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import copy |
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import os |
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import random |
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from os import listdir, path |
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from os.path import isfile, join |
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import modules.scripts as scripts |
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import gradio as gr |
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from modules.processing import Processed, process_images |
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from modules.shared import cmd_opts, opts, state |
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from modules import scripts |
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ResourceDir = os.path.join(scripts.basedir(), f"StylePile/") |
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def FilesInFolder(SourceFolder): |
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return [file for file in os.listdir(SourceFolder)] |
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def FilesInFolderFullPath(SourceFolder): |
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return [SourceFolder + file for file in os.listdir(SourceFolder)] |
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ElementConcept = [ |
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"Acclaimed", |
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"Alternative", |
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"Amateur", |
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"Artificial", |
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"Award Winning", |
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"Basic", |
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"Beginner", |
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"Bipolar", |
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"Boyish", |
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"Childish", |
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"Cinematic", |
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"Clever", |
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"Clumsy", |
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"Cognitive", |
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"Complex", |
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"Compressed", |
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"Controllable", |
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"Corrupted", |
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"Damaged", |
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"Destroyed", |
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"Disgusting", |
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"Divisive", |
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"Dramatic", |
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"Dumb", |
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"Eliminated", |
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"Excessive", |
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"Exciting", |
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"Extreme", |
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"Feminine", |
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"Filtered", |
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"Fixated", |
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"Fixed", |
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"Foolish", |
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"Fragile", |
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"Girlish", |
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"Gorgeous", |
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"Groundbreaking", |
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"Hated", |
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"Hidden", |
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"Highly Rated", |
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"Horrifying", |
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"Imaginary", |
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"Imaginative", |
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"Imitated", |
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"Jaded", |
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"Light hearted", |
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"Loved", |
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"Low Rated", |
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"Magical", |
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"Masculine", |
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"Masterful", |
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"Masterpiece", |
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"Maximalist", |
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"Methodological", |
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"Misunderstood", |
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"Mundane", |
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"Overprocessed", |
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"Pathetic", |
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"Photoshopped", |
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"Preview", |
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"Raw", |
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"Recycled", |
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"Religious", |
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"Rough", |
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"Sacrificial", |
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"Sacrilegious", |
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"Schematic", |
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"Simple", |
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"Sophisticated", |
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"Stupid", |
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"Trustworthy", |
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"Unbelievable", |
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"Understandable", |
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"Unearthed", |
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"Unfiltered", |
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"Unfinished", |
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"Unhinged", |
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"Universal", |
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"Unsuccessful", |
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"Venerable", |
