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yiff_toolkit

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1 Parent(s): 698e846

add dataset_tools

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Signed-off-by: Balazs Horvath <[email protected]>

Files changed (17) hide show
  1. dataset_tools/Check for Duplicate Words Between Captions and Tags.ipynb +0 -0
  2. dataset_tools/Check for Transparency.ipynb +83 -0
  3. dataset_tools/Concatenate Captions With Tags To txt.ipynb +703 -0
  4. dataset_tools/Convert WebP to PNG.ipynb +51 -0
  5. dataset_tools/Duplicate Checker.ipynb +54 -0
  6. dataset_tools/Escape Parentheses.ipynb +54 -0
  7. dataset_tools/Find Missing tags and captions.ipynb +54 -0
  8. dataset_tools/Insert Tag.ipynb +58 -0
  9. dataset_tools/Kill Transparency with Black.ipynb +66 -0
  10. dataset_tools/Newlines to Commas.ipynb +53 -0
  11. dataset_tools/Remove Extra File Extension before txt.ipynb +55 -0
  12. dataset_tools/Remove Tags.ipynb +170 -0
  13. dataset_tools/Rename images and captions to MD5.ipynb +91 -0
  14. dataset_tools/Replace Tags and Remove Duplicates.ipynb +66 -0
  15. dataset_tools/Replace Underscore with Spaces.ipynb +62 -0
  16. dataset_tools/Tag Counter.ipynb +0 -0
  17. dataset_tools/e621 JSON to txt.ipynb +0 -0
dataset_tools/Check for Duplicate Words Between Captions and Tags.ipynb ADDED
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dataset_tools/Check for Transparency.ipynb ADDED
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+ {
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+ "cells": [
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+ {
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+ "cell_type": "markdown",
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+ "metadata": {},
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+ "source": [
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+ "## Check for Transparency\n",
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+ "----\n",
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+ "\n",
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+ "The Python script recursively traverses a specified directory, identifying image files with extensions `.jpg`, `.jpeg`, and `.png`. For each identified image, it checks if it contains transparency by examining its mode with PIL."
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+ ]
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+ },
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+ {
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+ "cell_type": "code",
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+ "execution_count": 2,
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+ "metadata": {},
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+ "outputs": [
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+ {
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+ "name": "stdout",
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+ "output_type": "stream",
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+ "text": [
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+ "No transparent images in your dataset!\n"
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+ ]
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+ }
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+ ],
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+ "source": [
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+ "import os\n",
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+ "from PIL import Image\n",
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+ "\n",
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+ "def check_transparency(image_path):\n",
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+ " try:\n",
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+ " image = Image.open(image_path)\n",
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+ " if image.mode == 'RGBA':\n",
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+ " return True\n",
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+ " except Exception as e:\n",
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+ " print(f\"Error processing {image_path}: {e}\")\n",
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+ " return False\n",
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+ "\n",
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+ "def main():\n",
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+ " directory = r'C:\\Users\\kade\\Desktop\\training_dir_staging'\n",
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+ " transparent_images = []\n",
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+ "\n",
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+ " for root, _, files in os.walk(directory):\n",
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+ " for file in files:\n",
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+ " if file.lower().endswith(('.jpg', '.jpeg', '.png')):\n",
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+ " file_path = os.path.join(root, file)\n",
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+ " if check_transparency(file_path):\n",
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+ " transparent_images.append(file_path)\n",
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+ "\n",
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+ " if transparent_images:\n",
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+ " print(\"Images with transparency:\")\n",
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+ " for img in transparent_images:\n",
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+ " print(img)\n",
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+ " else:\n",
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+ " print(\"No transparent images in your dataset!\")\n",
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+ "\n",
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+ "if __name__ == \"__main__\":\n",
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+ " main()"
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+ ]
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+ }
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+ ],
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+ "metadata": {
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+ "kernelspec": {
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+ "display_name": "base",
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+ "language": "python",
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+ "name": "python3"
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+ },
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+ "language_info": {
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+ "codemirror_mode": {
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+ "name": "ipython",
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+ "version": 3
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+ },
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+ "file_extension": ".py",
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+ "mimetype": "text/x-python",
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+ "name": "python",
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+ "nbconvert_exporter": "python",
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+ "pygments_lexer": "ipython3",
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+ "version": "3.12.2"
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+ }
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+ },
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+ "nbformat": 4,
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+ "nbformat_minor": 2
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+ }
dataset_tools/Concatenate Captions With Tags To txt.ipynb ADDED
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+ {
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+ "cells": [
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+ {
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+ "cell_type": "markdown",
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+ "metadata": {},
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+ "source": [
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+ "## Concatenate `.caption`s with `.tags` to `.txt`\n",
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+ "----\n",
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+ "\n",
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+ "This Python script processes image files within a specified directory. For each image file, if corresponding tag and caption files exist, it combines the content of these files into a single text file (`.txt`). The content of the tag file (`.tags`) and caption file (`.caption`) are concatenated, with tags followed by a comma and then the caption.\n",
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+ "\n",
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+ "The script also performs specific modifications to the caption content:\n",
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+ "\n",
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+ "- Commas inside sentences are stripped.\n",
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+ "- Each sentence is terminated with a period followed by a comma.\n",
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+ "- Any parentheses in the tags are escaped with a backslash."
