src/app.py

import streamlit as st
import subprocess
import os

st.title('Swin-Unet Model Testing')

st.write('Click the button below to test the model on the test set.')

if st.button('Test Model'):
    st.write('Testing in progress...')
    # Define the command to run the test script with correct paths
    command = [
        'python', 'src/test_isic.py',
        '--dataset', 'ISIC',
        '--cfg', 'src/configs/swin_tiny_patch4_window7_224_lite.yaml',
        '--is_savenii',
        '--root_path', 'src/datasets/test_npz',
        '--output_dir', 'src/outputs',
        '--max_epochs', '150',
        '--base_lr', '0.05',
        '--img_size', '224',
        '--batch_size', '24',
        '--list_dir', 'src/lists/ISIC'
    ]
    # Run the command and capture output
    result = subprocess.run(command, capture_output=True, text=True)
    st.subheader('Test Output:')
    st.code(result.stdout)
    if result.stderr:
        st.subheader('Errors:')
        st.code(result.stderr)

# Optionally, display the latest log file
log_dir = os.path.join('src', 'test_log', 'test_log_ISIC')
if os.path.exists(log_dir):
    log_files = sorted([f for f in os.listdir(log_dir) if f.endswith('.txt')], reverse=True)
    if log_files:
        latest_log = os.path.join(log_dir, log_files[0])
        st.subheader('Latest Log File:')
        with open(latest_log, 'r') as f:
            st.text(f.read())