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"Visionary", |
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"Vivacious" |
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] |
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ResultConcept = ["Not set","Random"] + ElementConcept |
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ResultNames = [ |
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"Photo", |
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"Digital Artwork", |
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"3D Rendering", |
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"Painting", |
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"Drawing", |
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"Vector Art" |
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] |
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ResultTypeBefore = { |
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"Photo": "Photo", |
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"Digital Artwork": "Digital Artwork", |
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"3D Rendering": "Professional 3D rendering", |
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"Painting": "Painting", |
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"Drawing": "Drawing", |
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"Vector Art": "Vector image" |
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} |
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ResultTypePositives = { |
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"Photo": ",Highly Detailed", |
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"Digital Artwork": ",CGSociety,ArtStation", |
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"3D Rendering": ",CGSociety,ArtStation", |
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"Painting": " ", |
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"Drawing": " ", |
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"Vector Art": ",(Flat style:1.3),Illustration,Behance" |
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} |
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ResultTypeNegatives = { |
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"Photo": ",Amateur,Low rated,Phone,Wedding,Frame,Painting,tumblr", |
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"Digital Artwork": ",Scribbles,Low quality,Low rated,Mediocre,3D rendering,Screenshot,Software,UI", |
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"3D Rendering": ",((Wireframe)),Polygons,Screenshot,Character design,Software,UI", |
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"Painting": "Low quality,Bad composition,Faded,(Photo:1.5),(Frame:1.3)", |
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"Drawing": ",Low quality,Photo,Artifacts,Table,Paper,Pencils,Pages,Wall", |
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"Vector Art": ",(Watermark:1.5),(Text:1.3)" |
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} |
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ResultType = { |
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"Not set": "", |
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"Random": "Random", |
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} |
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ResultType.update(ResultTypePositives) |
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ResultDirectionList = FilesInFolder(ResourceDir + "Directions/") |
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ResultDirectionList = list( |
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map(lambda x: x.replace(".jpg", ""), ResultDirectionList)) |
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ResultDirection = ["Not set", "Random"] + ResultDirectionList |
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ResultDirectionImages = FilesInFolderFullPath(ResourceDir + "Directions/") |
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ResultDirectionImages = list( |
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map(lambda x: x.replace("\\", "/"), ResultDirectionImages)) |
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ResultMoodList = FilesInFolder(ResourceDir + "Moods/") |
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ResultMoodList = list(map(lambda x: x.replace(".jpg", ""), ResultMoodList)) |
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ResultMood = ["Not set", "Random"] + ResultMoodList |
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ResultMoodImages = FilesInFolderFullPath(ResourceDir + "Moods/") |
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ResultMoodImages = list(map(lambda x: x.replace("\\", "/"), ResultMoodImages)) |
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ResultArtistList = FilesInFolder(ResourceDir + "Artists/") |
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ResultArtistList = list(map(lambda x: x.replace(".jpg", ""), ResultArtistList)) |
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Artists = ["Not set", "Random"] + ResultArtistList |
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ResultArtistImages = FilesInFolderFullPath(ResourceDir + "Artists/") |
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ResultArtistImages = list( |
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map(lambda x: x.replace("\\", "/"), ResultArtistImages)) |
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ArtMovementList = FilesInFolder(ResourceDir + "Art Movements/") |
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ArtMovementList = list(map(lambda x: x.replace(".jpg", ""), ArtMovementList)) |
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ArtMovements = ["Not set", "Random"] + ArtMovementList |
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ArtMovementImages = FilesInFolderFullPath(ResourceDir + "Art Movements/") |
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ArtMovementImages = list( |
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map(lambda x: x.replace("\\", "/"), ArtMovementImages)) |
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ResultColorList = FilesInFolder(ResourceDir + "Colors/") |
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ResultColorList = list(map(lambda x: x.replace(".jpg", ""), ResultColorList)) |
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ResultColor = ["Not set", "Random"] + ResultColorList |
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ResultColorImages = FilesInFolderFullPath(ResourceDir + "Colors/") |
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ResultColorImages = list( |
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map(lambda x: x.replace("\\", "/"), ResultColorImages)) |
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with open(ResourceDir + "Inspiration/Subjects.txt", 'r+') as tf: |
