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import gradio as gr | |
import pandas as pd | |
from PIL import Image | |
import os | |
import sys | |
# Determine the absolute path to preferences.csv | |
current_dir = os.path.dirname(os.path.abspath(__file__)) | |
csv_path = os.path.join(current_dir, 'preferences.csv') | |
# Check if preferences.csv exists | |
if not os.path.isfile(csv_path): | |
print(f"Error: 'preferences.csv' not found at {csv_path}") | |
sys.exit(1) | |
# Load metadata | |
try: | |
df = pd.read_csv(csv_path) | |
except Exception as e: | |
print(f"Error reading 'preferences.csv': {e}") | |
sys.exit(1) | |
# Function to display image pairs | |
def show_image_pair(pair_id): | |
try: | |
record = df[df['pair_id'] == pair_id].iloc[0] | |
except IndexError: | |
return None, None, "Invalid Pair ID.", "", "", "", "", "", "" | |
img1_path = os.path.join(current_dir, record['image1']) | |
img2_path = os.path.join(current_dir, record['image2']) | |
# Check if images exist | |
if not os.path.isfile(img1_path): | |
return None, None, "Image 1 not found.", "", "", "", "", "", "" | |
if not os.path.isfile(img2_path): | |
return None, None, "Image 2 not found.", "", "", "", "", "", "" | |
try: | |
img1 = Image.open(img1_path) | |
except Exception as e: | |
img1 = None | |
print(f"Error opening Image 1: {e}") | |
try: | |
img2 = Image.open(img2_path) | |
except Exception as e: | |
img2 = None | |
print(f"Error opening Image 2: {e}") | |
return img1, img2, record['prompt'], record['label1'], record['label1_score'], record['label2'], record['label2_score'], record['label3'], record['label3_score'] | |
# Create dropdown options | |
pair_ids = df['pair_id'].tolist() | |
# Define Gradio Interface | |
with gr.Blocks() as demo: | |
gr.Markdown("# MID-Space Dataset Viewer") | |
# Pair Selection Row | |
with gr.Row(): | |
with gr.Column(scale=1): | |
pair_id_input = gr.Dropdown(label="Select Pair ID", choices=pair_ids, value=pair_ids[0]) | |
with gr.Column(scale=1): | |
show_button = gr.Button("Show Image Pair") | |
# Images Row | |
with gr.Row(): | |
with gr.Column(scale=1): | |
img1 = gr.Image(label="Image 1") | |
with gr.Column(scale=1): | |
img2 = gr.Image(label="Image 2") | |
# Label 1 and Label 1 Score Row | |
with gr.Row(): | |
with gr.Column(scale=2): | |
label1 = gr.Textbox(label="Label 1", interactive=False, lines=1) | |
with gr.Column(scale=1): | |
label1_score = gr.Textbox(label="Label 1 Score", interactive=False, lines=1) | |
# Label 2 and Label 2 Score Row | |
with gr.Row(): | |
with gr.Column(scale=2): | |
label2 = gr.Textbox(label="Label 2", interactive=False, lines=1) | |
with gr.Column(scale=1): | |
label2_score = gr.Textbox(label="Label 2 Score", interactive=False, lines=1) | |
# Label 3 and Label 3 Score Row | |
with gr.Row(): | |
with gr.Column(scale=2): | |
label3 = gr.Textbox(label="Label 3", interactive=False, lines=1) | |
with gr.Column(scale=1): | |
label3_score = gr.Textbox(label="Label 3 Score", interactive=False, lines=1) | |
# Prompt Row | |
with gr.Row(): | |
with gr.Column(scale=3): | |
prompt = gr.Textbox(label="Prompt", interactive=False, lines=2) | |
# Define Button Click Action | |
show_button.click( | |
show_image_pair, | |
inputs=[pair_id_input], | |
outputs=[ | |
img1, | |
img2, | |
prompt, | |
label1, | |
label1_score, | |
label2, | |
label2_score, | |
label3, | |
label3_score | |
] | |
) | |
if __name__ == "__main__": | |
demo.launch() | |