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+ ]
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+ },
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+ {
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+ "cell_type": "code",
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+ "execution_count": 7,
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+ "metadata": {},
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+ "outputs": [
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+ {
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+ "name": "stdout",
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+ "output_type": "stream",
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+ "text": [
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+ "Processed Aspekt.png successfully.\n",
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+ "Processed BeckAndArco.png successfully.\n",
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+ "Processed CAACAgEAAxUAAWDcC-RAMyhgCSdjHXALY3-AW04jAAJJAQACUzihRiT7YFrWoWOgIAQ.png successfully.\n",
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+ "Processed CAACAgEAAxUAAWDcH6ECBkkGen9vu0nfz3nOhi4KAAKqAQACdX3pR00bYhmqsDSOIAQ.png successfully.\n",
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+ "Processed CAACAgEAAxUAAWDcH6EHLyrFVV6KDt_ehvaTqEvCAAIuAQACJLbhR4tj2fapsvIsIAQ.png successfully.\n",
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+ "Processed CAACAgEAAxUAAWDcH6Fvhv_5o8LmW4VwvgvHplQuAAJcAQACwNToRrdQ2H_0JmXkIAQ.png successfully.\n",
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+ "Processed CAACAgEAAxUAAWDcH6FXpV9s5T9aqYxdwsq2CHK-AAJHAQAC9l3pRpKFNSJYMQzMIAQ.png successfully.\n",
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+ "Processed CAACAgEAAxUAAWDcH6Gmc5IRiZOcEodSJMvwByT-AAJpAQACM3_oRttoMTyEb6hiIAQ.png successfully.\n",
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+ "Warning: Tags file missing for CAACAgEAAxUAAWDcH6GPof0niWcvLa18a0an3y7pAAL2AAOhC0BHtJ4uQOzams0gBA.png\n",
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+ "Warning: Caption file missing for CAACAgEAAxUAAWDcH6GPof0niWcvLa18a0an3y7pAAL2AAOhC0BHtJ4uQOzams0gBA.png\n",
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+ "Warning: Tags file missing for CAACAgEAAxUAAWDcH6HJlQro8jRi6YhljooQxaVAAAJNAQACqIzoRlkjbJYGu5L1IAQ.png\n",
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+ "Warning: Caption file missing for CAACAgEAAxUAAWDcH6HJlQro8jRi6YhljooQxaVAAAJNAQACqIzoRlkjbJYGu5L1IAQ.png\n",
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+ "Warning: Tags file missing for CAACAgEAAxUAAWDcH6HX3_yt4_sdkAMPDE-8j57HAAJXAQAC5tjpRp4WfYQ82fHQIAQ.png\n",
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560
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561
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562
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563
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564
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565
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566
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567
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568
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569
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570
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571
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572
+ "Warning: Caption file missing for CAACAgQAAxUAAWOCu2111TXt9Cb__qNSOLvK4MRAAAK4AAMzr7oHDp-Z9y6oJh8rBA.png\n",
573
+ "Warning: Tags file missing for CAACAgQAAxUAAWOCu21FidayIkjss6kTZ05_V6ogAAK9AAMzr7oH3ed-w6OMsLcrBA.png\n",
574
+ "Warning: Caption file missing for CAACAgQAAxUAAWOCu21FidayIkjss6kTZ05_V6ogAAK9AAMzr7oH3ed-w6OMsLcrBA.png\n",
575
+ "Warning: Tags file missing for CAACAgQAAxUAAWOCu22rfakH_-riLcjCEW7YJmtgAAK7AAMzr7oHfDi3R-It5eErBA.png\n",
576
+ "Warning: Caption file missing for CAACAgQAAxUAAWOCu22rfakH_-riLcjCEW7YJmtgAAK7AAMzr7oHfDi3R-It5eErBA.png\n",
577
+ "Warning: Tags file missing for CAACAgQAAxUAAWOCu22z3Ht34aNLfgQrywaCg1ixAAK8AAMzr7oH3moRXEazlzwrBA.png\n",
578
+ "Warning: Caption file missing for CAACAgQAAxUAAWOCu22z3Ht34aNLfgQrywaCg1ixAAK8AAMzr7oH3moRXEazlzwrBA.png\n",
579
+ "Warning: Tags file missing for CAACAgQAAxUAAWOCu23QWj6IpuMBccAlaWtTf_pXAAK6AAMzr7oHx-SCpovImTgrBA.png\n",
580
+ "Warning: Caption file missing for CAACAgQAAxUAAWOCu23QWj6IpuMBccAlaWtTf_pXAAK6AAMzr7oHx-SCpovImTgrBA.png\n",
581
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582
+ "Warning: Caption file missing for CAACAgUAAxUAAWDTcR00nQV-nio-obEepwji9sVlAAITBwACrI3WApYaA7IKCJIHHwQ.png\n",
583
+ "Warning: Tags file missing for CAACAgUAAxUAAWOCzQc7NXEyDPfUBH0uDPTR58NcAAICAwACFbXpVkEMr1pU2KSVKwQ.png\n",
584
+ "Warning: Caption file missing for CAACAgUAAxUAAWOCzQc7NXEyDPfUBH0uDPTR58NcAAICAwACFbXpVkEMr1pU2KSVKwQ.png\n",
585
+ "Warning: Tags file missing for CAACAgUAAxUAAWOCzQfHdt5Pf0O6hqRz2lIjPzoXAAKvAgAClrPpVlYIryhi8ylGKwQ.png\n",
586
+ "Warning: Caption file missing for CAACAgUAAxUAAWOCzQfHdt5Pf0O6hqRz2lIjPzoXAAKvAgAClrPpVlYIryhi8ylGKwQ.png\n",
587
+ "Warning: Tags file missing for Caz.png\n",
588
+ "Warning: Caption file missing for Caz.png\n",
589
+ "Warning: Tags file missing for Dally.png\n",
590
+ "Warning: Caption file missing for Dally.png\n",
591
+ "Warning: Tags file missing for Dem.png\n",
592
+ "Warning: Caption file missing for Dem.png\n",
593
+ "Warning: Tags file missing for Emarl.png\n",
594
+ "Warning: Caption file missing for Emarl.png\n",
595
+ "Warning: Tags file missing for Farfalle.png\n",
596
+ "Warning: Caption file missing for Farfalle.png\n",
597
+ "Warning: Tags file missing for Fialovy.png\n",
598
+ "Warning: Caption file missing for Fialovy.png\n",
599
+ "Warning: Tags file missing for GenericDefault.png\n",
600
+ "Warning: Caption file missing for GenericDefault.png\n",
601
+ "Warning: Tags file missing for Koiley.png\n",
602
+ "Warning: Caption file missing for Koiley.png\n",
603
+ "Warning: Tags file missing for Kyto.png\n",
604
+ "Warning: Caption file missing for Kyto.png\n",
605
+ "Warning: Tags file missing for Lyx.png\n",
606
+ "Warning: Caption file missing for Lyx.png\n",
607
+ "Warning: Tags file missing for Mango.png\n",
608
+ "Warning: Caption file missing for Mango.png\n",
609
+ "Warning: Tags file missing for Meeps.png\n",
610
+ "Warning: Caption file missing for Meeps.png\n",
611
+ "Warning: Tags file missing for Midnight.png\n",
612
+ "Warning: Caption file missing for Midnight.png\n",
613
+ "Warning: Tags file missing for Movi.png\n",
