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benchmark.py
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"""
To run benchmark testing, copy and paste corresponding test dataset from https://github.com/MinorJerry/WebVoyager/blob/main/data/WebVoyager_data.jsonl
to the tasks_test.jsonl file.
Then in terminal, first run "pnpm dev" to start the webwand server.
Then run "python benchmark.py"
"""
import base64
import os
import json
import time
import pyautogui
import logging
from dotenv import load_dotenv
from selenium import webdriver
from selenium.webdriver.chrome.options import Options
from selenium.webdriver.chrome.service import Service
from webdriver_manager.chrome import ChromeDriverManager
from selenium.common.exceptions import WebDriverException
load_dotenv()
api_key = os.getenv('OPENAI_API_KEY')
dataset = 'tasks_test.jsonl'
# Place to store task execution results
results_dir = 'results'
os.makedirs(results_dir, exist_ok=True)
# Setup logging
logs_path = 'webwand_test_log.txt'
logging.basicConfig(filename=logs_path, level=logging.INFO, format='%(asctime)s:%(levelname)s:%(message)s')
def setup_driver():
chrome_options = Options()
# Load the unpacked webwand chrome extension
chrome_options.add_argument("--load-extension=./dist")
chrome_options.add_argument("--window-size=1600,1000")
service = Service(ChromeDriverManager().install())
driver = webdriver.Chrome(service=service, options=chrome_options)
# Set script timeout to 120 seconds
driver.set_script_timeout(120)
return driver
def dispatch_event(driver, event_name, event):
logging.info(f'Dispatched event {event_name}')
script = f"""
var event = new CustomEvent('{event_name}', {{ detail: {json.dumps(event)} }});
document.dispatchEvent(event);
"""
driver.execute_script(script)
def add_task_listener(driver, task_id, max_retries=3):
logging.info(f'Adding task listeners for task {task_id}')
"""
Add event listeners for task history and screenshot events. Both events include task status.
Then process those events as they are captured.
"""
script = f"""
var callback = arguments[0];
var eventListener = function (e) {{
console.log("received evnet");
console.log(e);
if (e.detail.type == 'history') {{
if (e.detail.status === 'success' || e.detail.status === 'error') {{
callback({{status: e.detail.status, type: 'history', data: e.detail.data, errorMessage: e.detail.errorMessage}});
document.removeEventListener('TaskUpdate', eventListener); // Optional: remove if you need continuous listening
console.log("listener removed after history");
}}
// Does not do anything when the status is 'running' or 'idle'.
// The status 'interrupted' will never be triggered automatically.
}} else if (e.detail.type == 'screenshot') {{
callback({{status: e.detail.status, type: 'screenshot', data: e.detail.data}});
}} else {{
throw new Error("Invalid event type received: " + e.detail.type);
}}
}};
document.addEventListener('TaskUpdate', eventListener);
console.log("added event listener");
"""
attempts = 0
result = ""
def handle_event(event_data):
nonlocal attempts
nonlocal result
if not event_data:
logging.info("No event data received")
return
if event_data['type'] == 'history':
# Record history when task stops
if event_data['status'] == 'error':
logging.error(f"Task {task_id} error: {event_data['errorMessage']}")
result = event_data['status']
write_history(task_id, event_data['data'])
attempts = 0
return
if event_data['type'] == 'screenshot':
write_screenshots(task_id, event_data['data'])
attempts = 0
# Task is still running. Continue to listen for events
handle_event(driver.execute_async_script(script))
else:
logging.error(f"Unhandled event data type: {event_data['type']}")
result = "script-error"
return
while attempts < max_retries:
try:
logging.info("Setting up event listener...")
handle_event(driver.execute_async_script(script))
break
except WebDriverException as e:
if "javascript error: document unloaded while waiting for result" in str(e):
attempts += 1
logging.warning(f'Document unloaded error during task {task_id} attempt {attempts}: {str(e)}')
if attempts == max_retries:
logging.error(f'Maximum retry attempts reached for task {task_id}.')
result = 'doc-unload-max-retry'
break
else:
logging.info("Retrying...")
elif "script timeout" in str(e):
logging.error(f'Script timeout for task {task_id}: {str(e)}')
result = 'js-script-timeout'
break
else:
logging.error(f'WebDriver exception for task {task_id}: {str(e)}')
result = 'webdriver-error'
break
except Exception as e:
logging.error(f'Unhandled error for task {task_id}: {str(e)}')
result = 'python-script-error'
break
return result
def write_history(task_id, task_history):
task_dir = os.path.join(results_dir, f"test{task_id}")
os.makedirs(task_dir, exist_ok=True)
file_path = os.path.join(task_dir, 'interact_messages.json')
with open(file_path, 'w') as file:
json.dump(task_history, file, indent=4)
logging.info(f'History saved for task {task_id}')
def write_screenshots(task_id, image_data):
image_bytes = base64.b64decode(image_data)
task_dir = os.path.join(results_dir, f"test{task_id}")
os.makedirs(task_dir, exist_ok=True)
timestamp = int(time.time())
file_path = os.path.join(task_dir, f'screenshot_{timestamp}.png')
with open(file_path, 'wb') as file:
file.write(image_bytes)
logging.info(f'Screenshot saved for task {task_id}')
def run_webwand_task(driver, task_id, task_description):
logging.info(f'Start running task {task_id} {task_description}')
start = time.time()
dispatch_event(driver, 'SetAPIKey', {"value": api_key})
dispatch_event(driver, 'SetTask', {"value": task_description})
dispatch_event(driver, 'RunTask', {})
result = add_task_listener(driver, task_id)
end = time.time()
logging.info(f'Task {task_id} took {end - start} seconds to complete.')
return result
def click_extensions_icon(driver):
# Simulate click to open side panel
window_position = driver.get_window_rect()
top = window_position['y']
right = window_position['x'] + window_position['width']
# click Extensions icon
pyautogui.click(right - 165, top + 50)
# click webwand
pyautogui.click(right - 300, top + 210)
def main():
driver = setup_driver()
initial_load = True
with open(dataset, 'r') as file:
for line in file:
logging.info(f'-------------------------------------')
task = json.loads(line)
task_id = task["id"]
driver.get(task['web'])
if initial_load:
click_extensions_icon(driver)
initial_load = False
result = run_webwand_task(driver, task_id, task['ques'])
logging.info(f'Task {task_id} status: {result}')
# Optional: if the previous task timed out, reset the driver after each task to ensure proper state for the next task
if result == "js-script-timeout":
driver.quit()
driver = setup_driver()
initial_load = True
driver.quit()
if __name__ == "__main__":
main()