307 lines
12 KiB
Python
307 lines
12 KiB
Python
import datetime
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import json
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import logging
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import os
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import sys
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import time
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import func_timeout
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from desktop_env.envs.desktop_env import DesktopEnv
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from mm_agents.gpt_4v_agent import GPT4v_Agent
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# from mm_agents.gemini_pro_agent import GeminiPro_Agent
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# Logger Configs {{{ #
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logger = logging.getLogger()
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logger.setLevel(logging.DEBUG)
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datetime_str: str = datetime.datetime.now().strftime("%Y%m%d@%H%M%S")
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file_handler = logging.FileHandler(os.path.join("logs", "normal-{:}.log".format(datetime_str)), encoding="utf-8")
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debug_handler = logging.FileHandler(os.path.join("logs", "debug-{:}.log".format(datetime_str)), encoding="utf-8")
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stdout_handler = logging.StreamHandler(sys.stdout)
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sdebug_handler = logging.FileHandler(os.path.join("logs", "sdebug-{:}.log".format(datetime_str)), encoding="utf-8")
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file_handler.setLevel(logging.INFO)
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debug_handler.setLevel(logging.DEBUG)
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stdout_handler.setLevel(logging.INFO)
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sdebug_handler.setLevel(logging.DEBUG)
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formatter = logging.Formatter(
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fmt="\x1b[1;33m[%(asctime)s \x1b[31m%(levelname)s \x1b[32m%(module)s/%(lineno)d-%(processName)s\x1b[1;33m] \x1b[0m%(message)s")
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file_handler.setFormatter(formatter)
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debug_handler.setFormatter(formatter)
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stdout_handler.setFormatter(formatter)
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sdebug_handler.setFormatter(formatter)
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stdout_handler.addFilter(logging.Filter("desktopenv"))
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sdebug_handler.addFilter(logging.Filter("desktopenv"))
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logger.addHandler(file_handler)
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logger.addHandler(debug_handler)
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logger.addHandler(stdout_handler)
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logger.addHandler(sdebug_handler)
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# }}} Logger Configs #
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logger = logging.getLogger("desktopenv.experiment")
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PATH_TO_VM = r"C:\Users\tianbaox\Documents\Virtual Machines\Ubuntu\Ubuntu.vmx"
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def run_one_example(example, agent, max_steps=10, example_trajectory_dir="exp_trajectory", recording=True):
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trajectory_recording_path = os.path.join(example_trajectory_dir, "trajectory.json")
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env = DesktopEnv(
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path_to_vm=PATH_TO_VM,
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action_space=agent.action_space,
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task_config=example
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)
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# reset the environment to certain snapshot
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observation = env.reset()
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done = False
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step_num = 0
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if recording:
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# send a request to the server to start recording
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env.controller.start_recording()
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while not done and step_num < max_steps:
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actions = agent.predict(observation)
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step_num += 1
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for action in actions:
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# Capture the timestamp before executing the action
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action_timestamp = datetime.datetime.now().strftime("%Y%m%d@%H%M%S")
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logger.info("Step %d: %s", step_num, action)
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observation, reward, done, info = env.step(action)
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logger.info("Reward: %.2f", reward)
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logger.info("Done: %s", done)
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logger.info("Info: %s", info)
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# Save screenshot and trajectory information
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with open(os.path.join(example_trajectory_dir, f"step_{step_num}_{action_timestamp}.png"), "wb") as _f:
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with open(observation['screenshot'], "rb") as __f:
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screenshot = __f.read()
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_f.write(screenshot)
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with open(trajectory_recording_path, "a") as f:
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f.write(json.dumps({
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"step_num": step_num,
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"action_timestamp": action_timestamp,
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"action": action,
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"reward": reward,
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"done": done,
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"info": info,
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"screenshot_file": f"step_{step_num}_{action_timestamp}.png"
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}))
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f.write("\n")
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if done:
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logger.info("The episode is done.")
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break
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def stop_recording():
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try:
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env.controller.end_recording(os.path.join(example_trajectory_dir, "recording.mp4"))
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except Exception as e:
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print(f"An error occurred while stopping the recording: {e}")
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try:
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func_timeout.func_timeout(30, stop_recording)
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except func_timeout.exceptions.FunctionTimedOut:
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logger.info("Recording timed out.")
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result = env.evaluate()
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logger.info("Result: %.2f", result)
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with open(trajectory_recording_path, "a") as f:
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f.write(json.dumps({
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"result": result
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}))
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f.write("\n")
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# env.close()
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logger.info("Environment closed.")
