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Create ImgDataset2WebDatasetMS.py
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Pevernow authored Jan 5, 2025
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# -*- coding: utf-8 -*-
# @Author: Pevernow ([email protected])
# @Date: 2025/1/5
# @License: (Follow the main project)
from PIL import PngImagePlugin
PngImagePlugin.MAX_TEXT_CHUNK = 100 * 1024 * 1024 # Increase maximum size for text chunks
import os
import json
import tarfile
from PIL import Image

def process_data(input_dir, output_tar_name="output.tar"):
"""
Processes a directory containing PNG files, generates corresponding JSON files,
and packages all files into a TAR file. It also counts the number of processed PNG images,
and saves the height and width of each PNG file to the JSON.
Args:
input_dir (str): The input directory containing PNG files.
output_tar_name (str): The name of the output TAR file (default is "output.tar").
"""
png_count = 0
json_files_created = []

for filename in os.listdir(input_dir):
if filename.lower().endswith(".png"):
png_count += 1
base_name = filename[:-4] # Remove the ".png" extension
txt_filename = os.path.join(input_dir, base_name + ".txt")
json_filename = base_name + ".json"
json_filepath = os.path.join(input_dir, json_filename)
png_filepath = os.path.join(input_dir, filename)

if os.path.exists(txt_filename):
try:
# Get the dimensions of the PNG image
with Image.open(png_filepath) as img:
width, height = img.size

with open(txt_filename, 'r', encoding='utf-8') as f:
caption_content = f.read().strip()

data = {
"file_name": filename,
"prompt": caption_content,
"width": width,
"height": height
}

with open(json_filepath, 'w', encoding='utf-8') as outfile:
json.dump(data, outfile, indent=4, ensure_ascii=False)

print(f"Generated: {json_filename}")
json_files_created.append(json_filepath)

except Exception as e:
print(f"Error processing file {filename}: {e}")
else:
print(f"Warning: No corresponding TXT file found for {filename}.")

# Create a TAR file and include all files
with tarfile.open(output_tar_name, 'w') as tar:
for item in os.listdir(input_dir):
item_path = os.path.join(input_dir, item)
tar.add(item_path, arcname=item) # arcname maintains the relative path of the file in the tar

print(f"\nAll files have been packaged into: {output_tar_name}")
print(f"Number of PNG images processed: {png_count}")

if __name__ == "__main__":
input_directory = input("Please enter the directory path containing PNG and TXT files: ")
output_tar_filename = input("Please enter the name of the output TAR file (default is output.tar): ") or "output.tar"
process_data(input_directory, output_tar_filename)

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