import os import sys import json import argparse sys.path.append( os.path.abspath(os.path.join(os.path.dirname(__file__), os.path.pardir)) ) from megatron.core.datasets.indexed_dataset import ( IndexedDataset, IndexedDatasetBuilder, get_bin_path, get_idx_path, ) def get_args(): parser = argparse.ArgumentParser() group = parser.add_argument_group(title="input data") group.add_argument( "--input", type=str, required=True, help="Path to directory containing all document files to merge", ) group = parser.add_argument_group(title="output data") group.add_argument( "--output-prefix", type=str, required=True, help="Path to binary output file without suffix", ) group = parser.add_argument_group(title="miscellaneous") group.add_argument( "--multimodal", action="store_true", help="Whether the datasets are assumed to be multimodal" ) args = parser.parse_args() assert os.path.isdir( args.input ), f"ERROR: {args.input} is not a directory or does not exist" assert os.path.isdir( os.path.dirname(args.output_prefix) ), f"ERROR: {os.path.dirname(args.output_prefix)} is not a directory or does not exist" return args def main(): args = get_args() prefixes = set() for basename in os.listdir(args.input): prefix, ext = os.path.splitext(basename) if prefix in prefixes: continue if not os.path.isfile(os.path.join(args.input, basename)): continue ext_pair = ".bin" if ext == ".idx" else ".idx" assert os.path.isfile( os.path.join(args.input, prefix) + ext_pair ), f"ERROR: {ext_pair} file not provided for {os.path.join(args.input, prefix)}" prefixes.add(prefix) builder = None for prefix in sorted(prefixes): if builder is None: dataset = IndexedDataset(os.path.join(args.input, prefix), multimodal=args.multimodal) builder = IndexedDatasetBuilder( get_bin_path(args.output_prefix), dtype=dataset.index.dtype, multimodal=args.multimodal ) del dataset builder.add_index(os.path.join(args.input, prefix)) builder.finalize(get_idx_path(args.output_prefix)) if __name__ == '__main__': main()