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def main(example_class, example_id, gpt4_model = "gpt-4-vision-preview"):
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action_space = "pyautogui"
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gemini_model = "gemini-pro-vision"
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logger.info("Running example %s/%s", example_class, example_id)
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logger.info("Using model %s", gpt4_model)
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# logger.info("Using model %s", gemini_model)
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with open(f"evaluation_examples/examples/{example_class}/{example_id}.json", "r", encoding="utf-8") as f:
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example = json.load(f)
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example["snapshot"] = "exp_v5"
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api_key = os.environ.get("OPENAI_API_KEY")
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agent = GPT4v_Agent(api_key=api_key, model=gpt4_model, instruction=example['instruction'], action_space=action_space,
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exp="screenshot")
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#
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# api_key = os.environ.get("GENAI_API_KEY")
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# agent = GeminiPro_Agent(api_key=api_key, instruction=example['instruction'], action_space=action_space, exp="screenshot")
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root_trajectory_dir = "exp_trajectory"
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example_trajectory_dir = os.path.join(root_trajectory_dir, "screenshot", example_class, gpt4_model, example_id)
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# example_trajectory_dir = os.path.join(root_trajectory_dir, "screenshot", example_class, gemini_model, example_id)
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os.makedirs(example_trajectory_dir, exist_ok=True)
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run_one_example(example, agent, 15, example_trajectory_dir)
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if __name__ == '__main__':
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chrome_list = [
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# "bb5e4c0d-f964-439c-97b6-bdb9747de3f4",
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# "7b6c7e24-c58a-49fc-a5bb-d57b80e5b4c3",
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# "06fe7178-4491-4589-810f-2e2bc9502122",
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# "e1e75309-3ddb-4d09-92ec-de869c928143",
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# "35253b65-1c19-4304-8aa4-6884b8218fc0",
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# "2ad9387a-65d8-4e33-ad5b-7580065a27ca",
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# "7a5a7856-f1b6-42a4-ade9-1ca81ca0f263",
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# "44ee5668-ecd5-4366-a6ce-c1c9b8d4e938",
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# "2ae9ba84-3a0d-4d4c-8338-3a1478dc5fe3",
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"480bcfea-d68f-4aaa-a0a9-2589ef319381",
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"af630914-714e-4a24-a7bb-f9af687d3b91"
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]
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calc_list = [
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"a9f325aa-8c05-4e4f-8341-9e4358565f4f",
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"ecb0df7a-4e8d-4a03-b162-053391d3afaf",
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"7efeb4b1-3d19-4762-b163-63328d66303b",
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"4e6fcf72-daf3-439f-a232-c434ce416af6",
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"6054afcb-5bab-4702-90a0-b259b5d3217c",
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"abed40dc-063f-4598-8ba5-9fe749c0615d",
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"01b269ae-2111-4a07-81fd-3fcd711993b0",
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"8b1ce5f2-59d2-4dcc-b0b0-666a714b9a14",
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"af2b02f7-acee-4be4-8b66-499fab394915",
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"da1d63b8-fa12-417b-ba18-f748e5f770f3",
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"636380ea-d5f6-4474-b6ca-b2ed578a20f1",
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"5ba77536-05c5-4aae-a9ff-6e298d094c3e",
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"4bc4eaf4-ca5e-4db2-8138-8d4e65af7c0b",
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"672a1b02-c62f-4ae2-acf0-37f5fb3052b0",
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"648fe544-16ba-44af-a587-12ccbe280ea6",
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"8985d1e4-5b99-4711-add4-88949ebb2308",
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"9e606842-2e27-43bf-b1d1-b43289c9589b",
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"fcb6e45b-25c4-4087-9483-03d714f473a9",
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"68c0c5b7-96f3-4e87-92a7-6c1b967fd2d2",
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"fff629ea-046e-4793-8eec-1a5a15c3eb35",
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"5c9a206c-bb00-4fb6-bb46-ee675c187df5",
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"e975ae74-79bd-4672-8d1c-dc841a85781d",
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"34a6938a-58da-4897-8639-9b90d6db5391",
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"b5a22759-b4eb-4bf2-aeed-ad14e8615f19",
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"2f9913a1-51ed-4db6-bfe0-7e1c95b3139e",
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"2558031e-401d-4579-8e00-3ecf540fb492",
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"0cecd4f3-74de-457b-ba94-29ad6b5dafb6",
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"4188d3a4-077d-46b7-9c86-23e1a036f6c1",
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"51b11269-2ca8-4b2a-9163-f21758420e78",
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"7e429b8d-a3f0-4ed0-9b58-08957d00b127",
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"347ef137-7eeb-4c80-a3bb-0951f26a8aff",
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"6e99a1ad-07d2-4b66-a1ce-ece6d99c20a5",
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"3aaa4e37-dc91-482e-99af-132a612d40f3",
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"37608790-6147-45d0-9f20-1137bb35703d",
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"f9584479-3d0d-4c79-affa-9ad7afdd8850",
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"d681960f-7bc3-4286-9913-a8812ba3261a",
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"21df9241-f8d7-4509-b7f1-37e501a823f7",
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"1334ca3e-f9e3-4db8-9ca7-b4c653be7d17",
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"357ef137-7eeb-4c80-a3bb-0951f26a8aff",
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"aa3a8974-2e85-438b-b29e-a64df44deb4b",
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"a01fbce3-2793-461f-ab86-43680ccbae25",
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"4f07fbe9-70de-4927-a4d5-bb28bc12c52c"
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]
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# for example_id in calc_list:
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# main("libreoffice_calc", example_id)