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Subjects = [line.rstrip() for line in tf] |
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with open(ResourceDir + "Inspiration/Actions.txt", 'r+') as tf: |
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Actions = [line.rstrip() for line in tf] |
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with open(ResourceDir + "Inspiration/Locations.txt", 'r+') as tf: |
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Locations = [line.rstrip() for line in tf] |
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TipsAndTricks = [ |
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"Be specific. Add details in sequence, separated by commas. Like 'Cute black kitten, yellow eyes' + selecting Photography as image type, will get you to the result you want faster than just 'black kitten'.", |
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"Try out random values. For example, set artist to random, crank up the batch count and enjoy the show. Mix and match random settings.", |
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"If you add your own artist, I would recommend having 'by Artist' in front of their name. Depending on their popularity (or lack thereof) this appears to have a very tangible influence on the result.", |
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"Mix and match artists from the dropdowns (or type your own) for some interesting results. Having one artist selected and other(s) set to random is also a nice way to find new looks with some amount of predictability.", |
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"Parenthesis can be added to make parts of the prompt stronger. So ((cute kitten)) will make it extra cute (try it out). This is also important if a style is affecting your original prompt too much. Make that prompt stronger by adding parenthesis around it, like this: ((promt)). A strength modifier value can also be used, like this (prompt:1.1).", |
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"Prompts can be split like [A|B] to sequentially use terms, one after another on each step. For example **[cat|dog]** will produce a hybrid catdog.", |
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"Using **[A:B:0.4]** will switch to other terms after the first one has been active for a certain percentage of steps. So [cat:dog:0.4] will build a cat 40% of the time and then start turning it into a dog. Usually this needs more steps to work properly.", |
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"During long cold winter nights, you can turn your PC into a heater by generating hundreds of images non-stop.", |
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"Feel free to share feedback and ideas on github: https://github.com/some9000/StylePile", |
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"Some things work together, others don't. Like Photo doesn't work too great with many Art movements or Drawing will not become photorealistic just because that was selected." |
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] |
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Preset = { |
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"None": "", |
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"Portraits": ",(close portrait:1.3),thematic background", |
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"Feminine portrait": ",(close portrait:1.3),(Feminine:1.4),(beautiful:1.4),(attractive:1.3),handsome,calendar pose,perfectly detailed eyes,studio lighting,thematic background", |
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"Masculine portrait": ",(close portrait:1.3),(Masculine:1.4),attractive,handsome,calendar pose,perfectly detailed eyes,studio lighting,thematic background", |
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"WaiFusion": ",close portrait,(manga:1.3),beautiful,attractive,handsome,trending on ArtStation,DeviantArt contest winner,CGSociety,ultrafine,detailed,studio lighting", |
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"Horrible Monsters": ",monster,ugly,surgery,evisceration,morbid,cut,open,rotten,mutilated,deformed,disfigured,malformed,missing limbs,extra limbs,bloody,slimy,goo,Richard Estes,Audrey Flack,Ralph Goings,Robert Bechtle,Tomasz Alen Kopera,H.R.Giger,Joel Boucquemont,ArtStation,DeviantArt contest winner,thematic background", |
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"Robots": ",robot,((cyborg)),machine,futuristic,concept Art by senior character Artist,featured on zbrush central,trending on polycount,trending on ArtStation,CGSociety,hard surface modeling", |
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"Retrofuturism": ",((retrofuturism)),(science fiction),dystopian Art,ultrafine,detailed,future tech,by Clarence Holbrook CArter,by Ed Emshwiller,CGSociety,ArtStation contest winner,trending on ArtStation,DeviantArt contest winner,Fallout", |
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"Propaganda": ",propaganda poster,soviet poster,sovietwave", |
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"Landscapes": ",naturalism,land Art,regionalism,shutterstock contest winner,trending on unsplash,featured on Flickr" |
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} |
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PresetNegatives = { |
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"None": "", |
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"Portraits": ",robot eyes,distorted pupils,distorted eyes,Unnatural anatomy,strange anatomy,things on face", |
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"Feminine portrait": ",robot eyes,distorted pupils,distorted eyes,Unnatural anatomy,strange anatomy,things on face", |
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"Masculine portrait": ",robot eyes,distorted pupils,distorted eyes,Unnatural anatomy,strange anatomy,things on face", |
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"WaiFusion": ",things on face,Unnatural anatomy,strange anatomy", |
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"Horrible Monsters": ",(attractive),pretty,smooth,cArtoon,pixar,human", |
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"Robots": ",cartoon", |
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"Retrofuturism": ",extra limbs,malformed limbs,modern", |
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"Propaganda": ",extra limbs,malformed limbs,modern", |
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"Landscapes": ",((hdr)),((terragen)),((rendering)),(high contrast)" |
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} |
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AlwaysBad = ",watermark,signature" |
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class Script(scripts.Script): |
