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import gradio as gr
from PIL import Image
import hopsworks
import joblib
# Connect to Hopsworks
project = hopsworks.login(project="finetune")
fs = project.get_feature_store()
dataset_api = project.get_dataset_api()
###########################################
# DOWNLOAD AND OPEN IMAGES FROM HOPSWORKS #
###########################################
def show_reloaded_images():
'''
Show new images.
'''
# download emoticons
for day in range(1,7):
img = f'Resources/img_prediction/{day}.png'
dataset_api.download(img, overwrite=True)
# download snow prediction forecast
dataset_api.download("Resources/img_prediction/plot.png", overwrite=True)
# output images
plot_pred = Image.open("plot.png")
img1 = Image.open("1.png")
img2 = Image.open("2.png")
img3 = Image.open("3.png")
img4 = Image.open("4.png")
img5 = Image.open("5.png")
img6 = Image.open("6.png")
output = [plot_pred, img1, img2, img3, img4, img5, img6]
return output
######################################
# DOWNLOAD AND SHOW ACCURACY HISTORY #
######################################
def show_history():
'''
Get history of predictions.
'''
dataset_api.download("Resources/img_prediction/plot_history.png", overwrite=True)
plot_hist = Image.open("plot_history.png")
return plot_hist
with gr.Blocks() as demo:
with gr.Tabs():
with gr.TabItem("Snow prediction"):
with gr.Row():
btn = gr.Button("New prediction").style(full_width=True)
with gr.Row():
plot_pred = gr.Image(label="Predicted snow height").style(height=400) # plotted graph
with gr.Row(equal_width=True):
#input_img1 = gr.Image("1.png", elem_id="Day 1")
img1 = gr.Image(label="Tomorrow")
img2 = gr.Image(label="In 2 days")
img3 = gr.Image(label="In 3 days")
img4 = gr.Image(label="In 4 days")
img5 = gr.Image(label="In 5 days")
img6 = gr.Image(label="In 6 days")
with gr.Row():
img_legend = gr.Image("emoji-legend.png", label="Legend").style(height=300)
with gr.TabItem("Accuracy of past 10 days"):
with gr.Row():
btn2 = gr.Button("Get history").style(full_width=True)
with gr.Row():
pred_hist = gr.Image(label="Past 10 days of predictions").style(height=500)
btn.click(show_reloaded_images,
inputs=None,
outputs=[plot_pred, img1, img2, img3, img4, img5, img6])
btn2.click(show_history,
inputs=None,
outputs=pred_hist)
demo.launch()
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