Blame view
egs/yomdle_zh/v1/local/process_data.py
2.45 KB
8dcb6dfcb
first commit
|
1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59 60 |
#!/usr/bin/env python3
# Copyright 2018 Ashish Arora
# 2018 Chun Chieh Chang
""" This script reads the extracted Farsi OCR (yomdle and slam) database files
and creates the following files (for the data subset selected via --dataset):
text, utt2spk, images.scp.
Eg. local/process_data.py data/download/ data/local/splits/train.txt data/train
Eg. text file: english_phone_books_0001_1 To sum up, then, it would appear that
utt2spk file: english_phone_books_0001_0 english_phone_books_0001
images.scp file: english_phone_books_0001_0 \
data/download/truth_line_image/english_phone_books_0001_0.png
"""
import argparse
import os
import sys
import csv
import itertools
import unicodedata
parser = argparse.ArgumentParser(description="Creates text, utt2spk, and images.scp files")
parser.add_argument('database_path', type=str, help='Path to data')
parser.add_argument('out_dir', type=str, help='directory to output files')
parser.add_argument('--head', type=int, default=-1, help='limit on number of synth data')
args = parser.parse_args()
### main ###
print("Processing '{}' data...".format(args.out_dir))
text_file = os.path.join(args.out_dir, 'text')
text_fh = open(text_file, 'w', encoding='utf-8')
utt2spk_file = os.path.join(args.out_dir, 'utt2spk')
utt2spk_fh = open(utt2spk_file, 'w', encoding='utf-8')
image_file = os.path.join(args.out_dir, 'images.scp')
image_fh = open(image_file, 'w', encoding='utf-8')
count = 0
for filename in sorted(os.listdir(os.path.join(args.database_path, 'truth_csv'))):
if filename.endswith('.csv') and (count < args.head or args.head < 0):
count = count + 1
csv_filepath = os.path.join(args.database_path, 'truth_csv', filename)
csv_file = open(csv_filepath, 'r', encoding='utf-8')
row_count = 0
for row in csv.reader(csv_file):
if row_count == 0:
row_count = 1
continue
image_id = os.path.splitext(row[1])[0]
image_filepath = os.path.join(args.database_path, 'truth_line_image', row[1])
text = unicodedata.normalize('NFC', row[11]).replace('
', '')
if os.path.isfile(image_filepath) and os.stat(image_filepath).st_size != 0 and text:
text_fh.write(image_id + ' ' + text + '
')
utt2spk_fh.write(image_id + ' ' + '_'.join(image_id.split('_')[:-1]) + '
')
image_fh.write(image_id + ' ' + image_filepath + ' ' + row[13] + '
')
|