614
+ "Warning: Caption file missing for Movi.png\n",
615
+ "Warning: Tags file missing for Neev.png\n",
616
+ "Warning: Caption file missing for Neev.png\n",
617
+ "Warning: Tags file missing for Otter.png\n",
618
+ "Warning: Caption file missing for Otter.png\n",
619
+ "Warning: Tags file missing for Raditas.png\n",
620
+ "Warning: Caption file missing for Raditas.png\n",
621
+ "Warning: Tags file missing for Raijen.png\n",
622
+ "Warning: Caption file missing for Raijen.png\n",
623
+ "Warning: Tags file missing for Rogue.png\n",
624
+ "Warning: Caption file missing for Rogue.png\n",
625
+ "Processed Seven.png successfully.\n",
626
+ "Processed Sevrah.png successfully.\n",
627
+ "Processed Soukuugo.png successfully.\n",
628
+ "Warning: Tags file missing for West2.png\n",
629
+ "Warning: Caption file missing for West2.png\n"
630
+ ]
631
+ }
632
+ ],
633
+ "source": [
634
+ "import os\n",
635
+ "\n",
636
+ "def process_image_files(directory):\n",
637
+ " \"\"\"\n",
638
+ " Process image files in the given directory. For each image file (.jpeg, .jpg, .png),\n",
639
+ " if corresponding tags and caption files exist, combine the tags (.tags) and caption (.caption)\n",
640
+ " into a single text file (.txt) with tags followed by caption separated by a comma. Additionally,\n",
641
+ " the caption will have the following modifications:\n",
642
+ " - Each sentence will have commas inside sentences stripped from them.\n",
643
+ " - Each sentence will end with a period followed by a comma.\n",
644
+ " - Any parentheses in the tags will be escaped with a backslash.\n",
645
+ "\n",
646
+ " Parameters:\n",
647
+ " directory (str): The directory path containing image files and associated tags\n",
648
+ " and caption files.\n",
649
+ " \"\"\"\n",
650
+ " for root, dirs, files in os.walk(directory):\n",
651
+ " for file in files:\n",
652
+ " if file.lower().endswith(('.jpeg', '.jpg', '.png')):\n",
653
+ " image_name, _ = os.path.splitext(file)\n",
654
+ " tags_file = os.path.join(root, image_name + '.tags')\n",
655
+ " caption_file = os.path.join(root, image_name + '.caption')\n",
656
+ " txt_file = os.path.join(root, image_name + '.txt')\n",
657
+ " \n",
658
+ " if os.path.exists(tags_file) and os.path.exists(caption_file):\n",
659
+ " with open(tags_file, 'r') as f:\n",
660
+ " tags = f.read().strip()\n",
661
+ " tags = tags.replace('(', '\\\\(').replace(')', '\\\\)')\n",
662
+ " with open(caption_file, 'r') as f:\n",
663
+ " caption = f.read().strip()\n",
664
+ " caption = caption.replace(', ', ' ')\n",
665
+ " caption = caption.replace('.', '.,')\n",
666
+ " caption = caption.rstrip(',')\n",
667
+ " \n",
668
+ " with open(txt_file, 'w') as f:\n",
669
+ " f.write(tags + ', ' + caption)\n",
670
+ " print(f\"Processed {file} successfully.\")\n",
671
+ " else:\n",
672
+ " if not os.path.exists(tags_file):\n",
673
+ " print(f\"Warning: Tags file missing for {file}\")\n",
674
+ " if not os.path.exists(caption_file):\n",
675
+ " print(f\"Warning: Caption file missing for {file}\")\n",
676
+ "\n",
677
+ "directory = r'C:\\Users\\kade\\Desktop\\training_dir_staging'\n",
678
+ "process_image_files(directory)"
679
+ ]
680
+ }
681
+ ],
682
+ "metadata": {
683
+ "kernelspec": {
684
+ "display_name": "base",
685
+ "language": "python",
686
+ "name": "python3"
687
+ },
688
+ "language_info": {
689
+ "codemirror_mode": {
690
+ "name": "ipython",
691
+ "version": 3
692
+ },
693
+ "file_extension": ".py",
694
+ "mimetype": "text/x-python",
695
+ "name": "python",
696
+ "nbconvert_exporter": "python",
697
+ "pygments_lexer": "ipython3",
698
+ "version": "3.12.2"
699
+ }
700
+ },
701
+ "nbformat": 4,
702
+ "nbformat_minor": 2
703
+ }
dataset_tools/Convert WebP to PNG.ipynb ADDED
@@ -0,0 +1,51 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "cells": [
3
+ {
4
+ "cell_type": "markdown",
5
+ "metadata": {},
6
+ "source": [
7
+ "## Convert `.webp` to `.png`\n",
8
+ "----\n",
9
+ "\n",
10
+ "This script converts all WebP images in a specified directory and its subdirectories to PNG format. It utilizes the `os` module to navigate through the directory structure and the `PIL` (Python Imaging Library) module's `Image` class to handle image processing. The function `convert_webp_to_png(directory)` takes a directory path as input, iterates through all files in that directory (including subdirectories), identifies WebP files based on their extension, converts them to PNG format, and saves the converted images in the same location. If conversion is successful, it also removes the original WebP files. If any errors occur during conversion, it prints an error message with details."
11
+ ]
12
+ },
13
+ {
14
+ "cell_type": "code",
15
+ "execution_count": null,
16
+ "metadata": {},
17
+ "outputs": [],
18
+ "source": [
19
+ "import os\n",
20
+ "from PIL import Image\n",
21
+ "\n",
22
+ "def convert_webp_to_png(directory):\n",
23
+ " for root, dirs, files in os.walk(directory):\n",
24
+ " for file in files:\n",
25
+ " if file.lower().endswith('.webp'):\n",
26
+ " webp_path = os.path.join(root, file)\n",
27
+ " png_path = os.path.splitext(webp_path)[0] + '.png'\n",
28
+ " try:\n",
29
+ " with Image.open(webp_path) as img:\n",
30
+ " img.save(png_path, format='PNG')\n",
31
+ "\n",
32
+ " os.remove(webp_path)\n",
33
+ " print(f\"Converted {webp_path} to {png_path}\")\n",
34
+ " except Exception as e:\n",
35
+ " print(f\"Error converting {webp_path}: {e}\")\n",
36
+ "\n",
37
+ "#directory = r'E:\\training_dir'\n",
38
+ "#directory = r'C:\\Users\\kade\\Desktop\\training_dir_staging'\n",
39
+ "directory = r'C:\\Users\\kade\\Desktop\\ayaya'\n",
40
+ "convert_webp_to_png(directory)"
41
+ ]
42
+ }
43
+ ],
44
+ "metadata": {
45
+ "language_info": {
46
+ "name": "python"
47
+ }
48
+ },
49
+ "nbformat": 4,
50
+ "nbformat_minor": 2
51
+ }
dataset_tools/Duplicate Checker.ipynb ADDED
@@ -0,0 +1,54 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "cells": [
3
+ {
4
+ "cell_type": "markdown",
5
+ "metadata": {},
6
+ "source": [
7
+ "## Duplicate checker\n",
8
+ "----\n",
9
+ "\n",
10
+ "This Python script checks for duplicate tags within text files (`.txt`) in a specified directory and its subdirectories. It reads each text file, splits its content into tags separated by commas, and identifies any duplicates. If duplicates are found, it prints out a message indicating the file where the duplicates were found and the duplicate tags themselves. Finally, the `check_tags_in_directory` function iterates through the directory and calls `check_duplicate_tags` for each text file found."
