import argparse import json from . import wids from .compat import WebDataset def main_wids(args): desc = json.load(open(args.dataset)) files = desc["files"] dataset = wids.ShardListDataset(files, cache_size=4) print(len(dataset)) for i in range(len(dataset)): print(i, dataset[i]["__key__"]) dataset.close() def main_wds(args): desc = json.load(open(args.dataset)) files = desc["files"] urls = [f["url"] for f in files] dataset = WebDataset(urls) for i, sample in enumerate(dataset): print(i, sample["__key__"]) if __name__ == "__main__": parser = argparse.ArgumentParser() # there are two subcommands: wids and wds subparsers = parser.add_subparsers(dest="command") wids_parser = subparsers.add_parser("wids") wds_parser = subparsers.add_parser("wds") # wids subcommand wids_parser.add_argument("dataset", help="dataset name") # wds subcommand wds_parser.add_argument("dataset", help="dataset name") args = parser.parse_args() if args.command == "wids": main_wids(args) elif args.command == "wds": main_wds(args) else: raise ValueError(f"Unknown command: {args.command}")