gustproof commited on
Commit
6f70e57
1 Parent(s): c077d87

Create release_notes/v1.0.md

Browse files
Files changed (1) hide show
  1. grimoire/release_notes/v1.0.md +349 -0
grimoire/release_notes/v1.0.md ADDED
@@ -0,0 +1,349 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ # v1.0
2
+
3
+ [Other versions](https://huggingface.co/gustproof/sd-models/tree/main/grimoire)
4
+
5
+ A LoRA based on 4267 [Grimoire A: Private Grimoire Magic Academy](https://grimoire.applibot.co.jp/) cards, recognizing 60+ characters to varying degrees.
6
+
7
+ A request by Civit user themonky007. The model is far from complete but there's currently no plans to further improve it. [The dataset](https://huggingface.co/datasets/gustproof/sd-data/blob/main/grimoire_cards_notext_denoised.zip) is available for those willing to take on the task.
8
+
9
+ Lesson of the day: suitable learning rates can differ significantly between datasets (this uses 2e-4 while the Idolmaster models use 1e-3).
10
+
11
+ [An undertrained version (v0.1)](https://huggingface.co/gustproof/sd-models/blob/main/grimoire/checkpoints/grimoire-v0.1.safetensors) with card text is also available. Unlike v1.0, v0.1 uses Japanese names with spaces (e.g. `朝比奈 龍季`) as character tags. Interestingly, it can produce the correct Romaji initials for out-of-distribution characters quite reliably.
12
+
13
+ ## Usage
14
+ The style itself doesn't have a trigger word. For the characters, below are the character tags and respective top 20 related tags.
15
+
16
+ ```
17
+ Minami Tomoka,
18
+ brown hair, short hair, blush, brown eyes, 1girl, ahoge, smile, looking at viewer, bow, solo, open mouth, hair bow, skirt, :d, outdoors, ribbon, dress, necktie, sky, thighhighs
19
+
20
+ Nobara Hime,
21
+ blonde hair, flower, long hair, 1girl, hair ornament, blue eyes, hair flower, blush, solo, rose, drill hair, looking at viewer, smile, open mouth, frills, bow, red flower, red rose, dress, skirt
22
+
23
+ Kannagi Rei,
24
+ 1girl, long hair, brown hair, solo, brown eyes, looking at viewer, blush, hair between eyes, smile, skirt, outdoors, japanese clothes, holding, open mouth, black hair, yellow eyes, bangs, long sleeves, weapon, day
25
+
26
+ Shinonome Aira,
27
+ long hair, 1girl, looking at viewer, solo, red eyes, blush, smile, open mouth, fang, dress, multicolored hair, grey hair, frills, purple hair, thighhighs, hat, :d, hair between eyes, outdoors, long sleeves
28
+
29
+ Fuyuki Noel,
30
+ 1girl, blonde hair, green eyes, solo, braid, blush, looking at viewer, bow, open mouth, smile, short hair, hair bow, outdoors, twin braids, skirt, :d, ribbon, sky, day, long hair
31
+
32
+ Kishida Natsumi,
33
+ 1girl, long hair, brown hair, twintails, solo, brown eyes, blush, ahoge, open mouth, looking at viewer, smile, hair ornament, ribbon, camera, hair between eyes, holding, fang, skirt, red hair, :d
34
+
35
+ Fuyuki Eve,
36
+ blonde hair, green eyes, long hair, 1girl, solo, hairband, blush, looking at viewer, skirt, open mouth, smile, dress, gloves, outdoors, long sleeves, holding, shirt, flower, sitting, thighhighs
37
+
38
+ Minazuki Fuko,
39
+ blonde hair, blue eyes, long hair, 1girl, braid, solo, twintails, ribbon, hair ribbon, blush, looking at viewer, thighhighs, smile, skirt, open mouth, gloves, necktie, very long hair, school uniform, hat
40
+
41
+ Rurikawa Akiho,
42
+ brown hair, blush, 1girl, brown eyes, solo, open mouth, looking at viewer, ribbon, smile, skirt, hair ribbon, bow, :d, short hair, dress, twintails, outdoors, socks, long hair, day