11
+ ]
12
+ },
13
+ {
14
+ "cell_type": "code",
15
+ "execution_count": null,
16
+ "metadata": {},
17
+ "outputs": [],
18
+ "source": [
19
+ "import os\n",
20
+ "\n",
21
+ "def check_duplicate_tags(file_path):\n",
22
+ " with open(file_path, 'r') as file:\n",
23
+ " tags = file.read().split(', ')\n",
24
+ " duplicates = set()\n",
25
+ " unique_tags = set()\n",
26
+ " for tag in tags:\n",
27
+ " if tag in unique_tags:\n",
28
+ " duplicates.add(tag)\n",
29
+ " else:\n",
30
+ " unique_tags.add(tag)\n",
31
+ " if duplicates:\n",
32
+ " print(f\"Duplicate tags found in {file_path}: {', '.join(duplicates)}\")\n",
33
+ "\n",
34
+ "def check_tags_in_directory(directory):\n",
35
+ " for root, _, files in os.walk(directory):\n",
36
+ " for file_name in files:\n",
37
+ " if file_name.endswith('.txt'):\n",
38
+ " file_path = os.path.join(root, file_name)\n",
39
+ " check_duplicate_tags(file_path)\n",
40
+ "\n",
41
+ "if __name__ == \"__main__\":\n",
42
+ " directory_path = r'C:\\Users\\kade\\Desktop\\training_dir_staging'\n",
43
+ " check_tags_in_directory(directory_path)\n"
44
+ ]
45
+ }
46
+ ],
47
+ "metadata": {
48
+ "language_info": {
49
+ "name": "python"
50
+ }
51
+ },
52
+ "nbformat": 4,
53
+ "nbformat_minor": 2
54
+ }
dataset_tools/Escape Parentheses.ipynb ADDED
@@ -0,0 +1,54 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "cells": [
3
+ {
4
+ "cell_type": "markdown",
5
+ "metadata": {},
6
+ "source": [
7
+ "## Escape parentheses\n",
8
+ "----\n",
9
+ "\n",
10
+ "Recursively escape unescaped parentheses in all `.txt` files within the specified directory and its subdirectories. "
11
+ ]
12
+ },
13
+ {
14
+ "cell_type": "code",
15
+ "execution_count": null,
16
+ "metadata": {},
17
+ "outputs": [],
18
+ "source": [
19
+ "import os\n",
20
+ "import re\n",
21
+ "\n",
22
+ "def escape_parentheses(file_path):\n",
23
+ " with open(file_path, 'r') as file:\n",
24
+ " content = file.read()\n",
25
+ "\n",
26
+ " # Escape unescaped parentheses\n",
27
+ " content = re.sub(r'(?<!\\\\)([()])', r'\\\\\\1', content)\n",
28
+ "\n",
29
+ " with open(file_path, 'w') as file:\n",
30
+ " file.write(content)\n",
31
+ "\n",
32
+ "def process_directory(directory):\n",
33
+ " for root, dirs, files in os.walk(directory):\n",
34
+ " for file in files:\n",
35
+ " if file.endswith(\".txt\"):\n",
36
+ " file_path = os.path.join(root, file)\n",
37
+ " escape_parentheses(file_path)\n",
38
+ "\n",
39
+ " # Recurse into subdirectories\n",
40
+ " process_directory(os.path.join(root, file))\n",
41
+ "\n",
42
+ "directory_path = r'C:\\Users\\kade\\Desktop\\training_dir_staging'\n",
43
+ "process_directory(directory_path)"
44
+ ]
45
+ }
46
+ ],
47
+ "metadata": {
48
+ "language_info": {
49
+ "name": "python"
50
+ }
51
+ },
52
+ "nbformat": 4,
53
+ "nbformat_minor": 2
54
+ }
dataset_tools/Find Missing tags and captions.ipynb ADDED
@@ -0,0 +1,54 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "cells": [
3
+ {
4
+ "cell_type": "markdown",
5
+ "metadata": {},
6
+ "source": [
7
+ "## Find Missing `.tags` and `.caption`s\n",
8
+ "----\n",
9
+ "\n",
10
+ "This Python script iterates through a specified directory and its subdirectories to find image files (with extensions `.png`, `.jpg`, or `.jpeg`). For each image file found, it checks if corresponding caption and tags files exist. If either the caption file or the tags file is missing for an image file, the script adds the file paths of the missing files to a list. Finally, if any missing files are found, it prints out their paths; otherwise, it prints \"No missing files found.\""
11
+ ]
12
+ },
13
+ {
14
+ "cell_type": "code",
15
+ "execution_count": null,
16
+ "metadata": {},
17
+ "outputs": [],
18
+ "source": [
19
+ "import os\n",
20
+ "\n",
21
+ "def find_missing_files(directory):\n",
22
+ " missing_files = []\n",
23
+ " for root, dirs, files in os.walk(directory):\n",
24
+ " for file in files:\n",
25
+ " if file.lower().endswith(('.png', '.jpg', '.jpeg')):\n",
26
+ " file_name, file_extension = os.path.splitext(file)\n",
27
+ " caption_file = os.path.join(root, file_name + \".caption\")\n",
28
+ " tags_file = os.path.join(root, file_name + \".tags\")\n",
29
+ " if not os.path.exists(caption_file):\n",
30
+ " missing_files.append(caption_file)\n",
31
+ " if not os.path.exists(tags_file):\n",
32
+ " missing_files.append(tags_file)\n",
33
+ " return missing_files\n",
34
+ "\n",
35
+ "if __name__ == \"__main__\":\n",
36
+ " directory = r\"C:\\Users\\kade\\Desktop\\training_dir_staging\"\n",
37
+ " missing_files = find_missing_files(directory)\n",
38
+ " if missing_files:\n",
39
+ " print(\"Missing files:\")\n",
40
+ " for file in missing_files:\n",
41
+ " print(file)\n",
42
+ " else:\n",
43
+ " print(\"No missing files found.\")"
44
+ ]
45
+ }
46
+ ],
47
+ "metadata": {
48
+ "language_info": {
49
+ "name": "python"
50
+ }
51
+ },
52
+ "nbformat": 4,
53
+ "nbformat_minor": 2
54
+ }
dataset_tools/Insert Tag.ipynb ADDED
@@ -0,0 +1,58 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "cells": [
3
+ {
4
+ "cell_type": "markdown",
5
+ "metadata": {},
6
+ "source": [
7
+ "## Insert tag\n",
8
+ "----\n",
9
+ "\n",
10
+ "This script recursively inserts a specified tag at the beginning of each line in both `.txt` and `.tags` files within a given directory and its subdirectories."
11
+ ]
12
+ },
13
+ {
14
+ "cell_type": "code",
15
+ "execution_count": null,
16
+ "metadata": {},
17
+ "outputs": [],
18
+ "source": [
19
+ "import os\n",
20
+ "\n",
21
+ "# Function to insert a specified tag in text files in subdirectories\n",
22
+ "def insert_tag_in_files(directory, tag_to_insert):\n",
23
+ " try:\n",
24
+ " for entry in os.listdir(directory):\n",
25
+ " entry_path = os.path.join(directory, entry)\n",
26
+ "\n",
27
+ " if os.path.isdir(entry_path):\n",
28
+ " insert_tag_in_files(entry_path, tag_to_insert)\n",
29
+ "\n",
30
+ " elif os.path.isfile(entry_path) and (entry.endswith(\".txt\") or entry.endswith(\".tags\")):\n",
31
+ " with open(entry_path, 'r', encoding='utf-8') as f:\n",
32
+ " content = f.read()\n",
33
+ "\n",
34
+ " # Insert the specified tag\n",
35
+ " content = tag_to_insert + ', ' + content\n",
36
+ "\n",
37
+ " # Write back to the file\n",
38
+ " with open(entry_path, 'w', encoding='utf-8') as f:\n",
39
+ " f.write(content)\n",
40
+ "\n",
41
+ " except Exception as e:\n",
42
+ " print(f\"Error processing directory {directory}: {e}\\n\")\n",
43
+ "\n",
44
+ "directory_path = r'C:\\Users\\kade\\Desktop\\training_dir_staging'\n",
45
+ "\n",
46
+ "# Execute the function with the desired tag\n",
47
+ "insert_tag_in_files(directory_path, 'furrysticker')"
48
+ ]
49
+ }
50
+ ],
51
+ "metadata": {
52
+ "language_info": {
53
+ "name": "python"
54
+ }
55
+ },
56
+ "nbformat": 4,
57
+ "nbformat_minor": 2
58
+ }
dataset_tools/Kill Transparency with Black.ipynb ADDED
@@ -0,0 +1,66 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "cells": [
3
+ {
4
+ "cell_type": "markdown",
5
+ "metadata": {},
6
+ "source": [
7
+ "## Kill Transparency with Black\n",
8
+ "----\n",
9
+ "\n",
10
+ "This Python script utilizes the PIL (Python Imaging Library) to recursively traverse a specified directory, identifying image files with extensions `.jpg`, `.jpeg`, or `.png`, and adds a black layer behind the main layer of each image, effectively removing any existing transparency, before overwriting the original files with the modified versions."
