in the works
This commit is contained in:
chavinlo
parent
df8761695b
commit
4904ba4db3
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@ -1,9 +1,31 @@
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## This script WAS NOT USED on the weights released by ProjectAI Touhou on 8th of september, 2022.
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## This script CAN convert tags to human-readable-text BUT IT IS NOT REQUIRED.
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import argparse
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#Stolen code from https://stackoverflow.com/a/43357954
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def str2bool(v):
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if isinstance(v, bool):
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return v
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if v.lower() in ('yes', 'true', 't', 'y', '1'):
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return True
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elif v.lower() in ('no', 'false', 'f', 'n', '0'):
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return False
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else:
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raise argparse.ArgumentTypeError('Boolean value expected.')
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## In the future someone might want to access this via import. Consider adding support for that
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parser = argparse.ArgumentParser()
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parser.add_argument('--jsonpath', '-J', type=str, help='Path to JSONL file with the metadata', required = True)
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parser.add_argument('--extractpath', '-E', type=str, help='Path to the folder where to extract the images and text files', required = True)
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parser.add_argument('--imagespath', '-I', type=str, help='Path to the folder with the images', required = False, default="512px")
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parser.add_argument('--convtohuman', '-H', type=str2bool, help='Convert to human-readable-text', required = False, default=True)
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args = parser.parse_args()
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print("Arguments: " + str(args))
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import json
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import os
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import shutil
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json_file_path = "metadata/posts000000000000.json" ##Name of the JSON file to use
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os.mkdir("labeled_data")
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if os.path.exists(args.extractpath) == False:
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os.mkdir(args.extractpath)
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def writefile(filename, text):
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f = open(filename, "w")
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@ -11,41 +33,84 @@ def writefile(filename, text):
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print('Saved the following: ' + text)
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f.close()
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#Converts tags to T2I-like prompts (blue_dress, 1girl -> A blue dress, one girl)
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def convert_tags_to_humantxt(input):
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tars = input
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tars = tars.replace(' ', ', ')
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tars = tars.replace('_', ' ')
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tars = tars.replace('1girl', 'one girl')
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tars = tars.replace('2girls', 'two girls')
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tars = tars.replace('3girls', 'three girls')
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tars = tars.replace('4girls', 'four girls')
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tars = tars.replace('5girls', 'five girls')
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##Implying it will ever be able to differentiate so many entities
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tars = tars.replace('6girls', 'six girls')
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#Almost forgot about boys tags... I wonder if theres also for other entities?
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tars = tars.replace('1boy', 'one boy')
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tars = tars.replace('2boys', 'two boys')
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tars = tars.replace('3boys', 'three boys')
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tars = tars.replace('4boys', 'four boys')
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tars = tars.replace('5boys', 'five boys')
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tars = tars.replace('6boys', 'six boys')
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print("FINAL TARS: " + tars)
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def ConvCommaAndUnderscoreToHuman(convtohuman, input):
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tars = input
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if convtohuman:
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tars = tars.replace(' ', ', ')
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tars = tars.replace('_', ' ')
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elif convtohuman == False:
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print("CommaAndUnderscoreToHuman: convtohuman is false hence not doing anything")
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def ConvTagsToHuman(convtohuman, input):
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tars = input
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if convtohuman:
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tars = tars.replace('1girl', 'one girl')
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tars = tars.replace('2girls', 'two girls')
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tars = tars.replace('3girls', 'three girls')
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tars = tars.replace('4girls', 'four girls')
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tars = tars.replace('5girls', 'five girls')
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##Implying it will ever be able to differentiate so many entities
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tars = tars.replace('6girls', 'six girls')
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#Almost forgot about boys tags... I wonder if theres also for other entities?
