build_obelics/11_01_create_set_img_urls.py (50 lines of code) (raw):

import json import logging import os import sys from datasets import load_from_disk logging.basicConfig( level=logging.INFO, format="%(asctime)s - %(levelname)s - %(name)s - %(message)s", datefmt="%m/%d/%Y %H:%M:%S", ) logger = logging.getLogger(__name__) logger.setLevel(logging.INFO) MAX_NUM_RETRIES_SYNC = 3 IDX_JOB = int(sys.argv[1]) PATH_SAVE_DISK_TMP_FILES = f"/scratch/storage_hugo_{IDX_JOB}/" PATH_WEB_DOCS_S3 = f"s3://m4-datasets/webdocs/web_document_dataset_filtered_imgurldedup_nsfwfiltered_urldedup_linededup_finalcleaning/{IDX_JOB}" PATH_WEB_DOCS_LOCAL = os.path.join(PATH_SAVE_DISK_TMP_FILES, "web_docs") PATH_SAVE_DISK_SET_IMG_URLS = os.path.join(PATH_SAVE_DISK_TMP_FILES, "set_img_urls.json") PATH_SAVE_S3_SET_IMG_URLS = f"s3://m4-datasets/webdocs/set_img_urls/{IDX_JOB}/set_img_urls.json" if __name__ == "__main__": if os.path.exists(PATH_SAVE_DISK_TMP_FILES): os.system(f"rm -rf {PATH_SAVE_DISK_TMP_FILES}") os.system(f"mkdir {PATH_SAVE_DISK_TMP_FILES}") logger.info("Starting downloading the web document dataset") command_sync_s3 = f"aws s3 sync {PATH_WEB_DOCS_S3} {PATH_WEB_DOCS_LOCAL}" for _ in range(MAX_NUM_RETRIES_SYNC): os.system(command_sync_s3) web_docs = load_from_disk(PATH_WEB_DOCS_LOCAL) logger.info("Finished downloading the web document dataset") logger.info("Starting getting the set of image urls for each document") metadata = web_docs["metadata"] img_urls = [[el["src"] for el in json.loads(md) if el] for md in metadata] img_urls = [list(set(img_urls_)) for img_urls_ in img_urls] img_urls = ["".join(sorted(img_urls_)) for img_urls_ in img_urls] general_metadata = web_docs["general_metadata"] urls = [json.loads(gmd)["url"] for gmd in general_metadata] warc_filenames = [json.loads(gmd)["warc_filename"] for gmd in general_metadata] img_urls_with_general_metadata = [ [img_urls_, url, warc_filename] for img_urls_, url, warc_filename in zip(img_urls, urls, warc_filenames) ] logger.info("Finished getting the set of image urls for each document") logger.info("Starting saving the set of image urls") with open(PATH_SAVE_DISK_SET_IMG_URLS, "w") as f: json.dump(img_urls_with_general_metadata, f) command_sync_s3 = f"aws s3 cp {PATH_SAVE_DISK_SET_IMG_URLS} {PATH_SAVE_S3_SET_IMG_URLS}" os.system(command_sync_s3) logger.info("Finished saving the set of image urls") logger.info("Starting deleting the tmp files") os.system(f"rm -rf {PATH_SAVE_DISK_TMP_FILES}") logger.info("Finished deleting the tmp files")