import sys from tqdm import tqdm from typing import List, Tuple def remove_large_sentences(src_path: str, tgt_path: str) -> Tuple[int, List[str], List[str]]: """ Removes large sentences from a parallel dataset of source and target data. Args: src_path (str): path to the file containing the source language data. tgt_path (str): path to the file containing the target language data. Returns: Tuple[int, List[str], List[str]]: a tuple of - an integer representing the number of sentences removed - a list of strings containing the source language data after removing large sentences - a list of strings containing the target language data after removing large sentences """ count = 0 new_src_lines, new_tgt_lines = [], [] src_num_lines = sum(1 for line in open(src_path, "r", encoding="utf-8")) tgt_num_lines = sum(1 for line in open(tgt_path, "r", encoding="utf-8")) assert src_num_lines == tgt_num_lines with open(src_path, encoding="utf-8") as f1, open(tgt_path, encoding="utf-8") as f2: for src_line, tgt_line in tqdm(zip(f1, f2), total=src_num_lines): src_tokens = src_line.strip().split(" ") tgt_tokens = tgt_line.strip().split(" ") if len(src_tokens) > 200 or len(tgt_tokens) > 200: count += 1 continue new_src_lines.append(src_line) new_tgt_lines.append(tgt_line) return count, new_src_lines, new_tgt_lines def create_txt(out_file: str, lines: List[str]): """ Creates a text file and writes the given list of lines to file. Args: out_file (str): path to the output file to be created. lines (List[str]): a list of strings to be written to the output file. """ add_newline = not "\n" in lines[0] outfile = open("{}".format(out_file), "w", encoding="utf-8") for line in lines: if add_newline: outfile.write(line + "\n") else: outfile.write(line) outfile.close() if __name__ == "__main__": src_path = sys.argv[1] tgt_path = sys.argv[2] new_src_path = sys.argv[3] new_tgt_path = sys.argv[4] count, new_src_lines, new_tgt_lines = remove_large_sentences(src_path, tgt_path) print(f"{count} lines removed due to seq_len > 200") create_txt(new_src_path, new_src_lines) create_txt(new_tgt_path, new_tgt_lines)