11
+ ]
12
+ },
13
+ {
14
+ "cell_type": "code",
15
+ "execution_count": null,
16
+ "metadata": {},
17
+ "outputs": [],
18
+ "source": [
19
+ "import os\n",
20
+ "from PIL import Image\n",
21
+ "\n",
22
+ "def add_black_layer(image_path):\n",
23
+ " try:\n",
24
+ " with Image.open(image_path) as img:\n",
25
+ " black_layer = Image.new('RGB', img.size, (0, 0, 0))\n",
26
+ " black_layer.paste(img, (0, 0), img)\n",
27
+ " black_layer.save(image_path)\n",
28
+ " print(f\"Black layer added to and overwritten {image_path}\")\n",
29
+ " except Exception as e:\n",
30
+ " print(f\"Error processing {image_path}: {e}\")\n",
31
+ "\n",
32
+ "def process_directory(directory):\n",
33
+ " for root, dirs, files in os.walk(directory):\n",
34
+ " for file in files:\n",
35
+ " if file.lower().endswith(('.jpg', '.jpeg', '.png')):\n",
36
+ " file_path = os.path.join(root, file)\n",
37
+ " add_black_layer(file_path)\n",
38
+ "\n",
39
+ "if __name__ == \"__main__\":\n",
40
+ " directory = r'C:\\Users\\kade\\Desktop\\training_dir_staging'\n",
41
+ " process_directory(directory)"
42
+ ]
43
+ }
44
+ ],
45
+ "metadata": {
46
+ "kernelspec": {
47
+ "display_name": "base",
48
+ "language": "python",
49
+ "name": "python3"
50
+ },
51
+ "language_info": {
52
+ "codemirror_mode": {
53
+ "name": "ipython",
54
+ "version": 3
55
+ },
56
+ "file_extension": ".py",
57
+ "mimetype": "text/x-python",
58
+ "name": "python",
59
+ "nbconvert_exporter": "python",
60
+ "pygments_lexer": "ipython3",
61
+ "version": "3.12.2"
62
+ }
63
+ },
64
+ "nbformat": 4,
65
+ "nbformat_minor": 2
66
+ }
dataset_tools/Newlines to Commas.ipynb ADDED
@@ -0,0 +1,53 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "cells": [
3
+ {
4
+ "cell_type": "markdown",
5
+ "metadata": {},
6
+ "source": [
7
+ "## Newlines to commas\n",
8
+ "----\n",
9
+ "\n",
10
+ "Recursively modify the content of `.txt` files in the specified directory and its subdirectories by replacing newlines with commas and spaces. "
11
+ ]
12
+ },
13
+ {
14
+ "cell_type": "code",
15
+ "execution_count": null,
16
+ "metadata": {},
17
+ "outputs": [],
18
+ "source": [
19
+ "import os\n",
20
+ "\n",
21
+ "def process_directory(directory):\n",
22
+ " for root, dirs, files in os.walk(directory):\n",
23
+ " for filename in files:\n",
24
+ " if filename.endswith(\".txt\"):\n",
25
+ " file_path = os.path.join(root, filename)\n",
26
+ " \n",
27
+ " # Read the content of the file\n",
28
+ " with open(file_path, 'r') as file:\n",
29
+ " content = file.read()\n",
30
+ " \n",
31
+ " # Replace newline with a comma and space\n",
32
+ " modified_content = content.replace('\\n', ', ')\n",
33
+ " \n",
34
+ " # Write the modified content back to the file\n",
35
+ " with open(file_path, 'w') as file:\n",
36
+ " file.write(modified_content)\n",
37
+ "\n",
38
+ "# Directory path\n",
39
+ "directory_path = r'C:\\Users\\kade\\Desktop\\training_dir_staging'\n",
40
+ "\n",
41
+ "# Recursively process the directory and its subdirectories\n",
42
+ "process_directory(directory_path)"
43
+ ]
44
+ }
45
+ ],
46
+ "metadata": {
47
+ "language_info": {
48
+ "name": "python"
49
+ }
50
+ },
51
+ "nbformat": 4,
52
+ "nbformat_minor": 2
53
+ }
dataset_tools/Remove Extra File Extension before txt.ipynb ADDED
@@ -0,0 +1,55 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "cells": [
3
+ {
4
+ "cell_type": "markdown",
5
+ "metadata": {},
6
+ "source": [
7
+ "## Remove extra file extension before `.txt`\n",
8
+ "----\n",
9
+ "\n",
10
+ "Recursively renames `.txt` files with additional image extensions before in the filename in the specified directory and its subdirectories."
