"""Merges CQADupstack subset results Usage: python merge_cqadupstack.py path_to_results_folder """ from __future__ import annotations import glob import json import logging import os import sys logging.basicConfig(level=logging.INFO) logger = logging.getLogger(__name__) TASK_LIST_CQA = [ "CQADupstackAndroidRetrieval", "CQADupstackEnglishRetrieval", "CQADupstackGamingRetrieval", "CQADupstackGisRetrieval", "CQADupstackMathematicaRetrieval", "CQADupstackPhysicsRetrieval", "CQADupstackProgrammersRetrieval", "CQADupstackStatsRetrieval", "CQADupstackTexRetrieval", "CQADupstackUnixRetrieval", "CQADupstackWebmastersRetrieval", "CQADupstackWordpressRetrieval", ] NOAVG_KEYS = [ "evaluation_time", "mteb_version", "mteb_dataset_name", "dataset_revision", ] results_folder = sys.argv[1] # Ensure at least 1 character btw CQADupstack & Retrieval files = glob.glob(f'{results_folder.rstrip("/")}/CQADupstack*?*Retrieval.json') logger.info(f"Found CQADupstack files: {files}") if len(files) == len(TASK_LIST_CQA): all_results = {} for file_name in files: with open(file_name, "r", encoding="utf-8") as f: results = json.load(f) for split, split_results in results.items(): if split not in ("train", "validation", "dev", "test"): all_results[split] = split_results continue all_results.setdefault(split, {}) for metric, score in split_results.items(): all_results[split].setdefault(metric, 0) if metric == "evaluation_time": score = all_results[split][metric] + score elif metric not in NOAVG_KEYS: score = all_results[split][metric] + score * 1 / len( TASK_LIST_CQA ) all_results[split][metric] = score all_results["mteb_dataset_name"] = "CQADupstackRetrieval" logger.info("Saving ", all_results) with open( os.path.join(results_folder, "CQADupstackRetrieval.json"), "w", encoding="utf-8" ) as f: json.dump(all_results, f, indent=4) else: logger.warning( f"Got {len(files)}, but expected {len(TASK_LIST_CQA)} files. Missing: {set(TASK_LIST_CQA) - set([x.split('/')[-1].split('.')[0] for x in files])}; Too much: {set([x.split('/')[-1].split('.')[0] for x in files]) - set(TASK_LIST_CQA)}" )