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tars = tars.replace('1boy', 'one boy')
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tars = tars.replace('2boys', 'two boys')
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tars = tars.replace('3boys', 'three boys')
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tars = tars.replace('4boys', 'four boys')
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tars = tars.replace('5boys', 'five boys')
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tars = tars.replace('6boys', 'six boys')
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elif convtohuman == False:
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print("ConvTagsToHuman: convtohuman is false hence not doing anything")
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return tars
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#Converts ratings to X content
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def convert_rating_to_humanrating(input):
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if input == "e":
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return "explicit content"
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if input == "g":
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return "general content"
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if input == "q":
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return "questionable content"
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if input == "s":
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return "sensitive content"
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##This will be the start of everything unethical
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def ConvRatingToHuman(convtohuman, input):
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if convtohuman:
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if input == "e":
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return "explicit content"
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if input == "g":
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return "general content"
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if input == "q":
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return "questionable content"
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if input == "s":
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return "sensitive content"
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##This will be the start of everything unethical
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elif convtohuman == False:
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if input == "e":
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return "explicit_content"
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if input == "g":
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return "general_content"
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if input == "q":
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return "questionable_content"
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if input == "s":
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return "sensitive_content"
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def ConvCharacterToHuman(convtohuman, input):
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tars = input
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if convtohuman:
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tars = tars.replace('_(', ' from ')
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tars = tars.replace(')', '')
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elif convtohuman == False:
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print("ConvCharacterToHuman: convtohuman is false hence not doing anything")
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# unrecog_ans = True
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# while unrecog_ans:
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# inputans = input("Convert tags to human-readable-text? (smiley_face blue_hair -> smiley face, blue hair) [y/n]")
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# if inputans == "y":
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# convtohuman = True
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# unrecog_ans = False
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# elif inputans == "n":
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# convtohuman = False
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# unrecog_ans = False
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# else:
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# print("unrecognizable input. only y or n.")
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# unrecog_ans = True
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convtohuman = args.convtohuman
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##Open the file
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json_file_path = args.jsonpath ##Name of the JSON file to use, converted into parser arg
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with open(json_file_path, 'r', encoding="utf8") as json_file:
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json_list = list(json_file)
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@ -55,7 +120,8 @@ current_line_count = 0
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for json_str in json_list:
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current_line_count = current_line_count + 1
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##415627 last line of 00.json, ignore
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print("Current Line:" + str(current_line_count) + '/415627 | Current saved files count: ' + str(current_saved_file_count) )
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##TODO: Add a line counter to print progress accurately
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print("Current Line:" + str(current_line_count) + '/415000 (aprox) | Current saved files count: ' + str(current_saved_file_count) )
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#here, result = line
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result = json.loads(json_str)
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@ -63,7 +129,7 @@ for json_str in json_list:
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img_id = str(result['id'])
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except Exception:
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img_id = "nan"
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print("failed to get img_id")
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print("img_id RETRIVAL FAILED. VAR IS ESSENTIAL SO SKIPPING ENTRY.")
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continue
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try:
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@ -71,36 +137,113 @@ for json_str in json_list:
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img_id_last3 = tmp_img_id.zfill(3)
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except Exception:
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img_id_last3 = "nan"
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print("failed to get img_id_last3")
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print("img_id_last3 RETRIVAL FAILED. VAR IS ESSENTIAL SO SKIPPING ENTRY.")
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continue
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# try:
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# img_tags = result['tag_string']
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# except Exception:
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# img_tags = "none"
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# print("failed to get img_tags")
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# continue
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##JohannesGaessler SUGGESTIONS: harubaru/waifu-diffusion/pull/11
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## TAG_STRING_GENERAL: ONLY TAGS HERE
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try:
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img_tags = result['tag_string']
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img_tag_string_general = result['tag_string_general']
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except Exception:
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img_tags = "none"
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print("failed to get img_tags")
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img_tag_string_general = None
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print("img_tag_string_general RETRIVAL FAILED. VAR IS ESSENTIAL SO SKIPPING ENTRY.")