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txt2img_prompt = None |
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img2img_prompt = None |
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batch_count = None |
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batch_size = None |
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steps = None |
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def after_component(self, component, **kwargs): |
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if kwargs.get('elem_id') == 'txt2img_prompt': |
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self.txt2img_prompt = component |
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if kwargs.get('elem_id') == 'img2img_prompt': |
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self.img2img_prompt = component |
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def title(self): |
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return "StylePile" |
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def show(self, is_img2img): |
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return True |
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def ui(self, is_img2img): |
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with gr.Tab("Parameters"): |
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with gr.Row(): |
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ddResultConcept = gr.Dropdown( |
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ResultConcept, label="Conceptually", value="Not set") |
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ddCoreResultType = gr.Dropdown( |
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list(ResultType.keys()), label="Image type", value="Not set") |
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slResultTypeStrength = gr.Slider( |
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0, 2, value=1.3, step=0.05, show_label=False) |
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with gr.Row(): |
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with gr.Column(): |
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ddResultDirection = gr.Dropdown( |
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ResultDirection, label="Direction", value="Not set") |
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slResultDirectionStrength = gr.Slider( |
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0, 2, value=1.3, step=0.05, show_label=False) |
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with gr.Column(): |
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ddResultMood = gr.Dropdown( |
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ResultMood, label="Mood", value="Not set") |
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slResultMoodStrength = gr.Slider( |
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0, 2, value=1.3, step=0.05, show_label=False) |
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with gr.Column(): |
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ddResultColor = gr.Dropdown( |
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ResultColor, label="Colors", value="Not set") |
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slResultColorStrength = gr.Slider( |
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0, 2, value=1.3, step=0.05, show_label=False) |
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with gr.Row(): |
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cbChangeCount = gr.Checkbox( |
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value=True, label="Set batch count to prompt count") |
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cbIncreaseSeed = gr.Checkbox( |
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value=True, label="Increase seed with batch size") |
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cbShowTips = gr.Checkbox( |
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value=False, label="Show tips when generating") |
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ddPreset = gr.Dropdown(list(Preset.keys()), label="Style influence (incomplete)", value="None") |
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with gr.Row(): |
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strSequentialPrompt = gr.Textbox( |
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lines=3, label="Sequential prompts [X]", placeholder="Insert [X] anywhere in main prompt to sequentially insert values from here. Random values will be added here or to main prompt.") |
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with gr.Row(): |
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strSubSequentialPrompt = gr.Textbox( |
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lines=3, label="SubSequential prompts [Y]", placeholder="Insert [Y] in the final prompt <== to sequentially insert values from here (and increase prompt count). This is done after all other prompts and loops through all lines.") |
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with gr.Row(): |
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strRandomPromptA = gr.Textbox( |
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lines=3, label="Random [A]", placeholder="Insert [A] anywhere in main prompt (or [X] prompt) to randomly insert values from here.") |
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strRandomPromptB = gr.Textbox( |
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lines=3, label="Random [B]", placeholder="Insert [B] anywhere in main prompt (or [X] prompt) to randomly insert values from here.") |
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strRandomPromptC = gr.Textbox( |
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lines=3, label="Random [C]", placeholder="Insert [C] anywhere in main prompt (or [X] prompt) to randomly insert values from here.") |
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with gr.Row(): |
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with gr.Column(): |
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selArtistA = gr.Dropdown(Artists, label="Artist", value="Not set") |
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sliImageArtistStrengthA = gr.Slider(0, 2, value=1.3, step=0.05, label="Influence") |
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selArtistB = gr.Dropdown(Artists, label="Artist", value="Not set") |
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sliImageArtistStrengthB = gr.Slider(0, 2, value=1.3, step=0.05, label="Influence") |
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selArtistC = gr.Dropdown(Artists, label="Artist", value="Not set") |
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sliImageArtistStrengthC = gr.Slider(0, 2, value=1.3, step=0.05, label="Influence") |
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with gr.Column(): |