43
+
44
+ Tachibana Ui,
45
+ long hair, 1girl, purple eyes, braid, solo, looking at viewer, antenna hair, ribbon, blonde hair, skirt, hair between eyes, bow, hair ribbon, blush, hair bow, sitting, pantyhose, dress, outdoors, flower
46
+
47
+ Momose momo,
48
+ pink hair, 1girl, solo, blush, ahoge, hair ornament, looking at viewer, smile, side ponytail, open mouth, short hair, skirt, brown eyes, long hair, :d, flower, shirt, holding, pink eyes, outdoors
49
+
50
+ Moriya Tsukuyo,
51
+ green eyes, 1girl, long hair, solo, blush, ribbon, looking at viewer, aqua hair, hair ribbon, open mouth, green hair, two side up, skirt, thighhighs, smile, hair ornament, long sleeves, holding, outdoors, twintails
52
+
53
+ Tateno Nozomi,
54
+ 1girl, long hair, solo, black hair, purple eyes, blush, open mouth, looking at viewer, smile, skirt, purple hair, thighhighs, sitting, black eyes, gloves, very long hair, white gloves, boots, outdoors, striped
55
+
56
+ Hattori Azusa,
57
+ green hair, 1girl, green eyes, long hair, solo, looking at viewer, blush, smile, open mouth, scarf, hair ornament, gloves, pantyhose, outdoors, japanese clothes, ninja, fingerless gloves, shorts, red scarf, sparkle
58
+
59
+ Minase Kaoruko,
60
+ long hair, purple eyes, 1girl, black hair, breasts, solo, looking at viewer, smile, mole under eye, mole, ponytail, hair between eyes, blush, open mouth, very long hair, large breasts, skirt, outdoors, day, long sleeves
61
+
62
+ Otonashi ritsu,
63
+ short hair, 1girl, solo, blush, brown hair, smile, yellow eyes, open mouth, brown eyes, looking at viewer, fingerless gloves, gloves, red hair, shorts, thighhighs, skirt, necktie, shirt, bangs, :d
64
+
65
+ Yusa Naruko,
66
+ short hair, 1girl, purple eyes, solo, black hair, smile, looking at viewer, blush, shirt, purple hair, pants, jewelry, open mouth, holding, outdoors, skirt, gloves, white shirt, long sleeves, sky
67
+
68
+ Shirafuji Konoha,
69
+ long hair, blue hair, 1girl, green eyes, hair ornament, blush, heart, solo, looking at viewer, smile, heart hair ornament, open mouth, mole under eye, mole, hairclip, skirt, thighhighs, outdoors, shirt, very long hair
70
+
71
+ Takanashi Miyu,
72
+ short hair, 1girl, yellow eyes, solo, looking at viewer, smile, grey hair, blush, open mouth, flower, outdoors, hair between eyes, hairband, breasts, :d, shirt, day, brown eyes, gloves, long sleeves
73
+
74
+ Narumi Jun,
75
+ blue hair, short hair, 1girl, solo, blush, looking at viewer, smile, open mouth, yellow eyes, earrings, jewelry, green eyes, breasts, skirt, outdoors, necktie, shorts, sitting, shirt, school uniform
76
+
77
+ Shiina Yukari,
78
+ purple hair, glasses, 1girl, long hair, solo, braid, smile, brown eyes, looking at viewer, open mouth, breasts, blush, bow, twin braids, skirt, very long hair, outdoors, dress, holding, flower
79
+
80
+ Wagatsuma Asari,
81
+ blue hair, blush, blue eyes, short hair, solo, looking at viewer, 1girl, open mouth, smile, thighhighs, ahoge, bow, 1boy, hat, skirt, male focus, white thighhighs, otoko no ko, frills, crossdressing
82
+
83
+ Nakazuki Sara,
84
+ brown hair, 1girl, brown eyes, ahoge, blush, solo, open mouth, long hair, bow, smile, animal ears, dress, thighhighs, looking at viewer, frills, outdoors, :d, rabbit ears, gloves, hair ornament
85
+
86
+ Sumeragi Ayaka,
87
+ pink hair, 1girl, blush, looking at viewer, smile, blue eyes, solo, open mouth, short hair, hair ornament, skirt, jewelry, long hair, earrings, bangs, purple eyes, star, :d, holding, gloves