11
+ ]
12
+ },
13
+ {
14
+ "cell_type": "code",
15
+ "execution_count": null,
16
+ "metadata": {},
17
+ "outputs": [],
18
+ "source": [
19
+ "import os\n",
20
+ "\n",
21
+ "def rename_files(directory_path):\n",
22
+ " for root, dirs, files in os.walk(directory_path):\n",
23
+ " for filename in files:\n",
24
+ " if filename.endswith('.txt'):\n",
25
+ " # Extract the base name without extension\n",
26
+ " base_name, extension = os.path.splitext(filename)\n",
27
+ "\n",
28
+ " # Check if the file has an additional image extension\n",
29
+ " if base_name.endswith(('.png', '.jpg', '.jpeg', '.webp', '.gif')):\n",
30
+ " # Construct the new filename with only the txt extension\n",
31
+ " new_filename = base_name[:-4] + '.txt'\n",
32
+ "\n",
33
+ " # Construct the full file paths\n",
34
+ " old_path = os.path.join(root, filename)\n",
35
+ " new_path = os.path.join(root, new_filename)\n",
36
+ "\n",
37
+ " # Rename the file\n",
38
+ " os.rename(old_path, new_path)\n",
39
+ "\n",
40
+ "# Specify the directory path\n",
41
+ "directory_path = r'C:\\Users\\kade\\Desktop\\training_dir_staging'\n",
42
+ "\n",
43
+ "# Call the function to recursively rename files\n",
44
+ "rename_files(directory_path)"
45
+ ]
46
+ }
47
+ ],
48
+ "metadata": {
49
+ "language_info": {
50
+ "name": "python"
51
+ }
52
+ },
53
+ "nbformat": 4,
54
+ "nbformat_minor": 2
55
+ }
dataset_tools/Remove Tags.ipynb ADDED
@@ -0,0 +1,170 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "cells": [
3
+ {
4
+ "cell_type": "markdown",
5
+ "metadata": {},
6
+ "source": [
7
+ "## Remove tags ⚠️\n",
8
+ "----\n",
9
+ "\n",
10
+ "This script is designed to remove specific tags from text files (*.txt) located within a given directory and its subdirectories. It iterates through each file, reads its content, removes specified tags, and then overwrites the file with the modified content.\n",
11
+ "\n",
12
+ "The tags to be removed are specified in the `tags_to_remove` list within the `remove_tags` function. These tags include various strings, such as certain species names, phrases like \"unavailable at source,\" years from 1996 to 2024, and phrases like \"generation X pokemon.\" The script constructs regular expressions to match both escaped and non-escaped occurrences of parentheses in the tags.\n",
13
+ "\n",
14
+ "The `remove_tags` function takes a file path as input and returns a list of removal actions performed, indicating which tags were removed from which files.\n",
15
+ "\n",
16
+ "The `process_directory` function recursively processes all files within a specified directory and its subdirectories. For each file with a \".txt\" extension, it calls the `remove_tags` function to remove tags and accumulates removal actions. Finally, it prints out all removal actions performed.\n",
17
+ "\n",
18
+ "To utilize the script, provide the path to the directory containing the text files that need tag removal. Upon execution, the script will modify the files in place, removing the specified tags, and output a log of removal actions."
19
+ ]
20
+ },
21
+ {
22
+ "cell_type": "code",
23
+ "execution_count": null,
24
+ "metadata": {},
25
+ "outputs": [],
26
+ "source": [
27
+ "import os\n",
28
+ "import re\n",
29
+ "\n",
30
+ "def remove_tags(file_path):\n",
31
+ " with open(file_path, 'r', encoding='utf-8') as file:\n",
32
+ " content = file.read()\n",
33
+ "\n",
34
+ " tags_to_remove = [\n",
35
+ " \"creative commons\",\n",
36
+ " \"cc-by-nc-nd\",\n",
37
+ " \"pal (species)\",\n",
38
+ " \"pocketpair\",\n",
39
+ " \"unavailable at source\",\n",
40
+ " \"partially\",\n",
41
+ " \"pokemon (species)\",\n",
42
+ " \"generation\",\n",
43
+ " \"pokephilia\",\n",
44
+ " \"pokemon\",\n",
45
+ " \"nintendo\",\n",
46
+ " \"eeveelution\",\n",
47
+ " \"uncensored\",\n",
48
+ " \"translated\",\n",
49
+ " \"partially translated\",\n",
50
+ " \"translation request\",\n",
51
+ " \"16 10\",\n",
52
+ " \"16 9\",\n",
53
+ " \"10 16\",\n",
54
+ " \"9 16\",\n",
55
+ " \"6 5\",\n",
56
+ " \"5 6\",\n",
57
+ " \"5 4\",\n",
58
+ " \"4 3\",\n",
59
+ " \"4 5\",\n",
60
+ " \"3 4\",\n",
61
+ " \"3 2\",\n",
62
+ " \"2 3\",\n",
63
+ " \"2 1\",\n",
64
+ " \"1 2\",\n",
65
+ " \"1 1\",\n",
66
+ " \"4k\",\n",
67
+ " \"absurd res\",\n",
68
+ " \"hi res\",\n",
69
+ " \"elden ring\",\n",
70
+ " \"fromsoftware\",\n",
71
+ " \"canid\",\n",
72
+ " \"canis\",\n",
73
+ " \"mammal\",\n",
74
+ " \"unwanted erection\",\n",
75
+ " \"lighting\",\n",
76
+ " \"shaded\",\n",
77
+ " \"widescreen\"\n",
78
+ " ]\n",
79
+ "\n",
80
+ " for gen in range(1, 10):\n",
81
+ " tags_to_remove.append(f\"generation {gen} pokemon\")\n",
82
+ "\n",
83
+ " for year in range(1996, 2025):\n",
84
+ " tags_to_remove.append(str(year))\n",
85
+ "\n",
86
+ " removal_actions = []\n",
87
+ "\n",
88
+ " for tag in tags_to_remove:\n",
89
+ " # Construct regular expression to match both escaped and non-escaped occurrences of parentheses\n",
90
+ " pattern = re.compile(re.escape(tag.replace('(', '\\(').replace(')', '\\)')) + r'|' + tag.replace('(', '\\(').replace(')', '\\)'))\n",
91
+ " if pattern.search(content):\n",
92
+ " content = pattern.sub('', content)\n",
93
+ " removal_actions.append(f'Removed tag \"{tag}\" from file: {file_path}')\n",
94
+ "\n",
95
+ " with open(file_path, 'w', encoding='utf-8') as file:\n",
96
+ " file.write(content)\n",
97
+ "\n",
98
+ " return removal_actions\n",
99
+ "\n",
100
+ "def process_directory(directory):\n",
101
+ " all_removal_actions = []\n",
102
+ "\n",
103
+ " for root, dirs, files in os.walk(directory):\n",
104
+ " for file in files:\n",
105
+ " if file.endswith(\".txt\"):\n",
106
+ " file_path = os.path.join(root, file)\n",
107
+ " removal_actions = remove_tags(file_path)\n",
108
+ " all_removal_actions.extend(removal_actions)\n",
109
+ "\n",
110
+ " for action in all_removal_actions:\n",
111
+ " print(action)\n",
112
+ "\n",
113
+ "# Provide the path to the directory\n",
114
+ "directory_path = r'C:\\Users\\kade\\Desktop\\training_dir_staging'\n",
115
+ "\n",
116
+ "# Recursively remove tags from *.txt files in the specified directory and print removal actions\n",
117
+ "process_directory(directory_path)"
118
+ ]
119
+ },
120
+ {
121
+ "cell_type": "markdown",
122
+ "metadata": {},
123
+ "source": [
124
+ "### Replace `, ,` with `,` after that mess. 😼\n",
125
+ "----"
126
+ ]
127
+ },
128
+ {
129
+ "cell_type": "code",
130
+ "execution_count": null,
131
+ "metadata": {},
132
+ "outputs": [],
133
+ "source": [
134
+ "import os\n",
135
+ "\n",
136
+ "# Start directory\n",
137
+ "start_dir = r'C:\\Users\\kade\\Desktop\\training_dir_staging'\n",
138
+ "\n",
139
+ "# Function to replace text in *.txt files\n",
140
+ "def replace_text_in_files(directory):\n",
141
+ " while True: # Run indefinitely until no more matches are found\n",
142
+ " found_match = False # Flag to track if any match is found\n",
143
+ " for root, dirs, files in os.walk(directory):\n",
144
+ " for file in files:\n",
145
+ " if file.endswith(\".txt\"):\n",
146
+ " file_path = os.path.join(root, file)\n",
147
+ " with open(file_path, 'r', encoding='utf-8') as f:\n",
148
+ " content = f.read()\n",
149
+ " # Replace ', ,' with ','\n",
150
+ " updated_content = content.replace(', ,', ',').replace(', ,', ',')\n",
151
+ " if updated_content != content:\n",
152
+ " found_match = True # Set the flag to True if any match is found\n",
153
+ " with open(file_path, 'w', encoding='utf-8') as f:\n",
154
+ " f.write(updated_content)\n",
155
+ " if not found_match: # If no match is found, break the loop\n",
156
+ " break\n",
157
+ "\n",
158
+ "# Run the function\n",
159
+ "replace_text_in_files(start_dir)"
160
+ ]
161
+ }
162
+ ],
163
+ "metadata": {
164
+ "language_info": {
165
+ "name": "python"
166
+ }
167
+ },
168
+ "nbformat": 4,
169
+ "nbformat_minor": 2
170
+ }
dataset_tools/Rename images and captions to MD5.ipynb ADDED
@@ -0,0 +1,91 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "cells": [
3
+ {
4
+ "cell_type": "markdown",
5
+ "metadata": {},
6
+ "source": [
7
+ "## Rename images and captions to MD5\n",
8
+ "\n",
9
+ "This Python script recursively traverses a specified directory, identifies image files with extensions .jpg, .jpeg, or .png, calculates their MD5 hash values, and renames them accordingly. Additionally, it renames accompanying text files (.txt, .caption, .tags) to match the new filename while preserving their original content associations."