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selArtMovementA = gr.Dropdown(ArtMovements, label="Art movement", value="Not set") |
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selArtMovementStrengthA = gr.Slider(0, 2, value=1.3, step=0.05, label="Influence") |
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selArtMovementB = gr.Dropdown(ArtMovements, label="Art movement", value="Not set") |
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selArtMovementStrengthB = gr.Slider(0, 2, value=1.3, step=0.05, label="Influence") |
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selArtMovementC = gr.Dropdown(ArtMovements, label="Art movement", value="Not set") |
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selArtMovementStrengthC = gr.Slider(0, 2, value=1.3, step=0.05, label="Influence") |
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if self.txt2img_prompt is not None: |
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with gr.Row(): |
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bTestPrompt = gr.Button('Insert default prompt') |
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bTestPrompt.click(fn=lambda x: "Portrait of an attractive young lady,flower field background, square ratio", |
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inputs = [self.txt2img_prompt], |
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outputs = [self.txt2img_prompt]) |
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bInspireMe = gr.Button('Inspire me, StylePile') |
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bInspireMe.click(fn=lambda x: random.choice(Subjects) +","+ random.choice(Actions) +","+ random.choice(Locations)+",", |
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inputs = [self.txt2img_prompt], |
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outputs = [self.txt2img_prompt]) |
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with gr.Tab("Directions") as StyleTab: |
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gr.Gallery(value=ResultDirectionImages, show_label=False).style( |
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grid=(3, 3, 3, 3, 4, 4), container=False) |
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with gr.Tab("Moods"): |
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gr.Gallery(value=ResultMoodImages, show_label=False).style( |
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grid=(3, 3, 3, 3, 4, 4), container=False) |
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with gr.Tab("Artists"): |
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gr.Gallery(value=ResultArtistImages, show_label=False).style( |
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grid=(2, 2, 2, 2, 3, 3), container=False) |
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with gr.Tab("Art movements"): |
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gr.Gallery(value=ArtMovementImages, show_label=False).style( |
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grid=(3, 3, 3, 3, 4, 4), container=False) |
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with gr.Tab("Colors"): |
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gr.Gallery(value=ResultColorImages, show_label=False).style( |
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grid=(3, 3, 3, 3, 4, 4), container=False) |
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with gr.Tab("Tools & Info") as HelpTab: |
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with gr.Row(): |
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gr.Markdown( |
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""" |
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### Tips and tricks |
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If you add your own Artist, I would recommend having **by Artist** in front of their name. Depending on their popularity (or lack thereof) this appears to have a very tangible influence on the result. In general, most of the elements that influence the look appear to work best with a certain strength boost, hence the 1.3 default values. |
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Another thing to keep in mind is relationships between keywords and type of content. For example, if you want a reasonably realistic looking image of an alien cyborg. Selecting **Photo** will mostly produce fairly clumsy results. But, if you select **3D rendering** and **Realistic, Ultrarealistic** or **Ultra detailed** as direction, the result may actually be closer to what you expect. The opposite is true as well. There are certain things that you will not get to look realistic no matter what the modifiers are if Image type is not set to **Photo**. Try kittens. |
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In general just experiment with **Image type** and **Direction**. An easy way to do it is selecting random settings, a high batch count and then checking the keywords on the results you like. |
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### Modifiers |
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Elements of the prompt can be modified to have a certain strength or change over time. Normally you do this by typing into the prompt, but here I have added tools that will actually insert pre-formatted text so it is easier to understand what it should look like. Note that it doesn't have to be a single word, it is a part of the prompt, so it can be several words or a full sentence. Also note that it will be added to the end of the prompt no matter where the cursor was due to limitations of gradio. |
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""" |
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) |
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with gr.Row(): |
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with gr.Column(): |
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gr.Markdown( |
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""" |
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A strength modifier value can be added to parts of the prompt like this **(A:1.3)** < this part would be about 30% stronger. To save some typing you can select the line you want to make stronger and use **Ctrl+Shift+Arrow keys up** or **down** to add these parenthesis and change the value. 1.3 seems like a good starting point if you want to see some impact. Interestingly, adding **very** as a keyword may have a similar or even stronger effect. |
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""" |
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) |
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with gr.Column(): |
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tbAdjustStrength = gr.Textbox(label="Adjust strength", placeholder="Enter prompt here") |
