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sd-scripts/config.toml

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+[general]
+
+[[datasets]]
+resolution = 1024                                    # Training resolution
+batch_size = 4                                      # Batch size
+
+  [[datasets.subsets]]
+  image_dir = '../images'                     # Specify the folder containing the training images
+  num_repeats = 10                          # Number of repetitions for training images
+  metadata_file = 'metadata.json'            # Metadata file name

sd-scripts/convert_to_metadata_of_kohya.py

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+import json
+import os
+from pathlib import Path
+
+image_paths = os.listdir('../images')
+
+metadata = {}
+for image_path in image_paths:
+    caption = Path(image_path).stem
+    metadata[image_path] = caption
+
+with open('metadata.json', 'w') as f:
+    json.dump(metadata, f, indent=4)

sd-scripts/metadata.json

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+{
+    "Minimalist Deer Landscape Scenery Mountain Lake .jpg": "Minimalist Deer Landscape Scenery Mountain Lake ",
+    "Reindeer Fantasy Minimalist Digital Art .jpg": "Reindeer Fantasy Minimalist Digital Art ",
+    "Joker Fire Force Minimalist Anime .jpg": "Joker Fire Force Minimalist Anime ",
+    "City Minimalist Digital Art Planet Saturn .jpg": "City Minimalist Digital Art Planet Saturn ",
+    "Minimalist Chilling Slurpee Glasses Simple Background .jpg": "Minimalist Chilling Slurpee Glasses Simple Background ",
+    "Sunset Mountain Synthwave Minimalist .jpg": "Sunset Mountain Synthwave Minimalist ",
+    "Scoob Minimalist Poster .jpg": "Scoob Minimalist Poster ",
+    "Minimalist Scenery Mountain Sun Landscape .jpg": "Minimalist Scenery Mountain Sun Landscape ",
+    "Rick and Morty Minimalist Synthwave .jpg": "Rick and Morty Minimalist Synthwave ",
+    "Minimalist Silhouette Night Telescope Vector .jpg": "Minimalist Silhouette Night Telescope Vector ",
+    "Gowther Minimalist Nanatsu no Taizai .jpg": "Gowther Minimalist Nanatsu no Taizai ",
+    "Satoru Gojo Jujutsu Kaisen Minimalist Anime .jpg": "Satoru Gojo Jujutsu Kaisen Minimalist Anime ",
+    "Cyberpunk: Edgerunners Lucy David Minimalist .jpg": "Cyberpunk: Edgerunners Lucy David Minimalist ",
+    "Shaman King Yoh Asakura Amidamaru Minimalist .jpg": "Shaman King Yoh Asakura Amidamaru Minimalist ",
+    "Fire Force Company 8 Minimalist .jpg": "Fire Force Company 8 Minimalist ",
+    "Thanos Infinity Gauntlet Minimalist .jpg": "Thanos Infinity Gauntlet Minimalist ",
+    "Minimalist Night Scenery Forest Deer Silhouette .jpg": "Minimalist Night Scenery Forest Deer Silhouette ",
+    "Daredevil Minimalist .jpg": "Daredevil Minimalist ",
+    "Frieren: Beyond Journey's End Characters Minimalist .jpg": "Frieren: Beyond Journey's End Characters Minimalist ",
+    "Minimalist Sun Dim Light Clouds .jpg": "Minimalist Sun Dim Light Clouds ",
+    "King Sacred Treasure Spirit Spear Chastiefol Nanatsu no Taizai Minimalist .jpg": "King Sacred Treasure Spirit Spear Chastiefol Nanatsu no Taizai Minimalist ",
+    "Meliodas Minimalist Lostvayne Sword Sacred Treasure Nanatsu noTaizai .jpg": "Meliodas Minimalist Lostvayne Sword Sacred Treasure Nanatsu noTaizai ",
+    "Seven Deadly Sins Members Minimalist Nanatsu no Taizai .jpg": "Seven Deadly Sins Members Minimalist Nanatsu no Taizai ",
+    "Fantasy Knight Scenery Minimalist .jpg": "Fantasy Knight Scenery Minimalist ",
+    "Money Heist The Professor Dali Mask Minimalist .jpg": "Money Heist The Professor Dali Mask Minimalist ",