88
+
89
+ Tsukimiya Sana,
90
+ blue eyes, 1girl, grey hair, solo, blush, looking at viewer, short hair, long hair, smile, dress, holding, breasts, long sleeves, open mouth, apron, bangs, indoors, shirt, gloves, outdoors
91
+
92
+ Kusunogi Arisu,
93
+ long hair, blue eyes, blonde hair, multiple girls, 2girls, blush, bow, open mouth, hair bow, dress, red eyes, smile, twintails, grey hair, ribbon, looking at viewer, very long hair, blue hair, hat, skirt
94
+
95
+ Kurusu Homura,
96
+ black hair, 1girl, solo, short hair, looking at viewer, blush, red eyes, shorts, open mouth, bangs, hood, outdoors, shirt, skirt, gloves, navel, jewelry, fingerless gloves, belt, short shorts
97
+
98
+ Mamiya Chika,
99
+ brown hair, 1girl, brown eyes, blush, long hair, solo, bow, hair bow, looking at viewer, open mouth, smile, jewelry, ponytail, breasts, skirt, medium breasts, sitting, navel, outdoors, side ponytail
100
+
101
+ Reisen Aoi,
102
+ 1girl, brown hair, solo, blush, long hair, hair ornament, flower, single hair bun, smile, hair bun, looking at viewer, open mouth, hair flower, bangs, blue eyes, japanese clothes, aqua eyes, skirt, holding, sidelocks
103
+
104
+ Emilia Bloomfield,
105
+ long hair, 1girl, solo, green eyes, blonde hair, blush, looking at viewer, smile, open mouth, ribbon, skirt, outdoors, hair ribbon, gloves, sky, holding, day, :d, bow, shirt
106
+
107
+ Kirizuka Moegi,
108
+ black hair, long hair, 1girl, blush, braid, solo, looking at viewer, twintails, ribbon, hair ribbon, twin braids, open mouth, pink eyes, very long hair, red eyes, skirt, long sleeves, bangs, hair between eyes, smile
109
+
110
+ Koshimizu Sophia,
111
+ blonde hair, 1girl, blue eyes, long hair, solo, blush, open mouth, smile, bow, hair rings, looking at viewer, hair bow, twintails, :d, skirt, outdoors, ribbon, day, gloves, shirt
112
+
113
+ Mary Williams,
114
+ blonde hair, blue eyes, 1girl, solo, long hair, breasts, smile, looking at viewer, navel, midriff, jacket, weapon, open mouth, outdoors, shorts, gun, belt, medium breasts, blush, shirt
115
+
116
+ Hikawa Saki,
117
+ blue hair, long hair, 1girl, brown eyes, blush, solo, hair ornament, yellow eyes, open mouth, hairclip, side ponytail, looking at viewer, skirt, shirt, blue skirt, long sleeves, breasts, outdoors, necktie, white shirt
118
+
119
+ Nanjo Ren,
120
+ purple eyes, 1girl, blush, solo, black hair, long hair, looking at viewer, smile, open mouth, bangs, purple hair, skirt, japanese clothes, holding, :d, ribbon, hair ornament, shirt, outdoors, day
121
+
122
+ Ebina Ayase,
123
+ long hair, 1girl, green eyes, solo, pink hair, blush, smile, looking at viewer, braid, open mouth, breasts, outdoors, skirt, shirt, dress, :d, day, gloves, sitting, flower
124
+
125
+ Yuki Sena,
126
+ green hair, glasses, short hair, 1girl, solo, green eyes, looking at viewer, open mouth, yellow eyes, semi-rimless eyewear, skirt, smile, blush, outdoors, hat, breasts, pantyhose, hair ornament, black-framed eyewear, necktie
127
+
128
+ Charlotte Dior,
129
+ blonde hair, long hair, 1girl, blue eyes, solo, blush, looking at viewer, breasts, open mouth, large breasts, smile, holding, dress, very long hair, long sleeves, nun, cross, habit, skirt, shirt
130
+
131
+ Saibara Yueko,
132
+ purple hair, short hair, 1girl, solo, purple eyes, blush, braid, open mouth, hair ornament, smile, looking at viewer, skirt, pantyhose, outdoors, black pantyhose, necktie, :3, jewelry, star, sky
133
+
134