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sbAdjustStrength = gr.Slider(0.1, 2.0, value=1.3, step=0.1, label="Strength") |
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bAdjustStrength = gr.Button('Insert') |
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with gr.Row(): |
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with gr.Column(): |
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tbMorphFrom = gr.Textbox(label="Morph from", placeholder="Prompt A") |
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tbMorphTo = gr.Textbox(label="Morph to", placeholder="Prompt B") |
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sbMorphStrength = gr.Slider(0.05, 0.95, value=0.5, step=0.05, label="Starting point") |
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bInsertMorph = gr.Button('Insert') |
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with gr.Column(): |
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gr.Markdown( |
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""" |
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You can start with a prompt element and then, after a certain percentage of steps, start converting this prompt into something else. Basically it looks like [A:B:0.5] with A being the first part to do, B being what it should be morphing into and 0.5 representing a percentage of when it should start the conversion process. Thus in case of 0.5 that is 50% of the whole process. |
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""") |
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with gr.Row(): |
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with gr.Column(): |
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gr.Markdown( |
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""" |
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You can mix two prompt elements where each step they get swapped. It looks like [A|B] thus processing A each odd step and B each even step. |
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""") |
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with gr.Column(): |
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tbBounceFrom = gr.Textbox(label="Bounce from", placeholder="Prompt A") |
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rbBounceTo = gr.Textbox(label="Bounce to", placeholder="Prompt B") |
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bBounce = gr.Button('Insert') |
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with gr.Row(): |
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gr.Markdown( |
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""" |
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These last two sections appear to benefit from increasing sampling steps and CFG scale. |
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### Example images, adding your own selections to dropdowns |
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Example images stored in the script folders are more than just images. Their filenames are used to create the **Direction**, **Mood**, **Artist** and Art **movement** dropdown selections. This gives you the ability to Add/Remove parameters as you wish. Just place an image in the folder and name it as the option you want to see in the dropdown. Delete image file to remove that option. |
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|
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In case you would like to suggest an artist be added to the roster, I would recommend making 8+ sample images first. To see if SD actually "knows" that artist and their style appears unique enough. The portraits you can see in the info pages were generated with the following settings: |
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|
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### Sample portrait prompt |
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Positive: Portrait of an attractive young lady,flower field background,(by [X]:1.3), square ratio |
|
Negative - missing limbs, extra limbs, watermark,label,text |
|
|
|
[X] is **Artist Name Surname** From my research adding **Artist** can really help to get the correct look. |
|
|
|
20 steps on Euler A |
|
Seed - 669 - batch of 4 images |
|
|
|
Generally that produces a fairly nice portrait with enough room to show off the given style. Do compare the results to the actual style. As SD will produce something it 'thinks' may be correct based on their name (guessing nationality, basing it on something that has mentioned a similar name etc) and that influences the results, but not in a good way. |
|
""") |
|
|
|
if self.txt2img_prompt is not None: |
|
bAdjustStrength.click(fn=lambda p,x,y: p + "(" + x + ":" + str(y) + ")", |
|
inputs = [self.txt2img_prompt,tbAdjustStrength,sbAdjustStrength], |
|
outputs = [self.txt2img_prompt]) |
|
|
|
bInsertMorph.click(fn=lambda p,x,y,z: p + "[" + x + ":" + y + ":" + str(z) + "]", |
|
inputs = [self.txt2img_prompt,tbMorphFrom,tbMorphTo,sbMorphStrength], |
|
outputs = [self.txt2img_prompt]) |
|
|
|
bBounce.click(fn=lambda p,x,y: p + "[" + x + "|" + y + "]", |
|
inputs = [self.txt2img_prompt,tbBounceFrom,rbBounceTo], |
|
outputs = [self.txt2img_prompt]) |
|
|
|
if self.img2img_prompt is not None: |
|
bAdjustStrength.click(fn=lambda p,x,y: p + "(" + x + ":" + str(y) + ")", |
|
inputs = [self.img2img_prompt,tbAdjustStrength,sbAdjustStrength], |
|
outputs = [self.img2img_prompt]) |
|
|
|
bInsertMorph.click(fn=lambda p,x,y,z: p + "[" + x + ":" + y + ":" + str(z) + "]", |
|
inputs = [self.img2img_prompt,tbMorphFrom,tbMorphTo,sbMorphStrength], |
|
outputs = [self.img2img_prompt]) |
|
|
|
bBounce.click(fn=lambda p,x,y: p + "[" + x + "|" + y + "]", |
|
inputs = [self.img2img_prompt,tbBounceFrom,rbBounceTo], |
|
outputs = [self.img2img_prompt]) |
|
|
|
with gr.Tab("Help"): |
|
gr.Markdown( |
|
""" |
|
## Hello, StylePile here |
|
### Introduction |
|
**StylePile** is a mix and match system for adding elements to prompts that affect the style of the result. Hence the name. By default, these elements are placed in a specific order and given strength values. Which means the result sort-of evolves. I have generated thousands of images for each main **Image type** and tweaked the keywords to attempt giving expected results most of the time. Certainly, your suggestions for improvements are very welcome. |
|
### Base workflow |
|
You select extra settings in this script and then hit the standard orange **Generate** button to get results. |
|
|
|
For example, if you select the **Painting** image type, then almost all results will look like Paintings. Selecting **Mood** will have a certain influence on the overall look in some way (if it's something humanoid it may show emotion, but also colors and overall feel may change). Setting **Colors** will change the general tonality of the result. And setting **View** will attempt to change how the subject is viewed. Attempt, because view appears to be the least reliable keyword. These elements are placed in order of influence and supported by certain strength values. These basic settings produce very quick results close to the general look you want. |