+    "Mountain Scenery Minimalist .jpg": "Mountain Scenery Minimalist ",
+    "Batman Signal Minimalist .jpg": "Batman Signal Minimalist ",
+    "Minimalist Background Twilight Breeze .jpg": "Minimalist Background Twilight Breeze ",
+    "Sunset Palm Trees Silhouette Minimalist Art .jpg": "Sunset Palm Trees Silhouette Minimalist Art ",
+    "Winter Scenery Minimalist Night Landscape Digital Art .jpg": "Winter Scenery Minimalist Night Landscape Digital Art ",
+    "Thor Lighting Minimalist Marvel .jpg": "Thor Lighting Minimalist Marvel ",
+    "Hot Air Balloons Sunset Scenery Minimalist .jpg": "Hot Air Balloons Sunset Scenery Minimalist ",
+    "Space Soldier Minimalist .jpg": "Space Soldier Minimalist ",
+    "Classroom of the Elite Suzune Horikita Minimalist .jpg": "Classroom of the Elite Suzune Horikita Minimalist ",
+    "Nature Minimalist Scenery Silhouette .jpg": "Nature Minimalist Scenery Silhouette ",
+    "Geralt The Witcher Minimalist .jpg": "Geralt The Witcher Minimalist ",
+    "Wolf Howling Moon Minimalist Silhouette Vector .jpg": "Wolf Howling Moon Minimalist Silhouette Vector ",
+    "Minimalist Moon Silhouette Scenery .jpg": "Minimalist Moon Silhouette Scenery ",
+    "Minimalist Background Morning Breeze .jpg": "Minimalist Background Morning Breeze ",
+    "Sunset Minimalist Sports Car Palm Scenery .jpg": "Sunset Minimalist Sports Car Palm Scenery ",
+    "Morning Scenery Minimalist .jpg": "Morning Scenery Minimalist ",
+    "Deer Sunset Minimalist .jpg": "Deer Sunset Minimalist ",
+    "Fire Force Company 8 Anime Minimalist .jpg": "Fire Force Company 8 Anime Minimalist ",
+    "Jericho Nanatsu no Taizai Minimalist .jpg": "Jericho Nanatsu no Taizai Minimalist ",
+    "Star-Lord Minimalist Marvel Comics .jpg": "Star-Lord Minimalist Marvel Comics ",
+    "Suzune Horikita Classroom of the Elite Minimalist .jpg": "Suzune Horikita Classroom of the Elite Minimalist ",
+    "Minimalist Moon Night River Landscape Scenery .jpg": "Minimalist Moon Night River Landscape Scenery ",
+    "Snowy Mountain Scenery Minimalist .jpg": "Snowy Mountain Scenery Minimalist ",
+    "Solar System Planet Simple Minimalist .jpg": "Solar System Planet Simple Minimalist ",
+    "The Mandalorian Minimalist .jpg": "The Mandalorian Minimalist ",
+    "Black Adam Movie Minimalist Art .jpg": "Black Adam Movie Minimalist Art ",
+    "Minimalist Sunset Sun Forest Scenery .jpg": "Minimalist Sunset Sun Forest Scenery ",
+    "Sci-Fi Scenery Minimalist .jpg": "Sci-Fi Scenery Minimalist ",
+    "Rick and Morty Minimalist .jpg": "Rick and Morty Minimalist ",
+    "Night City Moon Minimalist Digital Art .jpg": "Night City Moon Minimalist Digital Art ",
+    "Forest Mountains Sunrise Minimalist Scenery Nature Art .jpg": "Forest Mountains Sunrise Minimalist Scenery Nature Art ",
+    "Alice Sword Art Online Alicization Minimalist .jpg": "Alice Sword Art Online Alicization Minimalist ",
+    "Ace One Piece Minimalist .jpg": "Ace One Piece Minimalist ",
+    "Elektra Minimalist .jpg": "Elektra Minimalist ",
+    "Mountain Lake Scenery Minimalist .jpg": "Mountain Lake Scenery Minimalist ",
+    "Samurai Full Moon Anime Minimalist .jpg": "Samurai Full Moon Anime Minimalist ",
+    "Fantasy Scenery Minimalist Illustration Digital Art .jpg": "Fantasy Scenery Minimalist Illustration Digital Art ",
+    "Minimalist Neon City Landscape Digital Art .jpg": "Minimalist Neon City Landscape Digital Art ",
+    "Black Widow 2020 Movie Minimalist .jpg": "Black Widow 2020 Movie Minimalist ",
+    "Escanor Nanatsu no Taizai Minimalist .jpg": "Escanor Nanatsu no Taizai Minimalist ",