+ Kazeyari Mina,
135
+ 1girl, solo, eyepatch, long hair, grey hair, looking at viewer, open mouth, blue eyes, hair ornament, blush, smile, cape, skirt, two side up, thighhighs, bow, aqua eyes, long sleeves, hair between eyes, black thighhighs
136
+
137
+ Takeda Torachiyo,
138
+ blonde hair, long hair, 1girl, solo, looking at viewer, smile, brown eyes, breasts, yellow eyes, gloves, medium breasts, midriff, skirt, fingerless gloves, open mouth, navel, blush, black gloves, jacket, hair between eyes
139
+
140
+ Nabatame Tsukasa,
141
+ short hair, 1girl, solo, purple eyes, blue hair, smile, looking at viewer, bandages, navel, shorts, midriff, breasts, green hair, ahoge, gloves, skirt, open mouth, pink eyes, outdoors, sitting
142
+
143
+ Rurikawa Haruno,
144
+ brown hair, long hair, 1girl, solo, blush, ribbon, red eyes, open mouth, smile, hair ribbon, earrings, looking at viewer, jewelry, breasts, brown eyes, skirt, long sleeves, jacket, shirt, heart
145
+
146
+ Tokisaka Chitose,
147
+ black hair, blue eyes, 1girl, long hair, solo, looking at viewer, smile, hair between eyes, blush, open mouth, skirt, breasts, sky, very long hair, long sleeves, sitting, bangs, medium breasts, dress, thighhighs
148
+
149
+ Futami Kokoro,
150
+ pink hair, 1girl, short hair, solo, purple eyes, blush, open mouth, looking at viewer, skirt, thighhighs, smile, sky, gloves, blue skirt, outdoors, school uniform, black thighhighs, fingerless gloves, closed eyes, breasts
151
+
152
+ Yonamise Rina,
153
+ purple hair, 1girl, blue eyes, solo, short hair, blush, open mouth, looking at viewer, smile, :d, breasts, bandaid, skirt, shirt, bandaid on face, outdoors, water, sky, midriff, navel
154
+
155
+ Ellen Amedick,
156
+ red hair, 1girl, yellow eyes, solo, eyepatch, looking at viewer, breasts, smile, long hair, blush, gloves, short hair, braid, outdoors, pants, weapon, holding, white gloves, flower, brown eyes
157
+
158
+ SHIshido yuki,
159
+ purple eyes, short hair, blue hair, 1girl, solo, glasses, looking at viewer, thighhighs, open mouth, skirt, sitting, headphones, jacket, smile, hood, dress, school uniform, multiple girls, breasts, holding
160
+
161
+ Asahina Tatsuki,
162
+ blue eyes, long hair, brown hair, 1girl, solo, blush, ahoge, looking at viewer, shirt, smile, open mouth, jewelry, hair between eyes, breasts, pants, outdoors, bangs, skirt, bracelet, belt
163
+
164
+ Yukishiro Mashiro,
165
+ 1girl, long hair, blue hair, solo, blue eyes, looking at viewer, smile, breasts, blush, very long hair, dress, open mouth, jewelry, skirt, cleavage, medium breasts, hair between eyes, earrings, outdoors, braid
166
+
167
+ Soma Rena,
168
+ 1girl, solo, green eyes, open mouth, fang, blush, short hair, smile, grey hair, looking at viewer, dark skin, animal ears, outdoors, dark-skinned female, :d, breasts, long hair, sky, day, barefoot
169
+
170
+ Lee Xiaolian,
171
+ green eyes, green hair, 1girl, blush, hair bun, solo, smile, open mouth, looking at viewer, bun cover, dress, double bun, short hair, single hair bun, chinese clothes, holding, long hair, shorts, outdoors, food
172
+
173
+ Qiao Mingling,
174
+ long hair, braid, 1girl, blue eyes, solo, blush, smile, open mouth, pink hair, looking at viewer, red hair, single braid, ahoge, chinese clothes, fang, dress, :d, china dress, ribbon, gloves
175
+
176
+ Kisaragi Sora,
177
+ 1girl, solo, long hair, green eyes, red hair, goggles, blush, goggles on head, gloves, open mouth, looking at viewer, skirt, thighhighs, smile, ahoge, breasts, jewelry, shirt, black thighhighs, earrings