|
![]({path.join(ResourceDir,"Artists.jpg") ''}) |
|
Moving on, adding a **Art movement** will combine with **Image type** to influence how the result generally looks. These styles are based on classic and modern Painting/Art/design movements (which I picked after hours and thousands of samples of testing) and can have a strong influence on the end result. Either it will be more realistic or artistic, or look like a comic book etc. In general, this is a really strong element for getting the look you want. Its influence can be adjusted with the slider above. Experiment with the values, keeping in mind that anything above 1.5 will start becoming a mess. In a similar way, but more focused, you can select an **Artist** and, of course, that will have a very visible effect on the result as well. Currently there are 135 artists, 55 art styles and 25 emotions available for selection and represented with preview images. |
|
|
|
Strength of these settings has been preset at 1.3, as that appears to be the golden ratio for getting good results. Sometimes very low settings have an interesting result as well. You can, and should, freely mix and match these settings to get different results. Classic Painting styles affected or affecting 3D look quite interesting. Photography can look cool with some of the brighter, more artistic styles etc. Sometimes raising CFG scale to 15,20 or more also helps to REALLY push the style onto the image. |
|
|
|
### Advanced workflow |
|
StylePile can overtake the generation process, allowing you to generate a large amount of different results with very little extra work. There are two types of variables you can use: [X] and [R]. When you add an [X] to your prompt, it sequentially takes values from the **Sequential prompts** text area. You can have dozens of lines there and they will be processed in sequence. When you add [R] to the prompt a value from the **Random** text area will be inserted in its place. By combining these a huge variety in prompts is very easy to do. |
|
|
|
When using this, **Batch count** will move through the prompts and **Batch size** will set how many copies with the given prompt to make. If the seed is not random, it will increase with each batch size step. Any random elements will still be picked randomly. |
|
|
|
### In conclusion |
|
I made this because manually changing keywords, looking up possible styles, etc was a pain. It is meant as a fun tool to explore possibilities and make learning Stable Diffusion easier. If you have some ideas or, better yet, would like to contribute in some way*, just visit https://github.com/some9000/StylePile |
|
|
|
*Hey, if you have a 12Gb graphics card just laying around I'm happy to take it (: |
|
""") |
|
|
|
return [ddResultConcept, |
|
cbChangeCount, |
|
cbIncreaseSeed, |
|
strSequentialPrompt, |
|
strSubSequentialPrompt, |
|
strRandomPromptA, |
|
strRandomPromptB, |
|
strRandomPromptC, |
|
slResultTypeStrength, |
|
ddCoreResultType, |
|
ddResultDirection, |
|
slResultDirectionStrength, |
|
ddResultMood, |
|
slResultMoodStrength, |
|
ddResultColor, |
|
slResultColorStrength, |
|
selArtMovementStrengthA, |
|
selArtMovementA, |
|
selArtMovementStrengthB, |
|
selArtMovementB, |
|
selArtMovementStrengthC, |
|
selArtMovementC, |
|
sliImageArtistStrengthA, |
|
selArtistA, |
|
sliImageArtistStrengthB, |
|
selArtistB, |
|
sliImageArtistStrengthC, |
|
selArtistC, |
|
cbShowTips, |
|
ddPreset |
|
] |
|
|
|
|
|
|
|
def run(self, p, |
|
ddResultConcept, |
|
cbChangeCount, |
|
cbIncreaseSeed, |
|
strSequentialPrompt: str, |
|
strSubSequentialPrompt: str, |
|
strRandomPromptA: str, |
|
strRandomPromptB: str, |
|
strRandomPromptC: str, |
|
slResultTypeStrength, |
|
ddCoreResultType, |
|
ddResultDirection, |
|
slResultDirectionStrength, |
|
ddResultMood, |
|
slResultMoodStrength, |
|
ddResultColor, |
|
slResultColorStrength, |
|
selArtMovementStrengthA, |
|
selArtMovementA, |
|
selArtMovementStrengthB, |
|
selArtMovementB, |
|
selArtMovementStrengthC, |
|
selArtMovementC, |
|
sliImageArtistStrengthA, |
|
selArtistA, |
|
sliImageArtistStrengthB, |
|
selArtistB, |
|
sliImageArtistStrengthC, |
|
selArtistC, |
|
cbShowTips, |
|
ddPreset |
|
): |
|
|
|
|
|
if len(p.prompt) == 0: |
|
print( |
|
f"\nEmpty prompt! It helps to have at least some guidance for SD. Remember to insert an [X], [A] or [B] into main prompt if you want to use variable values.") |
|
return |
|
|
|
|
|
BatchLines = [x.strip() for x in strSequentialPrompt.splitlines()] |
|
LineCount = len(BatchLines) |
|
|
|
SubBatchLines = [x.strip() for x in strSubSequentialPrompt.splitlines()] |
|
SubLineCount = len(SubBatchLines) |
|
|
|
TempText = "" |
|
SubTempText = "" |
|
|
|
images = [] |
|
seeds = [] |
|
prompts = [] |
|
infotexts = [] |
|
|
|
|
|
MainJobCount = p.n_iter |
|
p.n_iter = 1 |
|
|
|
SubIterationCount = p.batch_size |
|
p.batch_size = 1 |
|
|
|
|
|
if cbChangeCount == True and len(strSequentialPrompt) > 0: |
|
MainJobCount = LineCount |
|
|
|
SubCycleCount = 1 |
|
|
|
if SubLineCount > 0: |
|
SubCycleCount = SubLineCount |
|
|
|
|
|
RandomLinesA = [r.strip() for r in strRandomPromptA.splitlines()] |
|
RandomLinesB = [r.strip() for r in strRandomPromptB.splitlines()] |
|
RandomLinesC = [r.strip() for r in strRandomPromptC.splitlines()] |
|
|
|
|
|
state.job_count = MainJobCount * SubIterationCount * SubCycleCount |
|
|
|
CurrentChoice = 0 |
|
SubCurrentChoice = 0 |
|
|
|
FinalResultDirection = "" |
|
|
|
for x in range(MainJobCount): |
|
SeedStep = 0 |
|
|
|
AllMovements = "" |
|
AllArtists = "" |
|
|
|
|
|
|
|
|
|
if selArtistA != "Not set": |
|
|
|
if selArtistA == "Random": |
|
AllArtists += ",(by Artist " + random.choice(ResultArtistList) + \ |
|
":" + str(sliImageArtistStrengthA) + ")" |
|
|
|
else: |
|
AllArtists += ",(by Artist " + selArtistA + \ |
|
":" + str(sliImageArtistStrengthA) + ")" |
|
|
|
if selArtistB != "Not set": |
|
if selArtistB == "Random": |
|
AllArtists += ",(by Artist " + random.choice(ResultArtistList) + \ |
|
":" + str(sliImageArtistStrengthB) + ")" |
|
else: |
|
AllArtists += ",(by Artist " + selArtistB + \ |
|
":" + str(sliImageArtistStrengthB) + ")" |
|
|
|
if selArtistC != "Not set": |
|
if selArtistC == "Random": |
|
AllArtists += ",(by Artist " + random.choice(ResultArtistList) + \ |
|
":" + str(sliImageArtistStrengthC) + ")" |
|
else: |
|
AllArtists += ",(by Artist " + selArtistC + \ |
|
":" + str(sliImageArtistStrengthC) + ")" |
|
|
|
|
|
|
|
|
|
if selArtMovementA != "Not set": |
|
if selArtMovementA == "Random": |
|
AllMovements += ",(" + random.choice(ArtMovementList) + ":" + str(selArtMovementStrengthA) + ")" |