+    "Wolf Howling Silhouette Minimalist Night Scenery Minimalist .jpg": "Wolf Howling Silhouette Minimalist Night Scenery Minimalist ",
+    "Minimalist Diving Suit Simple Background .jpg": "Minimalist Diving Suit Simple Background ",
+    "Christmas Nativity of Jesus Minimalist .jpg": "Christmas Nativity of Jesus Minimalist ",
+    "Arisu Sakayanagi Classroom of the Elite Minimalist .jpg": "Arisu Sakayanagi Classroom of the Elite Minimalist ",
+    "Geralt The Witcher Minimalist Moon Night .jpg": "Geralt The Witcher Minimalist Moon Night ",
+    "Minimalist City Sunset Buildings .jpg": "Minimalist City Sunset Buildings ",
+    "Fire Force Anime Minimalist Shinra Arthur .jpg": "Fire Force Anime Minimalist Shinra Arthur ",
+    "Minimalist Mountain Lake Scenery Landscape .jpg": "Minimalist Mountain Lake Scenery Landscape ",
+    "Fox Cave Minimalist .jpg": "Fox Cave Minimalist ",
+    "Meliodas Demon Mark Minimalist Nanatsu no Taizai .jpg": "Meliodas Demon Mark Minimalist Nanatsu no Taizai ",
+    "Sunset Minimalist Scenery .jpg": "Sunset Minimalist Scenery ",
+    "Escanor Cruel Sun Sin of Pride Minimalist Nanatsu no Taizai .jpg": "Escanor Cruel Sun Sin of Pride Minimalist Nanatsu no Taizai ",
+    "Minimalist Night Moon Giraffe Silhouette Vector .jpg": "Minimalist Night Moon Giraffe Silhouette Vector ",
+    "Rey vs Kylo Ren Minimalist Star Wars The Rise of Skywalker .jpg": "Rey vs Kylo Ren Minimalist Star Wars The Rise of Skywalker ",
+    "Deer Night Scenery Minimalist .jpg": "Deer Night Scenery Minimalist ",
+    "Sunset Lake Minimalist Digital Art Scenery .jpg": "Sunset Lake Minimalist Digital Art Scenery ",
+    "Minimalist Forest Moon Night Clouds Scenery .jpg": "Minimalist Forest Moon Night Clouds Scenery ",
+    "Amidamaru Shaman King Minimalist .jpg": "Amidamaru Shaman King Minimalist ",
+    "Sunset Mountain Minimalist .jpg": "Sunset Mountain Minimalist ",
+    "Wolf Minimalist .jpg": "Wolf Minimalist ",
+    "Mountain Landscape Minimalist Scenery .jpg": "Mountain Landscape Minimalist Scenery ",
+    "Deadpool Minimalist Deadpool and Wolverine .jpg": "Deadpool Minimalist Deadpool and Wolverine ",
+    "Cyberpunk: Edgerunners David Minimalist .jpg": "Cyberpunk: Edgerunners David Minimalist ",
+    "Baby Yoda Minimalist The Mandalorian .jpg": "Baby Yoda Minimalist The Mandalorian ",
+    "King Spirit Spear Chastiefol Sacred Treasure Minimalist Nanatsu no Taizai .jpg": "King Spirit Spear Chastiefol Sacred Treasure Minimalist Nanatsu no Taizai ",
+    "Three Kings Nativity of Jesus .jpg": "Three Kings Nativity of Jesus ",
+    "Men Mountain Backpack Silhouette Moon Minimalist .jpg": "Men Mountain Backpack Silhouette Moon Minimalist ",
+    "Sunrise Minimalist Scenery .jpg": "Sunrise Minimalist Scenery ",
+    "Landscape Minimalist Nature Mountain Art .jpg": "Landscape Minimalist Nature Mountain Art ",
+    "City Night Minimalist Digital Art .jpg": "City Night Minimalist Digital Art ",
+    "Sunset Minimalist Bridge Digital Art .jpg": "Sunset Minimalist Bridge Digital Art ",
+    "Christmas Santa Claus Sleigh Minimalist .jpg": "Christmas Santa Claus Sleigh Minimalist ",
+    "Yoh Asakura Shaman King Minimalist .jpg": "Yoh Asakura Shaman King Minimalist ",
+    "Meliodas Sword Lostvayne Minimalist Nanatsu no Taizai .jpg": "Meliodas Sword Lostvayne Minimalist Nanatsu no Taizai ",
+    "Sunset Lightning Dark Minimalist Synthwave Digital Art .jpg": "Sunset Lightning Dark Minimalist Synthwave Digital Art ",
+    "Minimalist Digital Art Farm .jpg": "Minimalist Digital Art Farm ",
