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148 lines
5.9 KiB
Python
148 lines
5.9 KiB
Python
import os
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import argparse
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def get_result(action_space, use_model, observation_type, result_dir, show_detailed_scores=False):
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"""
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Calculate and display evaluation results from OSWorld benchmark runs.
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Args:
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action_space (str): Action space used (e.g., "pyautogui", "computer_13")
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use_model (str): Model name used for evaluation (e.g., "gpt-4o", "claude-3")
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observation_type (str): Observation type used (e.g., "screenshot", "a11y_tree")
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result_dir (str): Root directory containing results
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show_detailed_scores (bool): If True, show detailed scores per domain in format "score/total"
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Returns:
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list: List of all individual task results, or None if no results found
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"""
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target_dir = os.path.join(result_dir, action_space, observation_type, use_model)
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if not os.path.exists(target_dir):
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print("New experiment, no result yet.")
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return None
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all_result = []
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domain_result = {}
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all_result_for_analysis = {}
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for domain in os.listdir(target_dir):
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domain_path = os.path.join(target_dir, domain)
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if os.path.isdir(domain_path):
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for example_id in os.listdir(domain_path):
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example_path = os.path.join(domain_path, example_id)
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if os.path.isdir(example_path):
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if "result.txt" in os.listdir(example_path):
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if domain not in domain_result:
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domain_result[domain] = []
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result = open(os.path.join(example_path, "result.txt"), "r").read()
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try:
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domain_result[domain].append(float(result))
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except:
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domain_result[domain].append(float(eval(result)))
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if domain not in all_result_for_analysis:
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all_result_for_analysis[domain] = {}
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all_result_for_analysis[domain][example_id] = domain_result[domain][-1]
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try:
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result = open(os.path.join(example_path, "result.txt"), "r").read()
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try:
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all_result.append(float(result))
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except:
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all_result.append(float(bool(result)))
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except:
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all_result.append(0.0)
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if show_detailed_scores:
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# Print detailed scores in format "score/total" for each domain
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result_order = ["chrome", "gimp", "libreoffice_calc", "libreoffice_impress",
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"libreoffice_writer", "multi_apps", "os", "thunderbird", "vlc", "vs_code"]
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output_row = []
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for d in result_order:
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if d in domain_result:
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output_row.append(f"{round(sum(domain_result[d]),2)}/{len(domain_result[d])}")
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else:
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output_row.append("0.00/0")
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print(" ".join(output_row))
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else:
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# Print standard per-domain statistics
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for domain in domain_result:
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print("Domain:", domain, "Runned:", len(domain_result[domain]), "Success Rate:",
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sum(domain_result[domain]) / len(domain_result[domain]) * 100, "%")
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print(">>>>>>>>>>>>>")
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# Print category-level statistics
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if all(d in domain_result for d in ["libreoffice_calc", "libreoffice_impress", "libreoffice_writer"]):
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print("Office", "Success Rate:", sum(
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domain_result["libreoffice_calc"] + domain_result["libreoffice_impress"] + domain_result[
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"libreoffice_writer"]) / len(
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domain_result["libreoffice_calc"] + domain_result["libreoffice_impress"] + domain_result[
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"libreoffice_writer"]) * 100, "%")
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if all(d in domain_result for d in ["vlc", "thunderbird", "chrome"]):
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print("Daily", "Success Rate:",
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sum(domain_result["vlc"] + domain_result["thunderbird"] + domain_result["chrome"]) / len(
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domain_result["vlc"] + domain_result["thunderbird"] + domain_result["chrome"]) * 100, "%")
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if all(d in domain_result for d in ["gimp", "vs_code"]):
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print("Professional", "Success Rate:", sum(domain_result["gimp"] + domain_result["vs_code"]) / len(
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domain_result["gimp"] + domain_result["vs_code"]) * 100, "%")
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with open(os.path.join(target_dir, "all_result.json"), "w") as f:
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f.write(str(all_result_for_analysis))
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if not all_result:
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print("New experiment, no result yet.")
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return None
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else:
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print("Runned:", len(all_result), "Current Success Rate:",
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round(sum(all_result) / len(all_result) * 100, 2), "%",
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f"{round(sum(all_result), 2)}", "/", str(len(all_result)))
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return all_result
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if __name__ == '__main__':
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parser = argparse.ArgumentParser(
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description="Calculate and display OSWorld evaluation results"
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)
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parser.add_argument(
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"--action_space",
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type=str,
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default="pyautogui",
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help="Action space used (e.g., 'pyautogui', 'computer_13')"
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)
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parser.add_argument(
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"--model",
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type=str,
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default="gpt-4o",
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help="Model name used for evaluation (e.g., 'gpt-4o', 'claude-3')"
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)
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parser.add_argument(
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"--observation_type",
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type=str,
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default="screenshot",
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help="Observation type used (e.g., 'screenshot', 'a11y_tree', 'som')"
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)
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parser.add_argument(
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"--result_dir",
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type=str,
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default="./results",
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help="Root directory containing results (default: ./results)"
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)
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parser.add_argument(
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"--detailed",
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action="store_true",
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help="Show detailed scores per domain in format 'score/total'"
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)
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args = parser.parse_args()
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get_result(
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args.action_space,
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args.model,
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args.observation_type,
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args.result_dir,
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args.detailed
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)
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