|
else: |
|
AllMovements += ",(" + selArtMovementA + ":" + str(selArtMovementStrengthA) + ")" |
|
|
|
if selArtMovementB != "Not set": |
|
if selArtMovementB == "Random": |
|
AllMovements += ",(" + random.choice(ArtMovementList) + ":" + str(selArtMovementStrengthB) + ")" |
|
else: |
|
AllMovements += ",(" + selArtMovementB + ":" + str(selArtMovementStrengthB) + ")" |
|
|
|
if selArtMovementC != "Not set": |
|
if selArtMovementC == "Random": |
|
AllMovements += ",(" + random.choice(ArtMovementList) + ":" + str(selArtMovementStrengthC) + ")" |
|
else: |
|
AllMovements += ",(" + selArtMovementC + ":" + str(selArtMovementStrengthC) + ")" |
|
|
|
|
|
|
|
for y in range(SubIterationCount): |
|
|
|
|
|
FinalResultMood = "" |
|
FinalResultColor = "" |
|
FinalConcept = "" |
|
|
|
|
|
MainType = "" |
|
|
|
TypeFront = "" |
|
TypePositives = "" |
|
TypeNegatives = "" |
|
|
|
|
|
|
|
if ddResultConcept != "Not set": |
|
if ddResultConcept == "Random": |
|
FinalConcept = random.choice(ElementConcept) |
|
else: |
|
FinalConcept = ddResultConcept |
|
else: |
|
FinalConcept = "" |
|
|
|
|
|
if ResultType[ddCoreResultType] != "": |
|
|
|
if ResultType[ddCoreResultType] == "Random": |
|
MainType = random.choice(ResultNames) |
|
|
|
else: |
|
MainType = ddCoreResultType |
|
|
|
|
|
|
|
if ddResultDirection != "Not set": |
|
if ddResultDirection == "Random": |
|
FinalResultDirection = " (" + random.choice( |
|
ResultDirectionList) + ":" + str(slResultDirectionStrength) + ") " |
|
else: |
|
FinalResultDirection = " (" + ddResultDirection + \ |
|
":" + str(slResultDirectionStrength) + ") " |
|
|
|
|
|
|
|
|
|
if ddResultMood != "Not set": |
|
if ddResultMood == "Random": |
|
FinalResultMood = ",(" + random.choice(ResultMoodList) + \ |
|
":" + str(slResultMoodStrength) + ") " |
|
else: |
|
FinalResultMood = ",(" + ddResultMood + \ |
|
":" + str(slResultMoodStrength) + ") " |
|
|
|
|
|
|
|
|
|
TempText = "" |
|
if LineCount > 0: |
|
if len(BatchLines[CurrentChoice % LineCount]) > 0: |
|
TempText = BatchLines[CurrentChoice % LineCount] |
|
|
|
|
|
TempText = p.prompt.replace("[X]", TempText) |
|
|
|
|
|
|
|
|
|
if len(RandomLinesA) > 0: |
|
TempText = TempText.replace( |
|
"[A]", random.choice(RandomLinesA)) |
|
else: |
|
TempText = TempText.replace("[A]", "") |
|
|
|
if len(RandomLinesB) > 0: |
|
TempText = TempText.replace( |
|
"[B]", random.choice(RandomLinesB)) |
|
else: |
|
TempText = TempText.replace("[B]", "") |
|
|
|
if len(RandomLinesC) > 0: |
|
TempText = TempText.replace( |
|
"[C]", random.choice(RandomLinesC)) |
|
else: |
|
TempText = TempText.replace("[C]", "") |
|
|
|
|
|
|
|
|
|
if ddResultColor!= "Not set": |
|
if ddResultColor == "Random": |
|
FinalResultColor = ",(" + random.choice(ResultColorList) + \ |
|
":" + str(slResultColorStrength) + ") " |
|
else: |
|
FinalResultColor = ",(" + ddResultColor + \ |
|
":" + str(slResultColorStrength) + ") " |
|
|
|
|
|
|
|
|
|
if MainType != "": |
|
|
|
TypeFront = "(" + FinalConcept + " " + ResultTypeBefore[MainType] + \ |
|
":" + str(slResultTypeStrength) + ") of " |
|
TypePositives = ResultTypePositives[MainType] |
|
TypeNegatives = ResultTypeNegatives[MainType] |
|
|
|
|
|
MainPositive = TypeFront + FinalResultDirection + FinalResultMood + TempText + \ |
|
AllArtists + TypePositives + AllMovements + \ |
|
FinalResultColor + Preset[ddPreset] |
|
|
|
|
|
MainNegative = p.negative_prompt |
|
|
|
|
|
|
|
SubCurrentChoice = 0 |
|
|
|
for z in range(SubCycleCount): |
|
|
|
copy_p = copy.copy(p) |
|
|
|
if copy_p.seed != -1: |
|
copy_p.seed += SeedStep |
|
|
|
SubTempText = "" |
|
if SubLineCount > 0: |
|
if len(SubBatchLines[SubCurrentChoice % SubLineCount]) > 0: |
|
SubTempText = SubBatchLines[SubCurrentChoice % SubLineCount] |
|
|
|
TempText = MainPositive.replace("[Y]", SubTempText) |
|
|
|
TempText = TempText.replace("[xs]", str(random.randrange(100000,999999,1))) |
|
TempText = TempText.replace("[XS]", str(random.randrange(100000,999999,1))) |
|
|
|
TempText = TempText.replace("[s]", ''.join(random.choices("0123456789ABCDEFGHIJKLMNOPQRSTUVWXYZ", k=5))) |
|
TempText = TempText.replace("[S]", ''.join(random.choices("0123456789ABCDEFGHIJKLMNOPQRSTUVWXYZ", k=5))) |
|
|
|
TempText = TempText.replace("[m]", ''.join(random.choices("0123456789ABCDEFGHIJKLMNOPQRSTUVWXYZ", k=10))) |
|
TempText = TempText.replace("[M]", ''.join(random.choices("0123456789ABCDEFGHIJKLMNOPQRSTUVWXYZ", k=10))) |
|
|
|
TempText = TempText.replace("[l]", ''.join(random.choices("0123456789ABCDEFGHIJKLMNOPQRSTUVWXYZ", k=5)) + " " + ''.join(random.choices("0123456789ABCDEFGHIJKLMNOPQRSTUVWXYZ", k=5))) |
|
TempText = TempText.replace("[L]", ''.join(random.choices("0123456789ABCDEFGHIJKLMNOPQRSTUVWXYZ", k=5)) + " " + ''.join(random.choices("0123456789ABCDEFGHIJKLMNOPQRSTUVWXYZ", k=5))) |
|
|
|
TempText = TempText.replace("[xl]", ''.join(random.choices("0123456789ABCDEFGHIJKLMNOPQRSTUVWXYZ", k=10)) + " " + ''.join(random.choices("0123456789ABCDEFGHIJKLMNOPQRSTUVWXYZ", k=10))) |
|
TempText = TempText.replace("[XL]", ''.join(random.choices("0123456789ABCDEFGHIJKLMNOPQRSTUVWXYZ", k=10)) + " " + ''.join(random.choices("0123456789ABCDEFGHIJKLMNOPQRSTUVWXYZ", k=10))) |
|
|
|
|
|
TempText = " ".join(TempText.split()) |
|
TempText = TempText.replace(",,", ",") |
|
TempText = TempText.replace(" ,", ",") |
|
TempText = TempText.replace(",", ",") |
|
TempText = TempText.replace("( ", "(") |
|
TempText = TempText.replace(" )", ")") |
|
TempText = TempText.strip(",") |
|
TempText = TempText.strip() |
|
|
|
copy_p.prompt = TempText |
|
|
|
|
|
|
|
|
|
TempText = MainNegative + TypeNegatives + \ |
|
AlwaysBad + PresetNegatives[ddPreset] |
|
|
|
TempText = " ".join(TempText.split()) |
|
TempText = " ".join(TempText.split()) |
|
TempText = TempText.replace(",,", ",") |
|
TempText = TempText.replace(" ,", ",") |
|
TempText = TempText.replace(",", ",") |
|
TempText = TempText.replace("( ", "(") |
|
TempText = TempText.replace(" )", ")") |
|
TempText = TempText.strip(",") |
|
TempText = TempText.strip() |
|
|
|
copy_p.negative_prompt = TempText |
|
|
|
|
|
|
|
|
|
print(f"\n\n[Prompt {x+1}/{MainJobCount}][Iteration {y+1}/{SubIterationCount}][SubPrompt {z}/{SubLineCount}][Seed {int(copy_p.seed)}] >>> Positives <<< {copy_p.prompt} >>> Negatives <<< {copy_p.negative_prompt}\n") |
|
|
|
proc = process_images(copy_p) |
|
infotexts += proc.infotexts |
|
images += proc.images |
|
seeds.append(proc.seed) |
|
prompts.append(proc.prompt) |
|
|
|
SubCurrentChoice += 1 |
|
|
|
if cbIncreaseSeed == True: |
|
SeedStep += 1 |
|
|
|
CurrentChoice += 1 |
|
|
|
p.batch_size = MainJobCount |
|
p.n_iter = SubIterationCount |
|
|
|
if cbShowTips: |
|
print( |
|
f"\n\nStylePile processing complete. Here's a random tip:\n{random.choice(TipsAndTricks)}\n") |
|
|
|
return Processed(p=p, images_list=images, seed=p.seed, all_seeds=seeds, all_prompts=prompts, info=infotexts[0], |
|
infotexts=infotexts) |
|
|