+    "Mountain Minimalist Scenery .jpg": "Mountain Minimalist Scenery ",
+    "The Witcher Wolf Minimalist .jpg": "The Witcher Wolf Minimalist ",
+    "Halloween Night Graveyard Minimalist .jpg": "Halloween Night Graveyard Minimalist ",
+    "Elizabeth Liones Minimalist Nanatsu no Taizai .jpg": "Elizabeth Liones Minimalist Nanatsu no Taizai ",
+    "Thor Minimalist .jpg": "Thor Minimalist ",
+    "Meliodas Minimalist Demon Mark Nanatsu no Taizai .jpg": "Meliodas Minimalist Demon Mark Nanatsu no Taizai ",
+    "Wolf Silhouette Howling Minimalist .jpg": "Wolf Silhouette Howling Minimalist ",
+    "Sunset Moutain Minimalist Digital Art .jpg": "Sunset Moutain Minimalist Digital Art ",
+    "The Mandalorian Minimalist Background .jpg": "The Mandalorian Minimalist Background ",
+    "Minimalist Background Scenery .jpg": "Minimalist Background Scenery ",
+    "Cyberpunk City Minimalist Digital Art .jpg": "Cyberpunk City Minimalist Digital Art ",
+    "Jet Fighters Minimalist .jpg": "Jet Fighters Minimalist ",
+    "Kikyo Kushida Classroom of the Elite Minimalist .jpg": "Kikyo Kushida Classroom of the Elite Minimalist ",
+    "Derieri Nanatsu no Taizai Minimalist .jpg": "Derieri Nanatsu no Taizai Minimalist ",
+    "Camping Nature Sunrise River Night Sky Scenery .jpg": "Camping Nature Sunrise River Night Sky Scenery ",
+    "Sunset Minimalist .jpg": "Sunset Minimalist ",
+    "Minimalist Starry Night Sky Lake Mountain Scenery .jpg": "Minimalist Starry Night Sky Lake Mountain Scenery ",
+    "Beautiful Mountain Nature Colorful Scenery Minimalist .jpg": "Beautiful Mountain Nature Colorful Scenery Minimalist ",
+    "Eagle Sunset Scenery Minimalist .jpg": "Eagle Sunset Scenery Minimalist ",
+    "Cyberpunk 2077 Minimalist .jpg": "Cyberpunk 2077 Minimalist ",
+    "Batman Minimalist .jpg": "Batman Minimalist ",
+    "Minimalist Mountain Firewatch Tower Scenery .jpg": "Minimalist Mountain Firewatch Tower Scenery ",
+    "Merry Christmas Santa Claus Minimalist .jpg": "Merry Christmas Santa Claus Minimalist ",
+    "Gamer Zone Controller Vector Minimalist Joystick .jpg": "Gamer Zone Controller Vector Minimalist Joystick ",
+    "Pacman Eating Planets Minimalist .jpg": "Pacman Eating Planets Minimalist ",
+    "CS:GO Guns Minimalist Background .jpg": "CS:GO Guns Minimalist Background ",
+    "Darkseid Minimalist Justice League 2021 .jpg": "Darkseid Minimalist Justice League 2021 ",
+    "Mountain Landscape Scenery Minimalist .jpg": "Mountain Landscape Scenery Minimalist ",
+    "Sunset Scenery Minimalist Digital Art .jpg": "Sunset Scenery Minimalist Digital Art ",
+    "Night City Moon Digital Art Minimalist .jpg": "Night City Moon Digital Art Minimalist ",
+    "Xbox Controller Minimalist .jpg": "Xbox Controller Minimalist ",
+    "Minimalist Buddha Meditation Moon Night Silhouette Vector .jpg": "Minimalist Buddha Meditation Moon Night Silhouette Vector ",
+    "Nature Scenery River Sunset Minimalist .jpg": "Nature Scenery River Sunset Minimalist ",
+    "Solo Leveling Sung Jin-Woo Minimalist .jpg": "Solo Leveling Sung Jin-Woo Minimalist ",
+    "Lonely Girl Comet Minimalist Digital Art .jpg": "Lonely Girl Comet Minimalist Digital Art ",
+    "Baby Yoda Minimalist .jpg": "Baby Yoda Minimalist ",
+    "Red Dead Redemption Sunset Minimalist Outrun Digital Art Game .jpg": "Red Dead Redemption Sunset Minimalist Outrun Digital Art Game ",
+    "Tamaki Kotatsu Fire Force Anime Minimalist .jpg": "Tamaki Kotatsu Fire Force Anime Minimalist ",
+    "Luffy Boundman Gear Fourth Minimalist One Piece .jpg": "Luffy Boundman Gear Fourth Minimalist One Piece ",
