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Update app.py
Browse files
app.py
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import os
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import
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import
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from selenium import webdriver
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from selenium.webdriver.common.by import By
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from selenium.webdriver.common.keys import Keys
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from io import BytesIO
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from PIL import Image
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from datetime import datetime
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from dotenv import load_dotenv
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from huggingface_hub import login
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import tempfile
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import
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# Set up logging
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logging.basicConfig(level=logging.INFO)
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login(hf_token, add_to_git_credential=False)
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# Debug ChromeDriver path
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chromedriver_path = '/usr/bin/chromedriver'
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logger.info(f"Checking ChromeDriver at: {chromedriver_path}")
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logger.info(f"ChromeDriver exists: {os.path.exists(chromedriver_path)}")
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logger.info(f"ChromeDriver executable: {os.access(chromedriver_path, os.X_OK)}")
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logger.info(f"System PATH: {os.environ.get('PATH')}")
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# Define tools
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@tool
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def search_item_ctrl_f(text: str, nth_result: int = 1) -> str:
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"""
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Searches for text on the current page via Ctrl + F and jumps to the nth occurrence.
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Args:
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text: The text to search for
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nth_result: Which occurrence to jump to (default: 1)
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"""
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elements = driver.find_elements(By.XPATH, f"//*[contains(text(), '{text}')]")
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if nth_result > len(elements):
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raise Exception(f"Match n°{nth_result} not found (only {len(elements)} matches found)")
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result = f"Found {len(elements)} matches for '{text}'."
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elem = elements[nth_result - 1]
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driver.execute_script("arguments[0].scrollIntoView(true);", elem)
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result += f"Focused on element {nth_result} of {len(elements)}"
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return result
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@tool
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def go_back() -> None:
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"""Goes back to previous page."""
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driver.back()
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@tool
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def close_popups() -> str:
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"""
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Closes any visible modal or pop-up on the page. Use this to dismiss pop-up windows!
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This does not work on cookie consent banners.
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"""
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webdriver.ActionChains(driver).send_keys(Keys.ESCAPE).perform()
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# Initialize Chrome driver
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try:
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chrome_options = webdriver.ChromeOptions()
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@@ -113,108 +81,53 @@ def save_screenshot(memory_step: ActionStep, agent: CodeAgent) -> str:
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)
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return screenshot_path
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#
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agent = CodeAgent(
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tools=[go_back, close_popups, search_item_ctrl_f],
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model=model,
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step_callbacks=[save_screenshot],
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max_steps=20,
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verbosity_level=2,
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)
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agent.python_executor("from helium import *")
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#
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go_to('github.com/trending')
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```<end_code>
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You can directly click clickable elements by inputting the text that appears on them.
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Code:
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click("Top products")
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```<end_code>
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If it's a link:
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Code:
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click(Link("Top products"))
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```<end_code>
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If you try to interact with an element and it's not found, you'll get a LookupError.
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In general stop your action after each button click to see what happens on your screenshot.
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Never try to login in a page.
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To scroll up or down, use scroll_down or scroll_up with as an argument the number of pixels to scroll from.
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Code:
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scroll_down(num_pixels=1200)
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```<end_code>
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When you have pop-ups with a cross icon to close, don't try to click the close icon by finding its element or targeting an 'X' element.
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Just use your built-in tool `close_popups` to close them:
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Code:
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close_popups()
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```<end_code>
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You can use .exists() to check for the existence of an element. For example:
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Code:
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if Text('Accept cookies?').exists():
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click('I accept')
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```<end_code>
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"""
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# Chatbot interface function
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def run_agent_chat(user_input: str, history: list):
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try:
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# Extract URL and request from user input or history
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if "http" in user_input:
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url = user_input.split()[0] if user_input.startswith("http") else next((w for w in user_input.split() if w.startswith("http")), "")
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request = user_input.replace(url, "").strip() or "Navigate to the URL and describe the page."