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continue
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## TAG_STRING_ARTIST: ONLY ARTISTS TAGS HERE
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try:
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img_tag_string_artist = result['tag_string_artist']
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except Exception:
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img_tag_string_artist = None
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print("img_tag_string_artist RETRIVAL FAILED. Var is not essential so just skipping var.")
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pass
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## TAG_STRING_COPYRIGHT: ONLY COPYRIGHT TAGS HERE
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try:
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img_tag_string_copyright = result['tag_string_copyright']
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except Exception:
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img_tag_string_copyright = None
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print("img_tag_string_copyright RETRIVAL FAILED. Var is not essential so just skipping var.")
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pass
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## TAG_STRING_CHARACTER: ONLY CHARACTER TAGS HERE
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try:
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img_tag_string_character = result['tag_string_character']
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except Exception:
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img_tag_string_character = None
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print("img_tag_string_character RETRIVAL FAILED. Var is not essential so just skipping var.")
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pass
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try:
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img_ext = result['file_ext']
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except Exception:
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file_ext = None
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print("failed to get img_ext")
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continue
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try:
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img_rating = result['rating']
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except Exception:
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img_rating = None
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print("failed to get img_rating")
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continue
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file_path = "512px/0" + img_id_last3 + "/" + img_id + "." + img_ext
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file_path = str(args.imagespath) + "/0" + img_id_last3 + "/" + img_id + "." + img_ext
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if os.path.exists(file_path):
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shutil.copyfile(file_path, 'labeled_data/' + img_id + "." + img_ext)
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humanoid_tags = convert_tags_to_humantxt(img_tags)
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humanoid_rating = convert_rating_to_humanrating(img_rating)
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to_write = humanoid_tags + ', ' + humanoid_rating + ', uploaded on Danbooru'
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txt_name = "labeled_data/" + img_id + '.txt'
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shutil.copyfile(file_path, args.extractpath + '/' + img_id + "." + img_ext)
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##Essential
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FinalTagStringGeneral = ConvCommaAndUnderscoreToHuman(convtohuman, img_tag_string_general)
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print(FinalTagStringGeneral)
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FinalTagStringGeneral = ConvTagsToHuman(convtohuman, FinalTagStringGeneral)
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##Not essential
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if img_tag_string_artist != None:
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FinalTagStringArtist = ConvCommaAndUnderscoreToHuman(convtohuman, img_tag_string_artist)
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elif img_tag_string_artist == None:
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print("img_tag_string_artist is none")
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else:
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print("CE 1NE")
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if img_tag_string_character != None:
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FinalTagStringCharacter = ConvCommaAndUnderscoreToHuman(convtohuman, img_tag_string_character)
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FinalTagStringCharacter = ConvCharacterToHuman(convtohuman, FinalTagStringCharacter)
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elif img_tag_string_character == None:
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print("img_tag_string_character is none")
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else:
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print("CE 2NE")
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if img_tag_string_copyright != None:
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FinalTagStringCopyright = ConvCommaAndUnderscoreToHuman(convtohuman, img_tag_string_copyright)
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elif img_tag_string_copyright == None:
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print("img_tag_string_copyright is none")
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else:
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print("CE 3NE")
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if img_rating != None:
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FinalTagStringRating = ConvRatingToHuman(convtohuman, img_rating)
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elif img_rating == None:
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print("img_rating is none")
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else:
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print("CE 4NE")
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if convtohuman == True:
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dan_iden = 'uploaded on danbooru'
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tag_separator = ', '
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elif convtohuman == False:
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dan_iden = 'danbooru'
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tag_separator = ' '
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to_write = FinalTagStringCharacter + tag_separator + FinalTagStringArtist + tag_separator + FinalTagStringRating + tag_separator + FinalTagStringGeneral + tag_separator + FinalTagStringCopyright
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txt_name = args.extractpath + "/" + img_id + '.txt'
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writefile(txt_name, to_write)
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current_saved_file_count = current_saved_file_count + 1
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print("finished process. Your extracted data should be in " + args.extractpath + " !")
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