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impress_list = [
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# "5d901039-a89c-4bfb-967b-bf66f4df075e",
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# "550ce7e7-747b-495f-b122-acdc4d0b8e54",
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# "455d3c66-7dc6-4537-a39a-36d3e9119df7",
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# "af23762e-2bfd-4a1d-aada-20fa8de9ce07",
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# "c59742c0-4323-4b9d-8a02-723c251deaa0",
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# "ef9d12bd-bcee-4ba0-a40e-918400f43ddf",
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# "9ec204e4-f0a3-42f8-8458-b772a6797cab",
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# "0f84bef9-9790-432e-92b7-eece357603fb",
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# "ce88f674-ab7a-43da-9201-468d38539e4a",
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# "3b27600c-3668-4abd-8f84-7bcdebbccbdb",
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# "a097acff-6266-4291-9fbd-137af7ecd439",
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# "bf4e9888-f10f-47af-8dba-76413038b73c",
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"21760ecb-8f62-40d2-8d85-0cee5725cb72"
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]
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# for example_id in impress_list:
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# main("libreoffice_impress", example_id)
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# gimp_list = [
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# "7a4deb26-d57d-4ea9-9a73-630f66a7b568",
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# "554785e9-4523-4e7a-b8e1-8016f565f56a",
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# "77b8ab4d-994f-43ac-8930-8ca087d7c4b4",
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# "f4aec372-4fb0-4df5-a52b-79e0e2a5d6ce",
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# "d52d6308-ec58-42b7-a2c9-de80e4837b2b",
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# "2a729ded-3296-423d-aec4-7dd55ed5fbb3",
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# "b148e375-fe0b-4bec-90e7-38632b0d73c2",
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# "a746add2-cab0-4740-ac36-c3769d9bfb46",
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# "7b7617bd-57cc-468e-9c91-40c4ec2bcb3d",
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# "d16c99dc-2a1e-46f2-b350-d97c86c85c15",
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# "06ca5602-62ca-47f6-ad4f-da151cde54cc",
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# "e2dd0213-26db-4349-abe5-d5667bfd725c",
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# "f723c744-e62c-4ae6-98d1-750d3cd7d79d",
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# "72f83cdc-bf76-4531-9a1b-eb893a13f8aa",
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# "7767eef2-56a3-4cea-8c9f-48c070c7d65b",
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# "734d6579-c07d-47a8-9ae2-13339795476b"
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# ]
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#
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# for example_id in gimp_list:
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# try:
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# main("gimp", example_id)
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# except Exception as e:
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# logger.error("An error occurred while running the example: %s", e)
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# continue
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#
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vs_code_list = [
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# "0ed39f63-6049-43d4-ba4d-5fa2fe04a951",
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# "53ad5833-3455-407b-bbc6-45b4c79ab8fb",
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# "eabc805a-bfcf-4460-b250-ac92135819f6",
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# "982d12a5-beab-424f-8d38-d2a48429e511",
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# "4e60007a-f5be-4bfc-9723-c39affa0a6d3",
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# "e2b5e914-ffe1-44d2-8e92-58f8c5d92bb2",
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# "9439a27b-18ae-42d8-9778-5f68f891805e",
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"ea98c5d7-3cf9-4f9b-8ad3-366b58e0fcae",
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"930fdb3b-11a8-46fe-9bac-577332e2640e",
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"276cc624-87ea-4f08-ab93-f770e3790175",
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"9d425400-e9b2-4424-9a4b-d4c7abac4140"
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]
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# for example_id in vs_code_list:
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# try:
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# main("vs_code", example_id)
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# except Exception as e:
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# logger.error("An error occurred while running the example: %s", e)
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# continue
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# multiple_list = [
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# "f8cfa149-d1c1-4215-8dac-4a0932bad3c2",
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# "897e3b53-5d4d-444b-85cb-2cdc8a97d903",
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# "4e9f0faf-2ecc-4ae8-a804-28c9a75d1ddc",
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# "b52b40a5-ad70-4c53-b5b0-5650a8387052",
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# "46407397-a7d5-4c6b-92c6-dbe038b1457b",
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# "2b9493d7-49b8-493a-a71b-56cd1f4d6908",
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# "51f5801c-18b3-4f25-b0c3-02f85507a078",
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# "2c9fc0de-3ee7-45e1-a5df-c86206ad78b5",
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# "510f64c8-9bcc-4be1-8d30-638705850618",
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# "937087b6-f668-4ba6-9110-60682ee33441",
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# "ee9a3c83-f437-4879-8918-be5efbb9fac7",
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# "3680a5ee-6870-426a-a997-eba929a0d25c",
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# "e135df7c-7687-4ac0-a5f0-76b74438b53e",
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# "58565672-7bfe-48ab-b828-db349231de6b",
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# "2fe4b718-3bd7-46ec-bdce-b184f5653624"
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# ]
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#
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# for example_id in multiple_list:
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# try:
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# main("multi_apps", example_id)
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# except Exception as e:
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# logger.error("An error occurred while running the example: %s", e)
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# continue
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