10
+ ]
11
+ },
12
+ {
13
+ "cell_type": "code",
14
+ "execution_count": 10,
15
+ "metadata": {},
16
+ "outputs": [
17
+ {
18
+ "ename": "FileExistsError",
19
+ "evalue": "[WinError 183] Cannot create a file when that file already exists: 'C:\\\\Users\\\\kade\\\\Desktop\\\\1_by_spaceengine\\\\crop_p_color2_enhanced_release_small.png' -> 'C:\\\\Users\\\\kade\\\\Desktop\\\\1_by_spaceengine\\\\584a8f97df450c7742ecc1df77ed37fe.png'",
20
+ "output_type": "error",
21
+ "traceback": [
22
+ "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
23
+ "\u001b[1;31mFileExistsError\u001b[0m Traceback (most recent call last)",
24
+ "Cell \u001b[1;32mIn[10], line 34\u001b[0m\n\u001b[0;32m 31\u001b[0m directory \u001b[38;5;241m=\u001b[39m \u001b[38;5;124mr\u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mC:\u001b[39m\u001b[38;5;124m\\\u001b[39m\u001b[38;5;124mUsers\u001b[39m\u001b[38;5;124m\\\u001b[39m\u001b[38;5;124mkade\u001b[39m\u001b[38;5;124m\\\u001b[39m\u001b[38;5;124mDesktop\u001b[39m\u001b[38;5;124m\\\u001b[39m\u001b[38;5;124m1_by_spaceengine\u001b[39m\u001b[38;5;124m'\u001b[39m\n\u001b[0;32m 33\u001b[0m \u001b[38;5;66;03m# Call the function to rename files\u001b[39;00m\n\u001b[1;32m---> 34\u001b[0m \u001b[43mrename_files\u001b[49m\u001b[43m(\u001b[49m\u001b[43mdirectory\u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m 36\u001b[0m \u001b[38;5;28mprint\u001b[39m(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mFiles renamed successfully!\u001b[39m\u001b[38;5;124m\"\u001b[39m)\n",
25
+ "Cell \u001b[1;32mIn[10], line 22\u001b[0m, in \u001b[0;36mrename_files\u001b[1;34m(directory)\u001b[0m\n\u001b[0;32m 20\u001b[0m new_file_name \u001b[38;5;241m=\u001b[39m md5(file_path) \u001b[38;5;241m+\u001b[39m file_ext\u001b[38;5;241m.\u001b[39mlower()\n\u001b[0;32m 21\u001b[0m \u001b[38;5;66;03m# Rename image file\u001b[39;00m\n\u001b[1;32m---> 22\u001b[0m \u001b[43mos\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mrename\u001b[49m\u001b[43m(\u001b[49m\u001b[43mfile_path\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mos\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mpath\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mjoin\u001b[49m\u001b[43m(\u001b[49m\u001b[43mroot\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mnew_file_name\u001b[49m\u001b[43m)\u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m 23\u001b[0m \u001b[38;5;66;03m# Rename accompanying text files\u001b[39;00m\n\u001b[0;32m 24\u001b[0m \u001b[38;5;28;01mfor\u001b[39;00m ext \u001b[38;5;129;01min\u001b[39;00m (\u001b[38;5;124m'\u001b[39m\u001b[38;5;124m.txt\u001b[39m\u001b[38;5;124m'\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124m.caption\u001b[39m\u001b[38;5;124m'\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124m.tags\u001b[39m\u001b[38;5;124m'\u001b[39m):\n",
26
+ "\u001b[1;31mFileExistsError\u001b[0m: [WinError 183] Cannot create a file when that file already exists: 'C:\\\\Users\\\\kade\\\\Desktop\\\\1_by_spaceengine\\\\crop_p_color2_enhanced_release_small.png' -> 'C:\\\\Users\\\\kade\\\\Desktop\\\\1_by_spaceengine\\\\584a8f97df450c7742ecc1df77ed37fe.png'"
27
+ ]
28
+ }
29
+ ],
30
+ "source": [
31
+ "import os\n",
32
+ "import hashlib\n",
33
+ "\n",
34
+ "def md5(file_path):\n",
35
+ " \"\"\"Calculate MD5 hash of a file.\"\"\"\n",
36
+ " hash_md5 = hashlib.md5()\n",
37
+ " with open(file_path, \"rb\") as f:\n",
38
+ " for chunk in iter(lambda: f.read(4096), b\"\"):\n",
39
+ " hash_md5.update(chunk)\n",
40
+ " return hash_md5.hexdigest()\n",
41
+ "\n",
42
+ "def rename_files(directory):\n",
43
+ " \"\"\"Recursively rename image and accompanying text files.\"\"\"\n",
44
+ " for root, _, files in os.walk(directory):\n",
45
+ " for file in files:\n",
46
+ " file_path = os.path.join(root, file)\n",
47
+ " file_name, file_ext = os.path.splitext(file)\n",
48
+ " if file_ext.lower() in ('.jpg', '.jpeg', '.png'):\n",
49
+ " # Calculate MD5 hash\n",
50
+ " new_file_name = md5(file_path) + file_ext.lower()\n",
51
+ " # Rename image file\n",
52
+ " os.rename(file_path, os.path.join(root, new_file_name))\n",
53
+ " # Rename accompanying text files\n",
54
+ " for ext in ('.txt', '.caption', '.tags'):\n",
55
+ " txt_file = os.path.join(root, file_name + ext)\n",
56
+ " if os.path.exists(txt_file):\n",
57
+ " new_txt_file = os.path.join(root, new_file_name.replace(file_ext.lower(), '') + ext)\n",
58
+ " os.rename(txt_file, new_txt_file)\n",
59
+ "\n",
60
+ "# Specify the directory\n",
61
+ "directory = r'C:\\Users\\kade\\Desktop\\1_by_spaceengine'\n",
62
+ "\n",
63
+ "# Call the function to rename files\n",
64
+ "rename_files(directory)\n",
65
+ "\n",
66
+ "print(\"Files renamed successfully!\")"
67
+ ]
68
+ }
69
+ ],
70
+ "metadata": {
71
+ "kernelspec": {
72
+ "display_name": "base",
73
+ "language": "python",
74
+ "name": "python3"
75
+ },
76
+ "language_info": {
77
+ "codemirror_mode": {
78
+ "name": "ipython",
79
+ "version": 3
80
+ },
81
+ "file_extension": ".py",