178
+
179
+ Hasekura Toko,
180
+ 1girl, long hair, solo, black hair, brown eyes, ponytail, looking at viewer, blush, very long hair, brown hair, open mouth, breasts, japanese clothes, skirt, smile, bangs, weapon, flower, outdoors, hair ornament
181
+
182
+ Jinguji Hatsune,
183
+ long hair, blue eyes, 1girl, solo, blush, brown hair, looking at viewer, smile, open mouth, hairband, ponytail, skirt, red hair, frills, ribbon, very long hair, thighhighs, :d, long sleeves, bow
184
+
185
+ Yayoi Ruqa,
186
+ braid, 1girl, solo, orange hair, smile, green eyes, open mouth, blush, looking at viewer, bird, breasts, yellow eyes, medium breasts, long hair, outdoors, hair ornament, gloves, cleavage, skirt, boots
187
+
188
+ Satonaka Karin,
189
+ brown eyes, brown hair, 1girl, solo, blush, short hair, open mouth, looking at viewer, smile, braid, flower, breasts, freckles, sky, outdoors, twin braids, :d, hair ornament, bow, skirt
190
+
191
+ Madokano Marika,
192
+ black hair, green hair, multicolored hair, short hair, 1girl, looking at viewer, green eyes, two-tone hair, solo, open mouth, smile, breasts, blush, outdoors, blue eyes, jacket, mask, sky, shorts, hat
193
+
194
+ Urajiro Nana,
195
+ black hair, 1girl, long hair, blush, solo, red eyes, ahoge, open mouth, looking at viewer, smile, skirt, braid, bow, bangs, hair bow, :d, brown eyes, outdoors, holding, ribbon
196
+
197
+ Matsushima Michiru,
198
+ short hair, 1girl, brown hair, green eyes, solo, open mouth, blush, looking at viewer, smile, hairband, skirt, :d, shirt, jacket, hair ornament, holding, indoors, gloves, outdoors, breasts
199
+
200
+ Inukawa Nene,
201
+ 1girl, pink hair, long hair, solo, blush, hair ornament, bell, red eyes, smile, looking at viewer, open mouth, ribbon, pink eyes, fang, very long hair, jingle bell, dress, hair bell, hair between eyes, :d
202
+
203
+ Nanayoshi Chihiro,
204
+ short hair, solo, 1girl, blush, bow, brown eyes, green hair, open mouth, smile, hair bow, looking at viewer, hair ornament, heart, blonde hair, skirt, red bow, :d, school uniform, sky, outdoors
205
+
206
+ Lizette,
207
+ black hair, solo, purple eyes, 1girl, multicolored hair, hair between eyes, two-tone hair, looking at viewer, white hair, long hair, 1boy, blush, bangs, school uniform, skirt, necktie, short hair, male focus, indoors, breasts
208
+
209
+ Uno,
210
+ 1girl, smile, pink hair, twintails, long hair, solo, grey eyes, looking at viewer, hair ornament, blush, open mouth, holding, dress, thighhighs, :d, confetti, multicolored hair, striped, stuffed toy, one eye closed
211
+ ```
212
+
213
+ ## Training info
214
+
215
+ Dataset:
216
+ * [4267 Grimoire cards](https://huggingface.co/datasets/gustproof/sd-data/blob/main/grimoire_cards_notext_denoised.zip) extracted from [official](https://play.google.com/store/apps/details?id=jp.co.applibot.grimoireOfflineMain.android) [offline](https://play.google.com/store/apps/details?id=jp.co.applibot.grimoireOfflineRose.android) [apps](https://play.google.com/store/apps/details?id=jp.co.applibot.grimoireOfflineSunflower.android) with text removed (characters labeled by themonky007)
217
+
218
+ Tags generated with [SmilingWolf/wd-v1-4-convnextv2-tagger-v2](https://huggingface.co/SmilingWolf/wd-v1-4-convnextv2-tagger-v2) with a threshold of 0.35. No balancing and tag cleaning. Images were processed with [RealESRGAN_x4plus_anime_6B](https://github.com/xinntao/Real-ESRGAN/blob/master/docs/anime_model.md).