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else:
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url = "[invalid url, do not cite]"
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request = user_input
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search_request = f"Please go to {url}. {request}"
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agent_output = agent.run(search_request + helium_instructions)
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# Collect the latest screenshot path from observations
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latest_screenshot = None
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for step in reversed(agent.memory.steps):
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if isinstance(step, ActionStep) and step.observations:
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# Extract screenshot path from observations
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for line in step.observations.split("\n"):
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if line.startswith("Screenshot saved at:"):
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latest_screenshot = line.replace("Screenshot saved at: ", "").strip()
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break
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if latest_screenshot:
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break
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# Format output for chatbot
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output = f"**Agent Output:**\n{agent_output}"
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if latest_screenshot:
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output += f"\n\n**Latest Screenshot:**"
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return output, latest_screenshot
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except Exception as e:
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logger.error(f"Agent execution failed: {str(e)}")
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return f"Error: {str(e)}", None
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# Custom Gradio interface
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def process_input(user_input, history):
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if not user_input.strip():
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return history, None
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output, latest_screenshot = run_agent_chat(user_input, history)
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new_history = history + [[user_input, output]]
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return new_history, latest_screenshot
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if __name__ == "__main__":
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with gr.Blocks() as demo:
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gr.Markdown("# Web Navigation Agent")
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chatbot = gr.Chatbot(label="Chat")
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msg = gr.Textbox(placeholder="Enter URL and request (e.g., [invalid url, do not cite] Click on Developers)")
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btn = gr.Button("Send")
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image = gr.Image(label="Latest Screenshot")
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btn.click(process_input, inputs=[msg, chatbot], outputs=[chatbot, image])
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msg.submit(process_input, inputs=[msg, chatbot], outputs=[chatbot, image])
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try:
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demo.launch()
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except KeyboardInterrupt:
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driver.quit()
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logger.info("Chrome driver closed on exit.")
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import os
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import json
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import yaml
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import logging
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from dotenv import load_dotenv
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from huggingface_hub import login
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from selenium import webdriver
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from selenium.webdriver.common.by import By
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from selenium.webdriver.common.keys import Keys
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from io import BytesIO
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from PIL import Image
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from datetime import datetime
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import tempfile
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import helium
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from smolagents import CodeAgent, LiteLLMModel
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from smolagents.agents import ActionStep
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from tools.search_item_ctrl_f import SearchItemCtrlFTool
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from tools.go_back import GoBackTool
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from tools.close_popups import ClosePopupsTool
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from tools.final_answer import FinalAnswerTool
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from GRADIO_UI import GradioUI
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# Set up logging
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logging.basicConfig(level=logging.INFO)
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login(hf_token, add_to_git_credential=False)
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# Initialize Chrome driver
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try:
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chrome_options = webdriver.ChromeOptions()
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)
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return screenshot_path
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# Load prompt templates
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try:
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with open("prompts.yaml", 'r') as stream:
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prompt_templates = yaml.safe_load(stream)
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except FileNotFoundError:
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prompt_templates = {}
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# Initialize tools
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tools = [
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SearchItemCtrlFTool(driver=driver),
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GoBackTool(driver=driver),
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ClosePopupsTool(driver=driver),
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FinalAnswerTool()
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]
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# Initialize model
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model = LiteLLMModel(model_name="gemini/gemini-2.0-flash", api_key=gemini_api_key, max_tokens=2096, temperature=0.5)
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# Initialize agent
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agent = CodeAgent(
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model=model,
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tools=tools,
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max_steps=20,
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verbosity_level=2,
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prompt_templates=prompt_templates,
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step_callbacks=[save_screenshot],
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authorized_imports=[
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"helium",
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"unicodedata",
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"stat",
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"datetime",
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"random",
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"pandas",
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"itertools",
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"math",
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"statistics",
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"queue",
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"time",
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"collections",
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"re"
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]
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)
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agent.python_executor("from helium import *")
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# Launch Gradio UI
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try:
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GradioUI(agent, file_upload_folder=os.path.join(tempfile.gettempdir(), "uploads")).launch()
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except KeyboardInterrupt:
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driver.quit()
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logger.info("Chrome driver closed on exit.")
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