() |