+    "Thor Stormbreaker Axe Minimalist .jpg": "Thor Stormbreaker Axe Minimalist ",
+    "Batman Joker Minimalist .jpg": "Batman Joker Minimalist ",
+    "Minimalist Castle Forest Silhouette Night Sky .jpg": "Minimalist Castle Forest Silhouette Night Sky ",
+    "Justice League Zack Snyder Minimalist .jpg": "Justice League Zack Snyder Minimalist ",
+    "Moon Night Minimalist Scenery Synthwave .jpg": "Moon Night Minimalist Scenery Synthwave ",
+    "Deer River Planet Scenery Minimalist .jpg": "Deer River Planet Scenery Minimalist ",
+    "Colorful Minimalist Nature Landscape Scenery .jpg": "Colorful Minimalist Nature Landscape Scenery ",
+    "Airi Sakura Classroom of the Elite Minimalist .jpg": "Airi Sakura Classroom of the Elite Minimalist ",
+    "Minimalist Abstract Moon Night Scenery Landscape .jpg": "Minimalist Abstract Moon Night Scenery Landscape ",
+    "Black Adam Lightning Minimalist .jpg": "Black Adam Lightning Minimalist ",
+    "Mountains Scenery Sci-Fi Digital Art Minimalist .jpg": "Mountains Scenery Sci-Fi Digital Art Minimalist ",
+    "Starry Night Sky Planet Minimalist .jpg": "Starry Night Sky Planet Minimalist ",
+    "Meliodas Minimalist Nanatsu no Taizai .jpg": "Meliodas Minimalist Nanatsu no Taizai ",
+    "Joker Minimalist DC Comics .jpg": "Joker Minimalist DC Comics ",
+    "Lonely Guy Retrowave Minimalist .jpg": "Lonely Guy Retrowave Minimalist ",
+    "Night City Abstract Art Minimalist .jpg": "Night City Abstract Art Minimalist ",
+    "Zeldris and Meliodas Minimalist Nanatsu no Taizai .jpg": "Zeldris and Meliodas Minimalist Nanatsu no Taizai ",
+    "Starfield Game Minimalist .jpg": "Starfield Game Minimalist ",
+    "Captain America Thor Minimalist .jpg": "Captain America Thor Minimalist ",
+    "Night City Minimalist Digital Art Synthwave .jpg": "Night City Minimalist Digital Art Synthwave ",
+    "Minimalist Sunrise Deer Silhouette .jpg": "Minimalist Sunrise Deer Silhouette ",
+    "Wolverine Claws Minimalist .jpg": "Wolverine Claws Minimalist ",
+    "CS:GO Guns Minimalist .jpg": "CS:GO Guns Minimalist ",
+    "The Witcher 3 Wild Hunt Minimalist .jpg": "The Witcher 3 Wild Hunt Minimalist ",
+    "Money Heist Dali Mask Minimalist .jpg": "Money Heist Dali Mask Minimalist ",
+    "Bloodshot Movie Minimalist .jpg": "Bloodshot Movie Minimalist ",
+    "Merlin Minimalist Nanatsu no Taizai .jpg": "Merlin Minimalist Nanatsu no Taizai ",
+    "Deer Silhouette Mountain Forest Nature Minimalist .jpg": "Deer Silhouette Mountain Forest Nature Minimalist ",
+    "Superman Minimalist .jpg": "Superman Minimalist ",
+    "Meliodas Lostvayne Sword Sacred Treasure Minimalist Nanatsu noTaizai .jpg": "Meliodas Lostvayne Sword Sacred Treasure Minimalist Nanatsu noTaizai ",
+    "Nanatsu no Taizai Minimalist .jpg": "Nanatsu no Taizai Minimalist ",
+    "The God of High School Jin Mori Han Daewi Minimalist .jpg": "The God of High School Jin Mori Han Daewi Minimalist ",
+    "Cyberpunk 2077 Samurai Minimalist .jpg": "Cyberpunk 2077 Samurai Minimalist ",
+    "Eugeo Sword Art Online Alicization Minimalist .jpg": "Eugeo Sword Art Online Alicization Minimalist ",
+    "The Witcher Minimalist Netflix .jpg": "The Witcher Minimalist Netflix ",
+    "Moon Night Minimalist Windmill Illustration Digital Art .jpg": "Moon Night Minimalist Windmill Illustration Digital Art ",
+    "Mr. Robot Minimalist .jpg": "Mr. Robot Minimalist ",
+    "Minimalist Sunset Scenery Landscape Digital Art .jpg": "Minimalist Sunset Scenery Landscape Digital Art ",
+    "Minimalist Deer Moon Night Silhouette Vector .jpg": "Minimalist Deer Moon Night Silhouette Vector "
+}