82
+ "mimetype": "text/x-python",
83
+ "name": "python",
84
+ "nbconvert_exporter": "python",
85
+ "pygments_lexer": "ipython3",
86
+ "version": "3.12.3"
87
+ }
88
+ },
89
+ "nbformat": 4,
90
+ "nbformat_minor": 2
91
+ }
dataset_tools/Replace Tags and Remove Duplicates.ipynb ADDED
@@ -0,0 +1,66 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "cells": [
3
+ {
4
+ "cell_type": "markdown",
5
+ "metadata": {},
6
+ "source": [
7
+ "## Replace tags and remove duplicates\n",
8
+ "----\n",
9
+ "\n",
10
+ "This Python script recursively processes text files within a specified directory, replacing occurrences of certain words or phrases with new ones.\n",
11
+ "\n",
12
+ "It utilizes regular expressions to perform search and replace operations. The main function, `process_files`, accepts a directory path along with old and new tags to be replaced. It searches for `.txt` and `.tags` within the directory and its subdirectories, reads the content of each file, performs replacements based on the provided tags, and then writes the modified content back to the files."
13
+ ]
14
+ },
15
+ {
16
+ "cell_type": "code",
17
+ "execution_count": null,
18
+ "metadata": {},
19
+ "outputs": [],
20
+ "source": [
21
+ "import os\n",
22
+ "import re\n",
23
+ "\n",
24
+ "def process_files(directory, old_tag, new_tag):\n",
25
+ " try:\n",
26
+ " for entry in os.listdir(directory):\n",
27
+ " entry_path = os.path.join(directory, entry)\n",
28
+ "\n",
29
+ " if os.path.isdir(entry_path):\n",
30
+ " process_files(entry_path, old_tag, new_tag)\n",
31
+ "\n",
32
+ " elif os.path.isfile(entry_path) and (entry.endswith(\".txt\") or entry.endswith(\".tags\")):\n",
33
+ " with open(entry_path, 'r', encoding='utf-8') as f:\n",
34
+ " content = f.read()\n",
35
+ "\n",
36
+ " if old_tag:\n",
37
+ " content = re.sub(r'\\b' + re.escape(old_tag) + r'\\b', new_tag, content)\n",
38
+ "\n",
39
+ " tag_pattern = re.compile(r'(\\b\\w+\\b)(?:(?:,|\\s)+\\1)+')\n",
40
+ " content = re.sub(tag_pattern, r'\\1', content)\n",
41
+ "\n",
42
+ " with open(entry_path, 'w', encoding='utf-8') as f:\n",
43
+ " f.write(content)\n",
44
+ "\n",
45
+ " except Exception as e:\n",
46
+ " print(f\"Error processing directory {directory}: {e}\\n\")\n",
47
+ "\n",
48
+ "# Directory path\n",
49
+ "directory_path = r'C:\\Users\\kade\\Desktop\\training_dir_staging'\n",
50
+ "\n",
51
+ "process_files(directory_path, 'transparent background', 'black background')\n",
52
+ "\n",
53
+ "#process_files(directory_path, 'safe', 'rating_safe')\n",
54
+ "#process_files(directory_path, 'questionable', 'rating_questionable')\n",
55
+ "#process_files(directory_path, 'explicit', 'rating_explicit')\n"
56
+ ]
57
+ }
58
+ ],
59
+ "metadata": {
60
+ "language_info": {
61
+ "name": "python"
62
+ }
63
+ },
64
+ "nbformat": 4,
65
+ "nbformat_minor": 2
66
+ }
dataset_tools/Replace Underscore with Spaces.ipynb ADDED
@@ -0,0 +1,62 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "cells": [
3
+ {
4
+ "cell_type": "markdown",
5
+ "metadata": {},
6
+ "source": [
7
+ "## Replace underscores with spaces\n",
8
+ "----\n",
9
+ "\n",
10
+ "Recursively replaces underscores with spaces in the content of text files in the specified directory and its subdirectories,\n",
11
+ "excluding specified tags."
12
+ ]
13
+ },
14
+ {
15
+ "cell_type": "code",
16
+ "execution_count": null,
17
+ "metadata": {},
18
+ "outputs": [],
19
+ "source": [
20
+ "import os\n",
21
+ "\n",
22
+ "excluded_tags = [\n",
23
+ " \"rating_safe\",\n",
24
+ " \"rating_explicit\",\n",
25
+ " \"rating_questionable\"\n",
26
+ "]\n",
27
+ "\n",
28
+ "def replace_underscores_with_spaces(directory_path):\n",
29
+ " for root, dirs, files in os.walk(directory_path):\n",
30
+ " for filename in files:\n",
31
+ " if filename.endswith(\".txt\"):\n",
32
+ " file_path = os.path.join(root, filename)\n",
33
+ "\n",
34
+ " # Read the content of the file\n",
35
+ " with open(file_path, 'r') as file:\n",
36
+ " content = file.read()\n",
37
+ "\n",
38
+ " # Replace underscores with spaces, excluding specific tags\n",
39
+ " for tag in excluded_tags:\n",
40
+ " replacement = tag.replace('_', ' ')\n",
41
+ " content = content.replace(replacement, tag)\n",
42
+ "\n",
43
+ " # Write the modified content back to the file\n",
44
+ " with open(file_path, 'w') as file:\n",
45
+ " file.write(content)\n",
46
+ "\n",
47
+ "# Specify the directory path\n",
48
+ "directory_path = r'C:\\Users\\kade\\Desktop\\training_dir_staging'\n",
49
+ "\n",
50
+ "# Call the function to recursively replace underscores with spaces (excluding specified tags)\n",
51
+ "replace_underscores_with_spaces(directory_path)"
52
+ ]
53
+ }
54
+ ],
55
+ "metadata": {
56
+ "language_info": {
57
+ "name": "python"
58
+ }
59
+ },
60
+ "nbformat": 4,
61
+ "nbformat_minor": 2
62
+ }
dataset_tools/Tag Counter.ipynb ADDED
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dataset_tools/e621 JSON to txt.ipynb ADDED
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