219
+
220
+ Inspired by [a 2022 paper](https://openreview.net/pdf?id=Uad23IcIEs), a custom LR scheduler was used:
221
+ ```
222
+ SequentialLR(optimizer, [
223
+ LinearLR(optimizer, 0.1, total_iters=steps_per_epoch),
224
+ CosineAnnealingWarmRestarts(optimizer, steps_per_epoch*2, T_mult=2)
225
+ ], [steps_per_epoch])
226
+ ```
227
+
228
+ Training cost: ~31 T4-hours (in addition to deresute costs)
229
+
230
+
231
+ Data distribution:
232
+ ```
233
+ character cards
234
+ 1 Minami Tomoka 94
235
+ 2 Nobara Hime 86
236
+ 3 Kannagi Rei 82
237
+ 4 Shinonome Aira 80
238
+ 5 Fuyuki Noel 80
239
+ 6 Kishida Natsumi 79
240
+ 7 Fuyuki Eve 78
241
+ 8 Minazuki Fuko 78
242
+ 9 Rurikawa Akiho 77
243
+ 10 Tachibana Ui 76
244
+ 11 Momose momo 75
245
+ 12 Moriya Tsukuyo 74
246
+ 13 Tateno Nozomi 74
247
+ 14 Hattori Azusa 74
248
+ 15 Minase Kaoruko 72
249
+ 16 Otonashi ritsu 72
250
+ 17 Yusa Naruko 72
251
+ 18 Shirafuji Konoha 72
252
+ 19 Takanashi Miyu 72
253
+ 20 Narumi Jun 70
254
+ 21 Shiina Yukari 70
255
+ 22 Wagatsuma Asari 70
256
+ 23 Nakazuki Sara 70
257
+ 24 Sumeragi Ayaka 68
258
+ 25 Tsukimiya Sana 68
259
+ 26 Kusunogi Arisu 68
260
+ 27 Kurusu Homura 68
261
+ 28 Mamiya Chika 68
262
+ 29 Reisen Aoi 68
263
+ 30 Emilia Bloomfield 68
264
+ 31 Kirizuka Moegi 68
265
+ 32 Koshimizu Sophia 68
266
+ 33 Mary Williams 68
267
+ 34 Hikawa Saki 66
268
+ 35 Nanjo Ren 66
269
+ 36 Ebina Ayase 66
270
+ 37 Yuki Sena 66
271
+ 38 Charlotte Dior 66
272
+ 39 Saibara Yueko 66
273
+ 40 Kazeyari Mina 66
274
+ 41 Takeda Torachiyo 66
275
+ 42 Nabatame Tsukasa 66
276
+ 43 Rurikawa Haruno 64
277
+ 44 Tokisaka Chitose 64
278
+ 45 Futami Kokoro 64
279
+ 46 Yonamise Rina 64
280
+ 47 Ellen Amedick 62
281
+ 48 SHIshido yuki 62
282
+ 49 Asahina Tatsuki 62
283
+ 50 Yukishiro Mashiro 62
284
+ 51 Soma Rena 62
285
+ 52 Lee Xiaolian 62
286
+ 53 Qiao Mingling 62
287
+ 54 Kisaragi Sora 60
288
+ 55 Hasekura Toko 60
289
+ 56 Jinguji Hatsune 60
290
+ 57 Yayoi Ruqa 60
291
+ 58 Satonaka Karin 58
292
+ 59 Madokano Marika 54
293
+ 60 Urajiro Nana 50
294
+ 61 Matsushima Michiru 50
295
+ 62 Inukawa Nene 48
296
+ 63 Nanayoshi Chihiro 44
297
+ 64 Lizette 8
298
+ 65 Uno 4
299
+ ```
300
+
301
+
302
+ Training config:
303
+ ```
304
+ [model_arguments]
305
+ v2 = false
306
+ v_parameterization = false
307
+ pretrained_model_name_or_path = "animefull-final-pruned.ckpt"
308
+
309
+ [additional_network_arguments]
310
+ no_metadata = false
311
+ network_module = "lycoris.kohya"
312
+ network_dim = 16
313
+ network_alpha = 1
314
+ network_args = [ "conv_dim=0", "algo=loha",]
315
+ network_train_unet_only = false
316
+ network_train_text_encoder_only = false
317
+ cache_latents = false
318
+
319
+ [optimizer_arguments]
320
+ optimizer_type = "AdamW8bit"
321
+ learning_rate = 2e-4
322
+ max_grad_norm = 1.0
323
+ lr_scheduler = "custom"
324
+
325
+
326
+ [dataset_arguments]
327
+ debug_dataset = false
328
+
329
+ [training_arguments]
330
+ save_precision = "fp16"
331
+ save_every_n_epochs = 1
332
+ max_token_length = 225
333
+ mem_eff_attn = false
334
+ xformers = true
335
+ max_train_epochs = 31
336
+ max_data_loader_n_workers = 0
337
+ persistent_data_loader_workers = false
338
+ gradient_checkpointing = false
339
+ gradient_accumulation_steps = 1
340
+ mixed_precision = "fp16"
341
+ clip_skip = 2
342
+ lowram = true
343
+ train_batch_size = 4
344
+
345
+ [sample_prompt_arguments]
346
+
347
+ [saving_arguments]
348
+ save_model_as = "safetensors"
349
+ ```